RWETFinal_Tests_5.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import annoy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import en_core_web_md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from simpleneighbors import SimpleNeighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import markovify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tracery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tracery.modifiers import base_english"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pronouncing as pr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en_core_web_md')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = open(\"tongues_1.txt\").read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "nouns = [item.text for item in doc if item.tag_ == 'NN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "verbs = [item.text for item in doc if item.tag_ == 'VBD']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "prnouns = [item.text for item in doc if item.tag_ == 'PRP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "adjs = [item.text for item in doc if item.tag_ == 'JJ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['voice',\n",
       " 'voice',\n",
       " 'place',\n",
       " 'voice',\n",
       " 'childhood',\n",
       " 'college',\n",
       " 'taste',\n",
       " 'port',\n",
       " 'fact',\n",
       " 'case',\n",
       " 'climbing',\n",
       " 'time',\n",
       " 'voice',\n",
       " 'voice',\n",
       " 'person',\n",
       " 'lesson',\n",
       " 'example',\n",
       " 'class',\n",
       " 'way',\n",
       " 'cowardice',\n",
       " 'eagerness',\n",
       " 'swap',\n",
       " 'voice',\n",
       " 'childhood',\n",
       " 'story',\n",
       " 'synthesis',\n",
       " 'district',\n",
       " 'way',\n",
       " 'way',\n",
       " 'kind',\n",
       " 'knowledge',\n",
       " 'kind',\n",
       " 'while',\n",
       " 'home',\n",
       " 'voice',\n",
       " 'voice',\n",
       " 'college',\n",
       " 'vice',\n",
       " 'sort',\n",
       " 'wonder',\n",
       " 'flexibility',\n",
       " 'thing',\n",
       " 'flexibility',\n",
       " 'something',\n",
       " 'work',\n",
       " 'voice',\n",
       " 'one',\n",
       " 'world',\n",
       " 'work',\n",
       " 'class',\n",
       " 'sea',\n",
       " 'pond',\n",
       " 'world',\n",
       " 'puddle',\n",
       " 'voice',\n",
       " 'way',\n",
       " 'garment',\n",
       " 'college',\n",
       " 'gown',\n",
       " 'voice',\n",
       " 'mouth',\n",
       " 'part',\n",
       " 'culture',\n",
       " 'preface',\n",
       " 'play',\n",
       " 'tongue',\n",
       " 'Voice',\n",
       " 'adaptation',\n",
       " 'sin',\n",
       " 'Monitoring',\n",
       " 'pastime',\n",
       " 'sex',\n",
       " 'libel',\n",
       " 'sell',\n",
       " 'out',\n",
       " 'style',\n",
       " 'something',\n",
       " 'parmigiano',\n",
       " 'parmesan”—you’re',\n",
       " 'fraud',\n",
       " 'class',\n",
       " 'scale',\n",
       " 'Cockney',\n",
       " '”',\n",
       " 'tar',\n",
       " 'feathering',\n",
       " 'way',\n",
       " 'act',\n",
       " 'class',\n",
       " 'betrayal',\n",
       " 'way',\n",
       " 'accent',\n",
       " 'voice',\n",
       " 'duplicity',\n",
       " 'loss',\n",
       " 'voice',\n",
       " 'dimension',\n",
       " 'dictum',\n",
       " 'self',\n",
       " 'wisdom',\n",
       " 'air',\n",
       " 'dilemma',\n",
       " 'voice',\n",
       " 'flower',\n",
       " 'gutter',\n",
       " 'drawing',\n",
       " 'room',\n",
       " 'patron',\n",
       " 'saint',\n",
       " 'inspection',\n",
       " 'thing',\n",
       " 'parrot',\n",
       " 'cry',\n",
       " 'art',\n",
       " 'contention',\n",
       " 'art',\n",
       " 'anything',\n",
       " 'tale',\n",
       " 'girl',\n",
       " 'voice',\n",
       " 'self',\n",
       " 'taxi',\n",
       " 'compliment',\n",
       " 'mistake',\n",
       " 'lady',\n",
       " 'flower',\n",
       " 'shop',\n",
       " 'stead',\n",
