LING571-826781027-Assignment_3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab88956e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.corpus import brown "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "717d23ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['number', 'by', 'ideas', 'raised', 'these', 'second', 'forces', 'Kennedy', 'operation', 'cars', 'Yet', 'girl', 'America', 'a', 'training', 'right', 'also', 'which', 'community', 'above', 'lay', 'federal', 'still', 'What', 'answer', 'story', 'doing', 'England', 'lack', 'main', 'further', 'having', '1961', 'any', 'gave', 'George', 'basic', 'increase', 'read', 'remained', 'saw', 'ago', 'asked', 'hold', 'force', 'months', 'move', 'off', 'general', 'toward', 'had', 'big', 'record', 'Government', 'personal', 'Af', 'lines', 'received', 'degree', 'child', 'bring', 'cold', 'party', 'activity', 'William', '15', 'will', 'greater', 'children', 'I', 'along', 'arms', 'more', 'do', 'plant', 'after', 'price', 'simply', 'show', 'And', 'physical', 'Soviet', 'ran', 'So', 'leave', 'small', 'somewhat', 'son', 'higher', 'His', 'morning', 'group', 'countries', 'heavy', 'many', 'experience', 'member', 'whom', 'class', 'policy', 'U.S.', 'together', 'keep', 'defense', 'ten', 'book', 'May', 'came', 'described', 'just', 'various', 'length', 'death', 'started', 'Southern', '``', 'great', 'especially', 'To', 'went', 'woman', 'thing', 'Christian', 'Department', 'terms', 'continue', 'like', 'ever', 'organization', 'effects', 'figures', 'modern', \"don't\", 'other', 'friends', 'Negro', 'sense', 'Court', 'short', 'an', 'written', 'state', 'know', 'size', 'easy', 'outside', 'John', 'With', 'reached', 'during', 'indicated', 'color', 'company', 'voice', 'fall', 'reported', 'date', 'was', 'chance', 'in', 'his', 'How', 'note', 'take', 'door', 'reasons', 'everything', 'learned', 'before', 'true', 'analysis', 'country', 'same', 'Sunday', 'City', 'Why', 'were', 'difficult', 'heart', 'water', 'return', \"wouldn't\", 'far', 'change', 'additional', 'appear', 'both', 'plane', '1', 'growth', 'talk', 'meaning', 'planning', 'reason', 'easily', 'beyond', 'basis', 'early', 'Another', 'tell', 'working', 'followed', 'mouth', 'seen', 'control', 'and', 'United', 'see', 'married', 'interest', 'closed', 'making', 'power', 'except', 'first', 'trial', 'took', 'either', 'information', 'made', 'though', 'soon', 'present', 'Although', 'once', 'period', 'While', 'night', 'New', 'services', 'four', 'English', 'never', 'part', 'administration', 'if', 'below', 'good', 'surface', 'writing', 'week', 'turned', 'rise', 'wrote', 'because', 'the', 'sure', 'tried', 'cent', 'office', 'time', 'tax', 'He', 'evidence', 'paper', 'kept', 'specific', 'method', 'play', 'suddenly', 'enough', 'performance', 'She', 'lower', 'him', 'medical', 'generally', 'run', 'foreign', 'forms', 'value', 'without', 'among', 'between', \"I'll\", 'fine', 'alone', 'theory', 'there', 'down', 'father', 'lost', 'least', 'church', 'case', 'international', 'technical', 'hot', 'doubt', 'stop', 'want', \"can't\", 'air', 'as', 'subject', 'Miss', 'ahead', 'merely', 'designed', 'give', 'B', 'music', 'figure', 'lead', 'program', 'sat', 'speak', 'likely', 'carried', 'single', 'religion', 'efforts', 'situation', 'they', 'lived', 'this', 'else', 'rates', 'study', 'found', 'image', 'boys', 'race', 'members', 'however', 'hear', 'One', 'amount', 'myself', 'growing', 'evening', 'increased', 'through', 'Most', ':', 'whole', 'spirit', 'deep', 'sun', 'wrong', 'provide', 'really', 'looking', 'deal', 'feel', 'did', 'temperature', 'front', 'current', 'St.', 'side', 'stood', 'use', 'whether', 'national', 'earlier', 'But', 'decision', 'existence', 'actually', 'moment', 'dropped', '3', 'help', 'may', 'against', 'special', 'spring', 'heard', 'charge', 'what', 'On', 'Two', 'low', 'Western', 'covered', 'students', 'paid', 'obtained', 'equipment', 'shot', 'than', 'it', 'bed', 'final', 'makes', 'behind', 'days', 'University', 'literature', 'third', 'leaders', 'C', '8', 'themselves', 'college', 'taking', 'needs', \"it's\", 'following', 'much', 'does', 'We', 'that', 'month', 'window', 'private', 'million', 'peace', 'support', 'finally', 'stock', 'slowly', 'larger', 'body', 'able', 'try', 'world', 'under', 'find', 'usually', 'passed', 'French', 'back', 'instead', 'possible', 'meeting', 'food', 'East', 'science', 'end', 'years', 'natural', 'exactly', 'quality', 'field', 'interested', 'expected', 'write', 'political', 'systems', 'hall', 'dark', 'due', 'face', 'serious', 'meet', 'cut', 'year', 'wall', 'type', 'car', 'are', 'meant', 'direction', 'go', 'become', \"It's\", 'extent', 'established', 'president', 'space', 'why', 'seemed', 'anyone', 'trouble', 'They', 'form', 'where', 'mother', 'Each', 'human', 'entire', 'according', 'social', '1959', 'built', 'done', 'love', 'State', 'point', 'No', 'list', \"'\", 'art', 'bit', ';', 'nation', 'effect', 'thinking', 'street', \"I've\", 'hours', 'expect', 'while', 'getting', 'pressure', 'needed', 