       " 'selling',\n",
       " 'corner',\n",
       " 'night',\n",
       " 'girl',\n",
       " 'way',\n",
       " 'use',\n",
       " 'child',\n",
       " 'country',\n",
       " 'language',\n",
       " 'child',\n",
       " 'country',\n",
       " 'language',\n",
       " 'nothing',\n",
       " 'end',\n",
       " 'experiment',\n",
       " 'thing',\n",
       " 'flower',\n",
       " 'girl',\n",
       " 'lady',\n",
       " 'voice',\n",
       " 'price',\n",
       " 'everything',\n",
       " 'everything',\n",
       " 'father',\n",
       " 'doom',\n",
       " 'year',\n",
       " 'man',\n",
       " 'condition',\n",
       " 'lecture',\n",
       " 'year',\n",
       " 'burden',\n",
       " 'dustman',\n",
       " 'embrace',\n",
       " 'class',\n",
       " 'morality',\n",
       " 'time',\n",
       " 'curtain',\n",
       " 'middle',\n",
       " 'place',\n",
       " 'emphasis',\n",
       " 'horror',\n",
       " 'spot',\n",
       " 'dread',\n",
       " 'place',\n",
       " 'specter',\n",
       " 'mulatto',\n",
       " 'plight',\n",
       " 'transsexual',\n",
       " 'anxiety',\n",
       " 'concern',\n",
       " 'immigrant',\n",
       " 'split',\n",
       " 'Something',\n",
       " 'voice',\n",
       " 'moral',\n",
       " 'story',\n",
       " 'fact',\n",
       " 'play',\n",
       " 'orchestra',\n",
       " 'shade',\n",
       " 'color',\n",
       " 'tone',\n",
       " 'handedness',\n",
       " 'class',\n",
       " 'gentility',\n",
       " 'imprecision',\n",
       " 'bit',\n",
       " 'Cockney',\n",
       " 'way',\n",
       " 'ear',\n",
       " 'language',\n",
       " 'possession',\n",
       " 'gift',\n",
       " 'sensation',\n",
       " 'story',\n",
       " 'version',\n",
       " 'president',\n",
       " 'ear',\n",
       " 'president',\n",
       " 'facility',\n",
       " 'dialogue',\n",
       " 'use',\n",
       " 'cast',\n",
       " 'bit',\n",
       " 'influence',\n",
       " 'novel',\n",
       " 'male',\n",
       " 'lady',\n",
       " 'woman',\n",
       " 'security',\n",
       " 'bank',\n",
       " 'man',\n",
       " 'starry',\n",
       " 'night',\n",
       " 'safari',\n",
       " 'Way',\n",
       " 'president',\n",
       " 'talent',\n",
       " 'president',\n",
       " 'scene',\n",
       " 'novel',\n",
       " 'Man',\n",
       " 'bullshit',\n",
       " 'time',\n",
       " '…',\n",
       " 'time',\n",
       " 'shoot',\n",
       " 'disease',\n",
       " 'something',\n",
       " 'butt',\n",
       " 'training',\n",
       " 'bitch',\n",
       " 'nigger',\n",
       " 'girl',\n",
       " 'racist',\n",
       " 'voice',\n",
       " 'girl',\n",
       " 'racist',\n",
       " '”',\n",
       " 'dogma',\n",
       " 'time',\n",
       " '”',\n",
       " 'sense',\n",
       " 'humor',\n",
       " 'butt',\n",
       " 'voice',\n",
       " 'leap',\n",
       " 'experience',\n",
       " 'tale',\n",
       " 'tragedy',\n",
       " 'voice',\n",
       " 'expense',\n",
       " 'one',\n",
       " 'tale',\n",
       " 'addition',\n",
       " 'story',\n",
       " 'man',\n",
       " 'man',\n",
       " 'voice',\n",
       " 'ear',\n",
       " 'burden',\n",
       " 'burden',\n",
       " 'gift',\n",
       " 'gift',\n",
       " 'kind',\n",
       " 'publishing',\n",
       " 'house',\n",
       " 'title',\n",
       " 'suggestion',\n",
       " 'inheritance',\n",
       " 'son',\n",
       " 'title',\n",
       " 'book',\n",
       " 'kind',\n",
       " 'inheritance',\n",
       " 'case',\n",
       " 'soldier',\n",
       " 'soldier',\n",
       " 'book',\n",
       " 'misperception',\n",
       " 'chapter',\n",
       " 'failure',\n",
       " 'parents’',\n",
       " 'relationship',\n",
       " 'son',\n",
       " 'end',\n",
       " 'dream',\n",
       " 'spell',\n",
       " 'place',\n",
       " 'dream',\n",
       " 'space',\n",
       " 'father',\n",
       " 'mother',\n",
       " 'thing',\n",
       " 'dream',\n",
       " 'Man',\n",
       " 'transformation',\n",
       " 'voice',\n",