'became', 'say', 'minutes', 'recently', 'forward', '6', 'latter', 'every', 'This', 'eye', \"wasn't\", 'today', 'radio', 'shown', 'clear', 'American', 'well', 'felt', 'Since', 'start', 'known', 'land', 'approach', 'sent', 'into', 'numbers', 'activities', '&', 'new', 'man', 'job', 'student', 'letter', 'family', 'moved', 'close', 'Mr.', 'law', '4', 'sales', 'old', 'There', 'board', 'based', 'industrial', 'late', 'Here', 'aid', 'A.', 'plan', 'After', 'pool', 'already', 'order', 'appeared', 'truth', 'step', 'North', 'began', 'inside', 'thought', 'she', 'last', 'ball', 'S.', 'Some', 'future', 'question', 'By', 'Then', 'got', 'points', 'stand', 'blood', \"''\", 'name', 'table', 'factors', 'large', 'Brown', 'parts', 'open', 'ground', 'young', 'so', 'involved', 'am', 'scene', 'war', 'wish', 'Act', 'indeed', 'attention', 'almost', 'immediately', 'War', 'looked', 'next', 'considered', 'course', 'cost', 'hands', 'problems', 'quite', 'range', 'result', 'Aj', 'strength', 'of', 'market', 'away', 'cannot', 'added', 'words', 'stage', 'something', 'reaction', 'Such', 'life', \"Don't\", 'addition', 'its', 'difference', 'James', 'Federal', 'held', 'live', 'floor', 'gone', 'For', 'moral', 'role', 'original', 'importance', 'rather', 'design', 'about', 'half', 'several', 'feeling', 'view', 'service', 'put', 'since', 'apparently', 'us', 'hit', 'faith', 'times', 'people', 'serve', 'light', 'whose', 'often', 'he', 'would', 'miles', 'turn', 'Many', 'function', 'York', 'going', 'reach', 'line', 'all', 'five', 'schools', 'available', 'history', 'picture', 'My', \"man's\", 'continued', 'things', 'certain', 'set', 'strong', 'met', 'principle', 'visit', 'me', 'National', 'values', 'determined', 'person', 'concerned', 'A', 'mean', 'have', 'example', 'three', 'word', 'steps', 'longer', '2', 'former', 'across', 'walked', 'position', 'given', 'feet', 'letters', 'religious', 'being', 'Washington', 'different', 'wife', 'If', 'series', 'boy', 'From', 'God', 'developed', 'come', 'World', 'has', 'states', 'issue', 'men', 'nor', 'British', 'An', 'horse', 'afternoon', 'straight', 'freedom', 'six', 'need', 'rate', 'care', 'choice', 'although', 'is', 'ready', 'society', 'test', 'beautiful', 'audience', 'direct', 'served', 'neither', 'dead', 'industry', 'conditions', 'progress', 'from', 'on', 'process', 'eyes', 'business', 'few', 'bad', 'waiting', 'Her', 'clearly', 'mind', 'House', 'Our', 'happened', ')', 'farm', 'top', 'pay', 'summer', 'certainly', 'black', 'per', 'complete', 'our', 'level', 'be', 'However', 'not', 'fact', 'red', 'Of', 'trade', 'using', 'programs', 'applied', 'always', 'area', 'up', 'square', 'should', 'local', 'school', 'limited', 'feed', 'thus', \"won't\", 'common', 'Mrs.', 'rest', 'own', 'act', 'for', 'demand', 'directly', 'types', 'suggested', 'hair', 'kind', 'J.', 'language', 'problem', 'ones', 'such', 'herself', 'anything', 'necessary', 'section', 'questions', 'The', 'cities', 'wide', 'production', 'around', 'cause', 'when', 'left', 'to', 'education', 'opportunity', 'press', 'led', 'individual', 'used', 'wanted', 'stay', 'treatment', \"couldn't\", 'means', 'says', 'piece', 'College', 'economic', 'until', 'stress', 'day', 'prepared', 'knowledge', 'free', 'friend', 'game', 'cases', 'at', 'season', 'who', 'house', 'building', 'South', 'effective', 'Oh', 'road', 'ask', 'another', 'itself', 'fire', 'These', 'make', 'As', 'coming', 'even', 'That', 'purpose', '5', 'seems', 'Not', 'too', 'out', 'idea', 'their', 'understanding', 'long', 'playing', 'Well', 'opened', 'Do', 'or', 'called', 'stopped', 'ways', 'President', 'saying', 'you', 'recent', 'we', 'system', 'similar', 'center', ',', 'lot', 'played', 'Secretary', 'average', 'teeth', 'earth', 'required', 'Europe', 'might', 'within', 'Even', 'hand', 'public', 'then', 'running', 'understand', 'with', 'get', 'manner', 'respect', 'statement', 'particular', 'research', 'responsibility', 'reading', 'At', 'real', 'room', 'remember', 'told', 'himself', 'Island', 'comes', 'fiscal', 'Union', 'very', 'returned', 'Just', 'seem', 'development', 'better', 'knew', '?', 'court', 'taken', 'one', 'trying', 'nature', 'nations', 'could', 'labor', \"I'd\", 'methods', 'less', 'effort', 'place', '10', 'head', 'firm', 'brought', 'It', 'city', 'worked', 'simple', 'groups', 'population', 'them', 'nothing', 'elements', 'can', 'little', 'white', 'nuclear', 'completely', 'sort', 'sound', 'First', 'those', 'total', 'military', 'living', 'account', 'Only', 'placed', 'look', 'my', 'decided', 'but', 'areas', 'police', 'way', 'perhaps', 'no', 'hour', 'normal', 'each', 'weeks', 'full', 'her', 'include', 'White', 'call', 'hope', 'Church', 'particularly', 'your', 'near', 'believe', 'results', 'let', 'In', 'hard', 'attitude', 'some', 'others', 'work', 'Rhode', 'States', 'changes', '!', 'only', 'persons', '.', 'most', 'throughout', 'major', 'report', \"didn't\", 'been', 'must', 'high', 'spent', 'professional', 'material', 'becomes', 'women', '--', 'yet', 'including', 'home', '(', 'here', 'provided', 'costs', 'two', 'again', 'upon', 'Their', 'movement', 'money', 'data', 'You', 'later', 'When', 'pattern', \"I'm\", 'influence', 'works', 'All', 'Congress', 'think', 'important', 'past', 'attack', 'property', 'volume', 'said', 'now', 'shall', 'town', 'age', 'how', 'showed', 'fear', 'corner', 'matter', 'Now', 'General', 'couple', 'beginning', 'probably', 'West', 'hundred', 'century', 'gives', 'girls', '1960', 'character', 'sometimes', 'born', 'staff', 'action', '30', 'Thomas', 'moving', 'therefore', 'Thus', 'best', 'Dr.', 'plans', 'nearly', 'During', 'consider', 'husband', 'distance', 'government', 'over', 'central']\n",