       " 'manipulation',\n",
       " 'sui',\n",
       " 'accent',\n",
       " 'west',\n",
       " 'country',\n",
       " 'product',\n",
       " 'dream',\n",
       " 'quality',\n",
       " 'self',\n",
       " 'man',\n",
       " 'Everyone',\n",
       " 'thought',\n",
       " 'name',\n",
       " 'multitude',\n",
       " 'Everyone',\n",
       " 'place',\n",
       " 'self',\n",
       " 'illusion',\n",
       " 'multiplicity',\n",
       " 'face',\n",
       " 'manner',\n",
       " 'DNA',\n",
       " 'hair',\n",
       " 'beige',\n",
       " 'skin',\n",
       " 'anyone',\n",
       " 'everything',\n",
       " 'everything',\n",
       " 'choice',\n",
       " 'mother',\n",
       " 'father',\n",
       " 'set',\n",
       " 'kind',\n",
       " 'town',\n",
       " 'man',\n",
       " 'I',\n",
       " 'I',\n",
       " 'phoneme',\n",
       " 'multiplicity',\n",
       " 'experience',\n",
       " 'pronoun',\n",
       " 'campaign',\n",
       " 'I.',\n",
       " '”',\n",
       " 'singularity',\n",
       " 'audacity',\n",
       " 'wire',\n",
       " 'strategy',\n",
       " 'invocation',\n",
       " 'messiness',\n",
       " 'imprecision',\n",
       " 'nature',\n",
       " 'place',\n",
       " 'time',\n",
       " 'street',\n",
       " 'hustler',\n",
       " 'senator',\n",
       " 'kind',\n",
       " 'place',\n",
       " 'synthesis',\n",
       " 'potato',\n",
       " 'pie',\n",
       " 'sensibility',\n",
       " 'speech',\n",
       " 'line',\n",
       " 'church',\n",
       " 'home',\n",
       " 'kitchen',\n",
       " 'table',\n",
       " 'balance',\n",
       " 'guard',\n",
       " 'construction',\n",
       " 'president',\n",
       " 'something',\n",
       " 'kind',\n",
       " 'mind',\n",
       " 'mask',\n",
       " 'moment',\n",
       " 'crowd',\n",
       " 'radio',\n",
       " 'mask',\n",
       " 'fear',\n",
       " 'doubling',\n",
       " 'thing',\n",
       " 'essence',\n",
       " 'fear',\n",
       " 'campaign',\n",
       " 'capitalist',\n",
       " 'wealth',\n",
       " 'anxiety',\n",
       " 'voice',\n",
       " 'guy',\n",
       " 'potato',\n",
       " 'pie',\n",
       " 'religion',\n",
       " 'church',\n",
       " 'congregation',\n",
       " 'epidemic',\n",
       " 'betrayal',\n",
       " 'sense',\n",
       " 'dealer',\n",
       " 'someone',\n",
       " 'speech',\n",
       " 'audience',\n",
       " 'gaffe',\n",
       " 'violence',\n",
       " 'heart',\n",
       " 'conflict',\n",
       " 'community',\n",
       " 'public',\n",
       " 'point',\n",
       " 'honor',\n",
       " 'generation',\n",
       " 'criticism',\n",
       " 'analysis',\n",
       " 'community',\n",
       " 'context',\n",
       " 'empathy',\n",
       " 'understanding',\n",
       " 'politician',\n",
       " 'community',\n",
       " 'criticism',\n",
       " 'half',\n",
       " 'parent',\n",
       " 'business',\n",
       " 'business',\n",
       " 'family',\n",
       " 'linen',\n",
       " 'public',\n",
       " 'overheard',\n",
       " 'gaffe',\n",
       " 'rule',\n",
       " 'way',\n",
       " 'life',\n",
       " 'politician',\n",
       " 'community',\n",
       " 'danger',\n",
       " 'world',\n",
       " 'world',\n",
       " 'allegiance',\n",
       " 'truth',\n",
       " 'step',\n",
       " 'world',\n",
       " 'son',\n",
       " 'rhetoric',\n",
       " 'anger',\n",
       " 'distrust',\n",
       " 'struggle',\n",
       " 'idea',\n",
       " 'allegiance',\n",
       " 'truth',\n",
       " 'sign',\n",
       " 'authenticity',\n",
       " 'deformation',\n",
       " 'wire',\n",
       " 'generation',\n",
       " 'man',\n",
       " 'flexibility',\n",
       " 'ease',\n",
       " 'man',\n",
       " 'man',\n",
       " 'voice',\n",
       " 'time',\n",
       " 'movement',\n",
       " 'voice',\n",
       " 'risk',\n",
       " 'public',\n",
       " 'answer',\n",
       " 'man',\n",
       " 'voice',\n",
       " 'context',\n",
       " 'business',\n",
       " 'half',\n",
       " 'memoir',\n",