      "\n",
      "1098\n"
     ]
    }
   ],
   "source": [
    "all_unique_words_brown=frozenset(brown.words())\n",
    "brown_fd=nltk.FreqDist(brown.words())\n",
    "atleast_3times=[word for word in all_unique_words_brown if brown_fd[word]>99]\n",
    "print(atleast_3times)\n",
    "print()\n",
    "print(len(atleast_3times))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3139c225",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "all_unique_words_brown=brown.words()\n",
    "brown_fd=nltk.FreqDist(brown.words())\n",
    "atleast_3times=[word for word in all_unique_words_brown if brown_fd[word]>99]\n",
    "print(atleast_3times)\n",
    "print()\n",
    "print(len(atleast_3times))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c62056e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting cmudict\n",
      "  Downloading cmudict-1.0.2-py2.py3-none-any.whl (939 kB)\n",
      "\u001b[K     |████████████████████████████████| 939 kB 2.6 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: cmudict\n",
      "Successfully installed cmudict-1.0.2\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install cmudict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "570ba245",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['a', 'c', 'h', 'i', 't', 'u', 'y']\n",
      "['a', 'a', 'c', 'h', 'i', 't', 'u', 'y']\n"
     ]
    }
   ],
   "source": [
    "text1=\"chutiyaA\"\n",
    "\n",
    "print(sorted(set(w.lower() for w in text1)))\n",
    "print(sorted(w.lower() for w in set(text1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9501c050",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*** Introductory Examples for the NLTK Book ***\n",
      "Loading text1, ..., text9 and sent1, ..., sent9\n",
      "Type the name of the text or sentence to view it.\n",
      "Type: 'texts()' or 'sents()' to list the materials.\n",
      "text1: Moby Dick by Herman Melville 1851\n",
      "text2: Sense and Sensibility by Jane Austen 1811\n",
      "text3: The Book of Genesis\n",
      "text4: Inaugural Address Corpus\n",
      "text5: Chat Corpus\n",
      "text6: Monty Python and the Holy Grail\n",
      "text7: Wall Street Journal\n",
      "text8: Personals Corpus\n",
      "text9: The Man Who Was Thursday by G . K . Chesterton 1908\n"
     ]
    }
   ],
   "source": [
    "from nltk.book import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c87c88e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    }
   ],
   "source": [
    "print(len(sorted(w for w in set(text5) if w.startswith('z'))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0cbdfd07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['business', 'witness']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ness= [ness for ness in text6 if ness.endswith('ness')]\n",
    "ness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "299847d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Saxons',\n",
       " 'next',\n",
       " 'exploiting',\n",
       " 'executive',\n",
       " 'Excalibur',\n",
       " 'Excalibur',\n",
       " 'executive',\n",
       " 'expect',\n",
       " 'executive',\n",
       " 'Exactly',\n",
       " 'Explain',\n",
       " 'example',\n",
       " 'next',\n",
       " 'Anthrax',\n",
       " 'Anthrax',\n",
       " 'sixteen',\n",
       " 'exciting',\n",
       " 'relax',\n",
       " 'examine',\n",
       " 'excuse',\n",
       " 'Anthrax',\n",
       " 'sex',\n",
       " 'sex',\n",
       " 'sex',\n",
       " 'expensive',\n",
       " 'explain',\n",
       " 'explain',\n",
       " 'Excuse',\n",
       " 'excepting',\n",
       " 'exciting']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x= [x for x in text6 if 'x' in x]\n",
    "x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1872002b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['husk', 'ask', 'task', 'task', 'ask', 'asking', 'risk', 'asks', 'Ask', 'Ask']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sk= [sk for sk in text6 if 'sk' in sk]\n",
    "sk\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a4daac99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SCENE\n",
      "KING\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "I\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "I\n",
      "I\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "A\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "A\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "I\n",
      "ARTHUR\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SOLDIER\n",
      "SCENE\n",
      "CART\n",
      "MASTER\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CART\n",
      "MASTER\n",
      "CUSTOMER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CART\n",
      "MASTER\n",
      "CUSTOMER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CART\n",
      "MASTER\n",
      "CUSTOMER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "I\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "I\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "I\n",
      "CUSTOMER\n",
      "DEAD\n",
      "PERSON\n",
      "I\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "I\n",
      "CUSTOMER\n",
      "CART\n",
      "MASTER\n",
      "SCENE\n",
      "ARTHUR\n",
      "DENNIS\n",
      "ARTHUR\n",
      "DENNIS\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "WOMAN\n",
      "ARTHUR\n",
      "I\n",
      "WOMAN\n",
      "ARTHUR\n",
      "WOMAN\n",
      "ARTHUR\n",
      "I\n",
      "WOMAN\n",
      "I\n",
      "I\n",
      "DENNIS\n",
      "A\n",
      "WOMAN\n",
      "DENNIS\n",
      "ARTHUR\n",
      "I\n",
      "WOMAN\n",
      "ARTHUR\n",
      "WOMAN\n",
      "ARTHUR\n",
      "DENNIS\n",
      "I\n",
      "ARTHUR\n",
      "DENNIS\n",
      "ARTHUR\n",
      "I\n",
      "DENNIS\n",
      "ARTHUR\n",
      "DENNIS\n",
      "ARTHUR\n",
      "I\n",
      "WOMAN\n",
      "ARTHUR\n",
      "I\n",
      "WOMAN\n",
      "I\n",
      "ARTHUR\n",
      "WOMAN\n",
      "ARTHUR\n",
      "I\n",
      "I\n",
      "DENNIS\n",
      "ARTHUR\n",
      "DENNIS\n",
      "ARTHUR\n",
      "DENNIS\n",
      "I\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "DENNIS\n",
      "ARTHUR\n",
      "DENNIS\n",
      "I\n",
      "ARTHUR\n",
      "DENNIS\n",
      "I\n",
      "SCENE\n",
      "BLACK\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "GREEN\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "GREEN\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "GREEN\n",
      "KNIGHT\n",
      "GREEN\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "GREEN\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "I\n",
      "I\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "I\n",
      "I\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "I\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "A\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "I\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "BLACK\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "BLACK\n",
      "KNIGHT\n",
      "I\n",
      "I\n",
      "SCENE\n",
      "MONKS\n",
      "CROWD\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "MONKS\n",
      "CROWD\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "A\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "WITCH\n",
      "I\n",
      "I\n",
      "BEDEVERE\n",
      "WITCH\n",
      "CROWD\n",
      "WITCH\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGERS\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "A\n",
      "VILLAGERS\n",
      "A\n",
      "VILLAGER\n",
      "A\n",
      "VILLAGER\n",
      "RANDOM\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "A\n",
      "VILLAGER\n",
      "I\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "B\n",
      "BEDEVERE\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "RANDOM\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "VILLAGER\n",
      "ARTHUR\n",
      "A\n",
      "CROWD\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "VILLAGER\n",
      "A\n",
      "VILLAGER\n",
      "A\n",
      "CROWD\n",
      "A\n",
      "A\n",
      "VILLAGER\n",
      "BEDEVERE\n",
      "CROWD\n",
      "BEDEVERE\n",
      "CROWD\n",
      "A\n",
      "A\n",
      "A\n",
      "WITCH\n",
      "VILLAGER\n",
      "CROWD\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "I\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "I\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "I\n",
      "NARRATOR\n",
      "SCENE\n",
      "SIR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "SIR\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "SIR\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "PATSY\n",
      "ARTHUR\n",
      "I\n",
      "KNIGHTS\n",
      "PRISONER\n",
      "KNIGHTS\n",
      "MAN\n",
      "I\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "SCENE\n",
      "GOD\n",
      "I\n",
      "ARTHUR\n",
      "GOD\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "O\n",
      "GOD\n",
      "ARTHUR\n",
      "GOD\n",
      "ARTHUR\n",
      "O\n",
      "GOD\n",
      "LAUNCELOT\n",
      "A\n",
      "A\n",
      "GALAHAD\n",
      "SCENE\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "I\n",
      "GALAHAD\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "I\n",