       " 'care',\n",
       " 'girl',\n",
       " 'figure',\n",
       " 'college',\n",
       " 'part',\n",
       " 'part',\n",
       " 'part',\n",
       " 'everything',\n",
       " 'voice',\n",
       " 'pat',\n",
       " 'mouth',\n",
       " 'bogeyman',\n",
       " 'life',\n",
       " 'mulatto',\n",
       " 'heritage',\n",
       " 'fear',\n",
       " 'box',\n",
       " '”',\n",
       " 'box',\n",
       " '”',\n",
       " 'questionnaire',\n",
       " 'writer',\n",
       " 'anyone',\n",
       " 'president',\n",
       " 'heart',\n",
       " 'equivocation',\n",
       " 'consciousness',\n",
       " 'time',\n",
       " 'side',\n",
       " 'person',\n",
       " 'heritage',\n",
       " 'shame',\n",
       " 'singular',\n",
       " 'heritage',\n",
       " 'black',\n",
       " 'mulatto',\n",
       " 'pride',\n",
       " 'shame',\n",
       " 'life',\n",
       " 'pride',\n",
       " 'shame',\n",
       " 'part',\n",
       " 'discourse',\n",
       " 'father',\n",
       " 'sympathy',\n",
       " 'narrative',\n",
       " 'being',\n",
       " 'demon',\n",
       " 'page',\n",
       " 'everyone',\n",
       " 'feeling',\n",
       " 'college',\n",
       " 'world',\n",
       " 'talk',\n",
       " 'voice',\n",
       " 'concept',\n",
       " 'voice',\n",
       " 'one',\n",
       " 'community',\n",
       " 'injunction',\n",
       " 'intention',\n",
       " 'unification',\n",
       " 'concept',\n",
       " 'order',\n",
       " 'instruction',\n",
       " 'sort',\n",
       " 'prison',\n",
       " 'cell',\n",
       " 'fact',\n",
       " 'fact',\n",
       " 'imperative',\n",
       " 'quality',\n",
       " 'person',\n",
       " 'danger',\n",
       " 'anything',\n",
       " 'loss',\n",
       " 'one',\n",
       " 'Blackness',\n",
       " 'variety',\n",
       " 'fondness',\n",
       " 'opera',\n",
       " 'girlfriend',\n",
       " 'interest',\n",
       " 'golf',\n",
       " 'course',\n",
       " 'change',\n",
       " 'voice',\n",
       " 'school',\n",
       " 'thought',\n",
       " 'voice',\n",
       " 'heart',\n",
       " 'thing',\n",
       " 'Blackness',\n",
       " 'world',\n",
       " 'reality',\n",
       " 'race',\n",
       " 'reality',\n",
       " 'computer',\n",
       " 'ballet',\n",
       " 'truck',\n",
       " 'hymn',\n",
       " 'sheet',\n",
       " 'point',\n",
       " 'history',\n",
       " 'way',\n",
       " 'order',\n",
       " 'thing',\n",
       " 'mind',\n",
       " 'voice',\n",
       " 'thought',\n",
       " 'experiment',\n",
       " 'practice',\n",
       " 'record',\n",
       " 'message',\n",
       " 'voice',\n",
       " 'sensibility',\n",
       " 'apogee',\n",
       " 'course',\n",
       " 'wordplay',\n",
       " 'lack',\n",
       " 'allegiance',\n",
       " 'thing',\n",
       " 'biography',\n",
       " 'convenience',\n",
       " 'affiliation',\n",
       " 'example',\n",
       " 'man',\n",
       " 'religion',\n",
       " 'truth',\n",
       " 'middle',\n",
       " 'culture',\n",
       " 'war',\n",
       " 'absurdity',\n",
       " 'sense',\n",
       " 'contingency',\n",
       " 'war',\n",
       " 'father',\n",
       " 'officer',\n",
       " 'repainting',\n",
       " 'destruction',\n",
       " 'rood',\n",
       " 'loft',\n",
       " 'altar',\n",
       " 'home',\n",
       " 'profession',\n",
       " 'allegiance',\n",
       " 'faith',\n",
       " 'experience',\n",
       " 'father',\n",
       " 'thing',\n",
       " 'kind',\n",
       " 'equivocator',\n",
       " 'corner',\n",
       " 'time',\n",
       " 'country',\n",
       " 'dogma',\n",
       " 'year',\n",
       " 'distance',\n",
       " 'one',\n",
       " 'president',\n",
       " 'belief',\n",
       " 'existence',\n",
       " 'principle',\n",
       " 'exceptionalism',\n",
       " 'artist',\n",
       " 'outlet',\n",
       " 'father',\n",
       " 'theater',\n",
       " 'art',\n",
       " 'medium',\n",
       " 'example',\n",
       " 'woman',\n",
       " 'man',\n",
       " 'believer',\n",
       " 'heretic',\n",