      "GALAHAD\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "ARTHUR\n",
      "I\n",
      "FRENCH\n",
      "GUARD\n",
      "OTHER\n",
      "FRENCH\n",
      "GUARD\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "I\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "FRENCH\n",
      "GUARD\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "FRENCH\n",
      "GUARD\n",
      "FRENCH\n",
      "GUARDS\n",
      "LAUNCELOT\n",
      "I\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "I\n",
      "FRENCH\n",
      "GUARDS\n",
      "C\n",
      "A\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "I\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "U\n",
      "I\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "CRASH\n",
      "FRENCH\n",
      "GUARDS\n",
      "SCENE\n",
      "VOICE\n",
      "DIRECTOR\n",
      "HISTORIAN\n",
      "KNIGHT\n",
      "KNIGHT\n",
      "HISTORIAN\n",
      "HISTORIAN\n",
      "S\n",
      "WIFE\n",
      "SCENE\n",
      "NARRATOR\n",
      "MINSTREL\n",
      "O\n",
      "SIR\n",
      "ROBIN\n",
      "DENNIS\n",
      "WOMAN\n",
      "ALL\n",
      "HEADS\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "ALL\n",
      "HEADS\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "ALL\n",
      "HEADS\n",
      "I\n",
      "ROBIN\n",
      "W\n",
      "I\n",
      "I\n",
      "ALL\n",
      "HEADS\n",
      "ROBIN\n",
      "I\n",
      "LEFT\n",
      "HEAD\n",
      "I\n",
      "MIDDLE\n",
      "HEAD\n",
      "I\n",
      "RIGHT\n",
      "HEAD\n",
      "I\n",
      "MIDDLE\n",
      "HEAD\n",
      "I\n",
      "LEFT\n",
      "HEAD\n",
      "I\n",
      "RIGHT\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "ROBIN\n",
      "I\n",
      "LEFT\n",
      "HEAD\n",
      "I\n",
      "RIGHT\n",
      "HEAD\n",
      "MIDDLE\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "RIGHT\n",
      "HEAD\n",
      "MIDDLE\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "MIDDLE\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "I\n",
      "MIDDLE\n",
      "HEAD\n",
      "RIGHT\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "MIDDLE\n",
      "HEAD\n",
      "RIGHT\n",
      "HEAD\n",
      "LEFT\n",
      "HEAD\n",
      "ALL\n",
      "HEADS\n",
      "MIDDLE\n",
      "HEAD\n",
      "RIGHT\n",
      "HEAD\n",
      "MINSTREL\n",
      "ROBIN\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "MINSTREL\n",
      "ROBIN\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "MINSTREL\n",
      "ROBIN\n",
      "MINSTREL\n",
      "ROBIN\n",
      "I\n",
      "CARTOON\n",
      "MONKS\n",
      "CARTOON\n",
      "CHARACTER\n",
      "CARTOON\n",
      "MONKS\n",
      "CARTOON\n",
      "CHARACTERS\n",
      "CARTOON\n",
      "MONKS\n",
      "CARTOON\n",
      "CHARACTER\n",
      "VOICE\n",
      "CARTOON\n",
      "CHARACTER\n",
      "SCENE\n",
      "NARRATOR\n",
      "GALAHAD\n",
      "GIRLS\n",
      "ZOOT\n",
      "GALAHAD\n",
      "ZOOT\n",
      "GALAHAD\n",
      "ZOOT\n",
      "GALAHAD\n",
      "ZOOT\n",
      "MIDGET\n",
      "CRAPPER\n",
      "O\n",
      "ZOOT\n",
      "MIDGET\n",
      "CRAPPER\n",
      "ZOOT\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "ZOOT\n",
      "GALAHAD\n",
      "ZOOT\n",
      "GALAHAD\n",
      "ZOOT\n",
      "GALAHAD\n",
      "I\n",
      "ZOOT\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "ZOOT\n",
      "I\n",
      "GALAHAD\n",
      "ZOOT\n",
      "PIGLET\n",
      "GALAHAD\n",
      "ZOOT\n",
      "GALAHAD\n",
      "B\n",
      "ZOOT\n",
      "WINSTON\n",
      "GALAHAD\n",
      "PIGLET\n",
      "GALAHAD\n",
      "PIGLET\n",
      "GALAHAD\n",
      "I\n",
      "PIGLET\n",
      "GALAHAD\n",
      "I\n",
      "PIGLET\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "I\n",
      "GIRLS\n",
      "GALAHAD\n",
      "GIRLS\n",
      "GALAHAD\n",
      "DINGO\n",
      "I\n",
      "GALAHAD\n",
      "I\n",
      "DINGO\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "DINGO\n",
      "GALAHAD\n",
      "DINGO\n",
      "I\n",
      "GALAHAD\n",
      "DINGO\n",
      "I\n",
      "LEFT\n",
      "HEAD\n",
      "DENNIS\n",
      "OLD\n",
      "MAN\n",
      "TIM\n",
      "THE\n",
      "ENCHANTER\n",
      "ARMY\n",
      "OF\n",
      "KNIGHTS\n",
      "DINGO\n",
      "I\n",
      "GOD\n",
      "DINGO\n",
      "GIRLS\n",
      "A\n",
      "A\n",
      "DINGO\n",
      "AMAZING\n",
      "STUNNER\n",
      "LOVELY\n",
      "DINGO\n",
      "GIRLS\n",
      "A\n",
      "A\n",
      "DINGO\n",
      "GIRLS\n",
      "GALAHAD\n",
      "I\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "DINGO\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "LAUNCELOT\n",
      "GIRLS\n",
      "GALAHAD\n",
      "I\n",
      "DINGO\n",
      "GIRLS\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "DINGO\n",
      "GIRLS\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "DINGO\n",
      "GIRLS\n",
      "DINGO\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "NARRATOR\n",
      "I\n",
      "I\n",
      "CROWD\n",
      "NARRATOR\n",
      "I\n",
      "SCENE\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "ARTHUR\n",
      "OLD\n",
      "MAN\n",
      "SCENE\n",
      "HEAD\n",
      "KNIGHT\n",
      "OF\n",
      "NI\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "RANDOM\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "BEDEVERE\n",
      "HEAD\n",
      "KNIGHT\n",
      "RANDOM\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "A\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "ARTHUR\n",
      "PARTY\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "O\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "CARTOON\n",
      "CHARACTER\n",
      "SUN\n",
      "CARTOON\n",
      "CHARACTER\n",
      "SUN\n",
      "CARTOON\n",
      "CHARACTER\n",
      "SUN\n",
      "CARTOON\n",
      "CHARACTER\n",
      "SCENE\n",
      "NARRATOR\n",
      "FATHER\n",
      "PRINCE\n",
      "HERBERT\n",
      "FATHER\n",
      "HERBERT\n",
      "FATHER\n",
      "HERBERT\n",
      "B\n",
      "I\n",
      "FATHER\n",
      "I\n",
      "I\n",
      "I\n",
      "I\n",
      "I\n",
      "I\n",
      "HERBERT\n",
      "I\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "I\n",
      "HERBERT\n",
      "B\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "I\n",
      "I\n",
      "FATHER\n",
      "I\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "I\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "I\n",
      "FATHER\n",
      "N\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "GUARD\n",
      "I\n",
      "FATHER\n",
      "GUARD\n",
      "GUARD\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "I\n",
      "GUARD\n",
      "I\n",
      "HERBERT\n",
      "FATHER\n",
      "GUARD\n",
      "FATHER\n",
      "SCENE\n",
      "LAUNCELOT\n",
      "CONCORDE\n",
      "LAUNCELOT\n",
      "CONCORDE\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "A\n",
      "A\n",
      "CONCORDE\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "CONCORDE\n",
      "I\n",
      "I\n",
      "I\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "CONCORDE\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "CONCORDE\n",
      "LAUNCELOT\n",
      "CONCORDE\n",
      "I\n",
      "LAUNCELOT\n",
      "CONCORDE\n",
      "I\n",
      "I\n",
      "I\n",
      "SCENE\n",
      "PRINCESS\n",
      "LUCKY\n",
      "GIRLS\n",
      "GUEST\n",
      "SENTRY\n",
      "SENTRY\n",
      "SENTRY\n",
      "LAUNCELOT\n",
      "SENTRY\n",
      "LAUNCELOT\n",
      "PRINCESS\n",
      "LUCKY\n",
      "GIRLS\n",
      "LAUNCELOT\n",
      "GUESTS\n",
      "LAUNCELOT\n",
      "GUARD\n",
      "LAUNCELOT\n",
      "O\n",
      "I\n",
      "I\n",
      "HERBERT\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "HERBERT\n",
      "LAUNCELOT\n",
      "I\n",
      "HERBERT\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "HERBERT\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "HERBERT\n",
      "LAUNCELOT\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "FATHER\n",
      "I\n",
      "HERBERT\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "LAUNCELOT\n",
      "I\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "HERBERT\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "HERBERT\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "SCENE\n",
      "GUESTS\n",
      "FATHER\n",
      "GUEST\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "I\n",
      "GUEST\n",
      "GUESTS\n",
      "FATHER\n",
      "LAUNCELOT\n",
      "GUEST\n",
      "GUESTS\n",
      "FATHER\n",
      "GUESTS\n",
      "FATHER\n",
      "I\n",
      "I\n",
      "GUEST\n",
      "FATHER\n",
      "GUEST\n",
      "FATHER\n",
      "BRIDE\n",
      "S\n",
      "FATHER\n",
      "GUEST\n",
      "FATHER\n",
      "I\n",
      "I\n",
      "LAUNCELOT\n",
      "GUEST\n",
      "GUESTS\n",
      "CONCORDE\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "HERBERT\n",
      "I\n",
      "FATHER\n",
      "GUESTS\n",
      "FATHER\n",
      "GUESTS\n",
      "FATHER\n",
      "GUESTS\n",
      "FATHER\n",
      "GUESTS\n",
      "FATHER\n",
      "GUESTS\n",
      "CONCORDE\n",
      "GUESTS\n",
      "CONCORDE\n",
      "GUESTS\n",
      "LAUNCELOT\n",
      "GUESTS\n",
      "LAUNCELOT\n",
      "I\n",
      "GUESTS\n",
      "CONCORDE\n",
      "LAUNCELOT\n",
      "GUESTS\n",
      "LAUNCELOT\n",
      "GUESTS\n",
      "LAUNCELOT\n",
      "SCENE\n",
      "ARTHUR\n",
      "OLD\n",
      "CRONE\n",
      "ARTHUR\n",
      "CRONE\n",
      "ARTHUR\n",
      "I\n",
      "CRONE\n",
      "ARTHUR\n",
      "CRONE\n",
      "ARTHUR\n",
      "CRONE\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "CRONE\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "CRONE\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ROGER\n",