       " 'atmosphere',\n",
       " 'equivocation',\n",
       " 'freedom',\n",
       " 'freedom',\n",
       " 'identity',\n",
       " 'diminishment',\n",
       " 'multiplicity',\n",
       " 'glass',\n",
       " 'attempt',\n",
       " 'quality',\n",
       " 'name',\n",
       " 'quality',\n",
       " 'man',\n",
       " 'fact',\n",
       " 'reason',\n",
       " 'heroism',\n",
       " 'heroism',\n",
       " 'self',\n",
       " 'embrace',\n",
       " 'idea',\n",
       " 'institution',\n",
       " 'thrust',\n",
       " 'age',\n",
       " 'capability',\n",
       " 'root',\n",
       " 'terror',\n",
       " 'rood',\n",
       " 'praise',\n",
       " 'preference',\n",
       " 'prayer',\n",
       " 'vice',\n",
       " 'certainty',\n",
       " 'response',\n",
       " 'thing',\n",
       " 'mass',\n",
       " 'truth',\n",
       " 'glass',\n",
       " 'capability',\n",
       " '”',\n",
       " 'antidote',\n",
       " 'heroism',\n",
       " 'heroism',\n",
       " 'everything',\n",
       " 'balance',\n",
       " 'name',\n",
       " 'trimmer',\n",
       " 'politician',\n",
       " 'ground',\n",
       " 'man',\n",
       " 'trimmer',\n",
       " 'ideology',\n",
       " 'century',\n",
       " 'historian',\n",
       " 'attention',\n",
       " 'statesman',\n",
       " 'trimmer',\n",
       " 'title',\n",
       " 'honour',\n",
       " 'vivacity',\n",
       " 'dignity',\n",
       " 'appellation',\n",
       " 'Everything',\n",
       " 'zone',\n",
       " 'climate',\n",
       " 'climate',\n",
       " 'madness',\n",
       " 'lethargy',\n",
       " 'constitution',\n",
       " 'despotism',\n",
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       " 'I',\n",
       " 'I',\n",
       " 'I',\n",
       " 'I',\n",
       " 'I',\n",
       " 'It',\n",
       " 'it',\n",
       " 'them',\n",
       " 'us',\n",
       " 'It',\n",
       " 'It',\n",
       " 'it',\n",
       " 'I',\n",
       " 'I',\n",
       " 'they',\n",
       " 'It',\n",
       " 'I',\n",
       " 'it',\n",
       " 'I',\n",
       " 'he',\n",
       " 'we',\n",
       " 'us',\n",
       " 'He',\n",
       " 'you',\n",
       " 'I',\n",
       " 'I',\n",
       " 'it',\n",
       " 'I',\n",
       " 'I',\n",
       " 'It',\n",
       " 'I',\n",
       " 'it',\n",
       " 'you',\n",
       " 'you',\n",
       " 'You',\n",
       " 'it',\n",
       " 'I',\n",
       " 'it',\n",
       " 'I',\n",
       " 'I',\n",
       " 'It',\n",
       " 'I',\n",
       " 'I',\n",
       " 'he',\n",
       " 'himself',\n",
       " 'he',\n",
       " 'you',\n",
       " 'it',\n",
       " 'We',\n",
       " 'him',\n",
       " 'I',\n",
       " 'It',\n",
       " 'I',\n",
       " 'He']"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prnouns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['English',\n",
       " 'rounded',\n",
       " 'right',\n",
       " 'unabridged',\n",
       " 'bald',\n",
       " 'social',\n",
       " 'firm',\n",
       " 'useful',\n",
       " 'same',\n",
       " 'other',\n",
       " 'constitutional',\n",
       " 'straight',\n",
       " 'own',\n",
       " 'disparate',\n",
       " 'new',\n",
       " 'old',\n",
       " 'new',\n",
       " 'different',\n",
       " 'old',\n",
       " 'old',\n",
       " 'alive',\n",
       " 'double',\n",
       " 'single',\n",
       " 'big',\n",
       " 'colorful',\n",
       " 'posher',\n",
       " 'univocal',\n",
       " 'literary',\n",
       " 'exotic',\n",
       " 'only',\n",
       " 'alive',\n",
       " 'many',\n",
       " 'native',\n",
       " 'new',\n",
       " 'Few',\n",
       " 'original',\n",
       " 'British',\n",
       " 'such',\n",
       " 'national',\n",
       " 'popular',\n",
       " 'European',\n",
       " 'original',\n",
       " 'innocent',\n",
       " '“',\n",
       " 'British',\n",
       " 'mockney',\n",
       " 'public',\n",
       " 'other',\n",
       " 'unforgivable',\n",
       " 'unchanging',\n",
       " 'singular',\n",
       " 'different',\n",
       " 'different',\n",