      "THE\n",
      "SHRUBBER\n",
      "ARTHUR\n",
      "ROGER\n",
      "ARTHUR\n",
      "ROGER\n",
      "I\n",
      "I\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "SCENE\n",
      "ARTHUR\n",
      "O\n",
      "HEAD\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "RANDOM\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "O\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "RANDOM\n",
      "HEAD\n",
      "KNIGHT\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "A\n",
      "A\n",
      "A\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "I\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "BEDEVERE\n",
      "MINSTREL\n",
      "ARTHUR\n",
      "ROBIN\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "MINSTREL\n",
      "ROBIN\n",
      "HEAD\n",
      "KNIGHT\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "ROBIN\n",
      "I\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "ROBIN\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "HEAD\n",
      "KNIGHT\n",
      "ARTHUR\n",
      "HEAD\n",
      "KNIGHT\n",
      "I\n",
      "I\n",
      "I\n",
      "KNIGHTS\n",
      "OF\n",
      "NI\n",
      "NARRATOR\n",
      "KNIGHTS\n",
      "NARRATOR\n",
      "MINSTREL\n",
      "NARRATOR\n",
      "KNIGHTS\n",
      "NARRATOR\n",
      "A\n",
      "CARTOON\n",
      "CHARACTER\n",
      "NARRATOR\n",
      "CARTOON\n",
      "CHARACTER\n",
      "NARRATOR\n",
      "CARTOON\n",
      "CHARACTER\n",
      "NARRATOR\n",
      "CARTOON\n",
      "CHARACTER\n",
      "NARRATOR\n",
      "CARTOON\n",
      "CHARACTER\n",
      "NARRATOR\n",
      "SCENE\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "TIM\n",
      "THE\n",
      "ENCHANTER\n",
      "I\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "I\n",
      "ARTHUR\n",
      "O\n",
      "TIM\n",
      "ROBIN\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "GALAHAD\n",
      "ROBIN\n",
      "BEDEVERE\n",
      "ROBIN\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "I\n",
      "I\n",
      "TIM\n",
      "A\n",
      "ARTHUR\n",
      "A\n",
      "TIM\n",
      "A\n",
      "ARTHUR\n",
      "I\n",
      "ROBIN\n",
      "Y\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "KNIGHTS\n",
      "TIM\n",
      "ROBIN\n",
      "ARTHUR\n",
      "ROBIN\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "ROBIN\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "TIM\n",
      "I\n",
      "KNIGHTS\n",
      "TIM\n",
      "ARTHUR\n",
      "O\n",
      "TIM\n",
      "ARTHUR\n",
      "SCENE\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "W\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "ROBIN\n",
      "I\n",
      "I\n",
      "TIM\n",
      "GALAHAD\n",
      "TIM\n",
      "GALAHAD\n",
      "ROBIN\n",
      "TIM\n",
      "I\n",
      "ROBIN\n",
      "TIM\n",
      "ARTHUR\n",
      "BORS\n",
      "TIM\n",
      "BORS\n",
      "ARTHUR\n",
      "TIM\n",
      "I\n",
      "ROBIN\n",
      "I\n",
      "TIM\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "TIM\n",
      "ARTHUR\n",
      "TIM\n",
      "KNIGHTS\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "TIM\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "ROBIN\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "MONKS\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "I\n",
      "ARTHUR\n",
      "BROTHER\n",
      "MAYNARD\n",
      "SECOND\n",
      "BROTHER\n",
      "O\n",
      "MAYNARD\n",
      "SECOND\n",
      "BROTHER\n",
      "MAYNARD\n",
      "KNIGHTS\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "SCENE\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "MAYNARD\n",
      "GALAHAD\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "MAYNARD\n",
      "ARTHUR\n",
      "MAYNARD\n",
      "BEDEVERE\n",
      "MAYNARD\n",
      "LAUNCELOT\n",
      "MAYNARD\n",
      "ARTHUR\n",
      "MAYNARD\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "MAYNARD\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "GALAHAD\n",
      "BEDEVERE\n",
      "I\n",
      "LAUNCELOT\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "KNIGHTS\n",
      "BEDEVERE\n",
      "LAUNCELOT\n",
      "BEDEVERE\n",
      "N\n",
      "LAUNCELOT\n",
      "BEDEVERE\n",
      "I\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "MAYNARD\n",
      "BROTHER\n",
      "MAYNARD\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "KNIGHTS\n",
      "BEDEVERE\n",
      "KNIGHTS\n",
      "NARRATOR\n",
      "ANIMATOR\n",
      "NARRATOR\n",
      "SCENE\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "ROBIN\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "ROBIN\n",
      "ARTHUR\n",
      "ROBIN\n",
      "I\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "ROBIN\n",
      "ARTHUR\n",
      "ROBIN\n",
      "I\n",
      "LAUNCELOT\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "GALAHAD\n",
      "ARTHUR\n",
      "LAUNCELOT\n",
      "I\n",