       " 'faced',\n",
       " 'very',\n",
       " 'tragic',\n",
       " '“',\n",
       " 'own',\n",
       " 'true',\n",
       " 'hot',\n",
       " 'middling',\n",
       " 'posh',\n",
       " 'redolent',\n",
       " 'tragically',\n",
       " 'worthy',\n",
       " 'first',\n",
       " 'didactic',\n",
       " 'didactic',\n",
       " 'determined',\n",
       " 'unambiguous',\n",
       " 'saucy',\n",
       " 'proud',\n",
       " 'good',\n",
       " 'genteel',\n",
       " 'Last',\n",
       " 'old',\n",
       " 'foreign',\n",
       " 'few',\n",
       " 'own',\n",
       " 'own',\n",
       " 'awkward',\n",
       " 'steep',\n",
       " 'afterthought',\n",
       " 'philosophical',\n",
       " 'close',\n",
       " 'unwanted',\n",
       " '“',\n",
       " 'middle',\n",
       " 'comi',\n",
       " 'tragic',\n",
       " 'tragic',\n",
       " 'persistent',\n",
       " 'middling',\n",
       " 'interim',\n",
       " 'tragic',\n",
       " 'present',\n",
       " 'genteel',\n",
       " 'contemporary',\n",
       " 'sure',\n",
       " 'other',\n",
       " 'double',\n",
       " 'singular',\n",
       " 'apparent',\n",
       " 'didactic',\n",
       " 'undercut',\n",
       " 'many',\n",
       " 'high',\n",
       " 'equal',\n",
       " 'middle',\n",
       " 'kindhearted',\n",
       " 'aristocratic',\n",
       " 'convincing',\n",
       " 'Nietzschean',\n",
       " 'wonderful',\n",
       " 'able',\n",
       " 'many',\n",
       " 'English',\n",
       " 'strange',\n",
       " 'melancholy',\n",
       " 'hopeful',\n",
       " 'new',\n",
       " 'bad',\n",
       " 'new',\n",
       " 'enviable',\n",
       " 'good',\n",
       " 'various',\n",
       " 'obvious',\n",
       " 'own',\n",
       " 'many',\n",
       " 'young',\n",
       " 'Jewish',\n",
       " 'black',\n",
       " 'old',\n",
       " 'white',\n",
       " 'Kenyan',\n",
       " 'white',\n",
       " 'black',\n",
       " 'activist',\n",
       " 'British',\n",
       " 'British',\n",
       " 'Milky',\n",
       " 'new',\n",
       " 'disorienting',\n",
       " 'unused',\n",
       " 'comic',\n",
       " 'last',\n",
       " 'White',\n",
       " 'Asian',\n",
       " 'big',\n",
       " 'own',\n",
       " 'damn',\n",
       " 'obvious',\n",
       " 'cynical',\n",
       " 'impassioned',\n",
       " 'other',\n",
       " 'last',\n",
       " 'big',\n",
       " 'different',\n",
       " 'large',\n",
       " 'own',\n",
       " 'subtler',\n",
       " 'old',\n",
       " 'new',\n",
       " 'false',\n",
       " 'true',\n",
       " 'many',\n",
       " 'voiced',\n",
       " 'moral',\n",
       " 'true',\n",
       " 'plural',\n",
       " 'interesting',\n",
       " 'dull',\n",
       " 'simple',\n",
       " 'linear',\n",
       " 'paternal',\n",
       " 'fine',\n",
       " 'linear',\n",
       " 'masculine',\n",
       " 'wrong',\n",
       " 'lopsided',\n",
       " 'first',\n",
       " 'only',\n",
       " 'different',\n",
       " 'interesting',\n",
       " 'suave',\n",
       " 'strange',\n",
       " 'indefinable',\n",
       " 'heavenly',\n",
       " 'generis',\n",
       " 'posh',\n",
       " 'American',\n",
       " 'collective',\n",
       " 'hard',\n",
       " 'hard',\n",
       " 'strange',\n",
       " 'reflective',\n",
       " 'typical',\n",
       " 'hard',\n",
       " 'same',\n",
       " 'own',\n",
       " 'hopeful',\n",
       " 'many',\n",
       " 'unified',\n",
       " 'singular',\n",
       " 'I.',\n",
       " 'personal',\n",
       " 'thematic',\n",
       " 'various',\n",
       " 'black',\n",
       " 'white',\n",
       " 'wise',\n",
       " '“',\n",
       " 'straight',\n",
       " 'singular',\n",
       " 'true',\n",
       " 'collective',\n",
       " 'careful',\n",
       " 'wary',\n",
       " '“',\n",
       " 'messy',\n",
       " 'multiple',\n",
       " 'high',\n",
       " 'collective',\n",
       " 'human',\n",
       " 'exotic',\n",
       " 'un',\n",
       " 'American',\n",
       " 'same',\n",
       " 'crazy',\n",
       " 'many',\n",
       " 'many',\n",
       " 'daily',\n",
       " 'disparate',\n",
       " 'strange',\n",
       " 'sweet',\n",
       " 'awesome',\n",
       " 'blue',\n",
       " 'federal',\n",
       " 'red',\n",
       " 'perfect',\n",
       " 'accidental',\n",
       " 'little',\n",
       " 'black',\n",
       " 'stupid',\n",
       " 'hard',\n",
       " 'certain',\n",
       " 'single',\n",
       " 'voiced',\n",
       " 'great',\n",
       " 'sweet',\n",
       " 'black',\n",
       " 'absent',\n",
       " 'black',\n",
       " 'tonal',\n",
       " 'black',\n",
       " 'double',\n",
       " 'able',\n",
       " 'Oedipal',\n",
       " 'poignant',\n",
       " 'generational',\n",
       " 'black',\n",
       " 'private',\n",
       " 'civil',\n",
       " 'negative',\n",
       " 'white',\n",
       " 'real',\n",
       " 'black',\n",
       " 'white',\n",
       " 'true',\n",
       " 'black',\n",
       " 'American',\n",
       " 'single',\n",
       " 'dirty',\n",
       " 'unified',\n",
       " 'own',\n",
       " 'black',\n",
       " 'unwritten',\n",
       " 'black',\n",
       " 'political',\n",
       " 'black',\n",
       " 'white',\n",
       " 'black',\n",
       " 'free',\n",
       " 'such',\n",
       " 'new',\n",
       " 'postracial',\n",
       " 'blind',\n",
       " 'racial',\n",
       " 'factual',\n",
       " 'new',\n",
       " 'postracial',\n",
       " 'own',\n",
       " '“',\n",
       " 'ugly',\n",
       " 'incomprehensible',\n",
       " 'unreasonable',\n",
       " 'bitter',\n",
       " 'bitter',\n",
       " 'subtle',\n",
       " 'complicated',\n",
       " 'cultural',\n",
       " 'second',\n",
       " 'many',\n",
       " 'black',\n",
       " 'suspicious',\n",
       " 'black',\n",
       " 'white',\n",
       " 'such',\n",
       " 'such',\n",
       " 'honest',\n",
       " 'real',\n",
       " 'clear',\n",
       " 'unified',\n",
       " 'genuine',\n",
       " 'real',\n",
       " 'black',\n",
       " 'clear',\n",
       " 'unified',\n",
       " 'varicolored',\n",
       " 'American',\n",
       " 'many',\n",
       " 'voiced',\n",
       " 'many',\n",
       " 'clear',\n",
       " 'unified',\n",
       " 'biracial',\n",
       " 'black',\n",
       " 'white',\n",
       " 'awkward',\n",
       " 'certain',\n",
       " 'black',\n",
       " 'composite',\n",
       " 'Italian',\n",
       " 'French',\n",
       " 'fond',\n",
       " 'black',\n",
       " 'multiracial',\n",
       " 'white',\n",
       " 'black',\n",
       " 'racial',\n",
       " '…',\n",
       " 'own',\n",
       " 'third',\n",
       " 'black',\n",
       " 'tragic',\n",
       " 'keen',\n",
       " 'white',\n",
       " '“',\n",
       " 'biracial',\n",
       " '“',\n",
       " 'black',\n",
       " 'black',\n",
       " 'first',\n",
       " 'black',\n",
       " 'first',\n",
       " 'biracial',\n",
       " 'double',\n",
       " 'black',\n",
       " 'same',\n",
       " 'white',\n",
       " 'cultural',\n",
       " 'other',\n",
       " 'double',\n",
       " 'varied',\n",
       " 'ashamed',\n",
       " 'singular',\n",
       " 'possible',\n",
       " 'tragic',\n",
       " 'conscious',\n",
       " 'proud',\n",
       " 'white',\n",
       " 'ashamed',\n",
       " 'black',\n",
       " 'proud',\n",
       " 'black',\n",
       " 'ashamed',\n",
       " 'white',\n",
       " 'impossible',\n",
       " 'active',\n",
       " 'racial',\n",
       " 'proud',\n",
       " 'female',\n",
       " 'proud',\n",
       " 'human',\n",
       " 'female',\n",
       " 'black',\n",
       " 'white',\n",
       " 'few',\n",
       " 'cold',\n",
       " 'expansive',\n",
       " 'didactic',\n",
       " 'black',\n",
       " 'unified',\n",
       " 'black',\n",
       " 'potent',\n",
       " 'past',\n",
       " 'black',\n",
       " 'impossible',\n",
       " 'real',\n",
       " 'original',\n",
       " 'real',\n",
       " 'narrow',\n",
       " 'real',\n",
       " 'blessed',\n",
       " 'solid',\n",
       " 'genetic',\n",
       " 'flimsy',\n",