      "ARTHUR\n",
      "BRIDGEKEEPER\n",
      "LAUNCELOT\n",
      "I\n",
      "BRIDGEKEEPER\n",
      "LAUNCELOT\n",
      "BRIDGEKEEPER\n",
      "LAUNCELOT\n",
      "BRIDGEKEEPER\n",
      "LAUNCELOT\n",
      "BRIDGEKEEPER\n",
      "LAUNCELOT\n",
      "ROBIN\n",
      "BRIDGEKEEPER\n",
      "ROBIN\n",
      "I\n",
      "BRIDGEKEEPER\n",
      "ROBIN\n",
      "BRIDGEKEEPER\n",
      "ROBIN\n",
      "BRIDGEKEEPER\n",
      "ROBIN\n",
      "I\n",
      "BRIDGEKEEPER\n",
      "GALAHAD\n",
      "BRIDGEKEEPER\n",
      "GALAHAD\n",
      "I\n",
      "BRIDGEKEEPER\n",
      "GALAHAD\n",
      "BRIDGEKEEPER\n",
      "ARTHUR\n",
      "BRIDGEKEEPER\n",
      "ARTHUR\n",
      "BRIDGEKEEPER\n",
      "ARTHUR\n",
      "BRIDGEKEEPER\n",
      "I\n",
      "I\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "SCENE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "I\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "I\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "I\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARDS\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARD\n",
      "FRENCH\n",
      "GUARDS\n",
      "ARTHUR\n",
      "BEDEVERE\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARDS\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARDS\n",
      "ARTHUR\n",
      "FRENCH\n",
      "GUARDS\n",
      "ARTHUR\n",
      "ARMY\n",
      "OF\n",
      "KNIGHTS\n",
      "HISTORIAN\n",
      "S\n",
      "WIFE\n",
      "I\n",
      "INSPECTOR\n",
      "OFFICER\n",
      "HISTORIAN\n",
      "S\n",
      "WIFE\n",
      "OFFICER\n",
      "INSPECTOR\n",
      "OFFICER\n",
      "BEDEVERE\n",
      "INSPECTOR\n",
      "OFFICER\n",
      "INSPECTOR\n",
      "OFFICER\n",
      "OFFICER\n",
      "RANDOM\n",
      "RANDOM\n",
      "OFFICER\n",
      "OFFICER\n",
      "OFFICER\n",
      "OFFICER\n",
      "INSPECTOR\n",
      "OFFICER\n",
      "CAMERAMAN\n"
     ]
    }
   ],
   "source": [
    "capital = [i for i in text6 if i.isupper()]           \n",
    "for i in capital:                                      \n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92c9d529",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import state_union\n",
    "import pandas as pd\n",
    "%matplotlib inline  \n",
    "df = []\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "43fe42dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/k4/wkqky_6d4sj6rk848_7hc66h0000gr/T/ipykernel_56414/3670109074.py:6: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df.append([year, num_men, num_women, num_people])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    year  num_men  num_women  num_people\n",
      "0   1945        2          2          10\n",
      "1   1946       12          7          49\n",
      "2   1947        7          2          12\n",
      "3   1948        5          1          22\n",
      "4   1949        2          1          15\n",
      "..   ...      ...        ...         ...\n",
      "60  2002        3          6          14\n",
      "61  2003        6          4          33\n",
      "62  2004        7          8          21\n",
      "63  2005        8         11          18\n",
      "64  2006        7          7          22\n",
      "\n",
      "[65 rows x 4 columns]\n"
     ]
    }
   ],
   "source": [
    "for fileid in state_union.fileids():\n",
    "    num_men = len([w for w in state_union.words(fileid) if w.upper()=='men'])\n",
    "    num_women = len([w for w in state_union.words(fileid) if w.upper()=='women'])\n",
    "    num_people = len([w for w in state_union.words(fileid) if w.upper()=='people'])\n",
    "    year = int(fileid[:4])\n",
    "    df.append([year, num_men, num_women, num_people])\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9eec9def",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   year  num_men  num_women  num_people\n",
      "0  1945        2          2          10\n",
      "1  1946       12          7          49\n",
      "2  1947        7          2          12\n",
      "3  1948        5          1          22\n",
      "4  1949        2          1          15\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df = pd.DataFrame(df, columns=('year', 'num_men', 'num_women', 'num_people'))\n",
    "print(df.head())\n",
    "df.plot(x='year', y=['num_men', 'num_women', 'num_people'],figsize=(12,8),grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "024c96a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Samples', ylabel='Counts'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "cfd = nltk.ConditionalFreqDist((target,fileid[:4])\n",
    "      for fileid in state_union.fileids() \n",
    "      for w in state_union.words(fileid) \n",
    "      for target in  ['men','women', 'people'] if w.lower().startswith(target))\n",
    "cfd.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e37f4c7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}