       " 'individual',\n",
       " 'black',\n",
       " 'certain',\n",
       " 'impressive',\n",
       " 'white',\n",
       " 'popular',\n",
       " 'very',\n",
       " 'real',\n",
       " 'absurd',\n",
       " 'postracial',\n",
       " 'Black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'black',\n",
       " 'own',\n",
       " 'black',\n",
       " 'human',\n",
       " 'white',\n",
       " 'curious',\n",
       " 'other',\n",
       " 'white',\n",
       " 'worth',\n",
       " 'secret',\n",
       " 'obscure',\n",
       " 'many',\n",
       " 'colored',\n",
       " 'multiple',\n",
       " 'black',\n",
       " 'white',\n",
       " 'male',\n",
       " 'female',\n",
       " 'everyman',\n",
       " 'giant',\n",
       " 'new',\n",
       " 'religious',\n",
       " 'political',\n",
       " 'fierce',\n",
       " 'Catholic',\n",
       " 'Protestant',\n",
       " 'bloody',\n",
       " 'strong',\n",
       " 'cultural',\n",
       " 'civic',\n",
       " 'Protestant',\n",
       " 'medieval',\n",
       " 'own',\n",
       " 'fine',\n",
       " 'secret',\n",
       " '“',\n",
       " 'old',\n",
       " 'strange',\n",
       " 'own',\n",
       " 'public',\n",
       " 'private',\n",
       " 'loyal',\n",
       " 'same',\n",
       " 'black',\n",
       " 'white',\n",
       " 'committed',\n",
       " 'straightforward',\n",
       " 'American',\n",
       " 'many',\n",
       " 'many',\n",
       " 'voiced',\n",
       " 'civic',\n",
       " 'simultaneous',\n",
       " 'true',\n",
       " 'black',\n",
       " 'white',\n",
       " 'Catholic',\n",
       " 'single',\n",
       " 'obvious',\n",
       " 'irreducible',\n",
       " 'different',\n",
       " 'famous',\n",
       " 'capable',\n",
       " 'irritable',\n",
       " 'same',\n",
       " 'many',\n",
       " 'ideological',\n",
       " 'fierce',\n",
       " 'many',\n",
       " 'quasi',\n",
       " 'mystical',\n",
       " 'Romantic',\n",
       " 'negative',\n",
       " 'sociopolitical',\n",
       " 'many',\n",
       " 'wild',\n",
       " 'eyed',\n",
       " 'many',\n",
       " 'many',\n",
       " 'Catholic',\n",
       " 'alive',\n",
       " 'common',\n",
       " 'fierce',\n",
       " 'singular',\n",
       " 'diffuse',\n",
       " 'uncertain',\n",
       " 'contradictory',\n",
       " 'irresolvable',\n",
       " 'negative',\n",
       " 'perfect',\n",
       " '“',\n",
       " 'ideological',\n",
       " 'ideological',\n",
       " 'weak',\n",
       " 'naive',\n",
       " 'insulting',\n",
       " 'such',\n",
       " 'middle',\n",
       " 'nineteenth',\n",
       " 'English',\n",
       " 'great',\n",
       " 'great',\n",
       " 'good',\n",
       " 'temperate',\n",
       " 'Anabaptist',\n",
       " 'English',\n",
       " 'Turkish',\n",
       " 'Polish',\n",
       " 'reasonable',\n",
       " 'Aristotelian',\n",
       " 'attractive',\n",
       " 'fertile',\n",
       " 'subtle',\n",
       " 'capacious',\n",
       " 'polished',\n",
       " 'luminous',\n",
       " 'political',\n",
       " 'literary',\n",
       " 'familiar',\n",
       " 'striking',\n",
       " 'successful',\n",
       " 'many',\n",
       " 'intellectual',\n",
       " 'valuable',\n",
       " 'active',\n",
       " 'many',\n",
       " 'philosophic',\n",
       " 'doleful',\n",
       " 'such',\n",
       " 'intellectual',\n",
       " 'correct',\n",
       " 'little',\n",
       " 'certain',\n",
       " 'philosophic',\n",
       " 'valuable',\n",
       " 'particular',\n",
       " 'proper',\n",
       " 'little',\n",
       " 'developmental',\n",
       " 'first',\n",
       " 'contingent',\n",
       " 'first',\n",
       " 'own',\n",
       " 'first',\n",
       " 'second',\n",
       " 'flexible',\n",
       " 'fixed',\n",
       " 'third',\n",
       " 'native',\n",
       " 'able',\n",
       " 'final',\n",
       " 'certain',\n",
       " 'creative',\n",
       " 'particular',\n",
       " 'little',\n",
       " 'wonderful',\n",
       " 'hard',\n",
       " 'such',\n",
       " 'personal',\n",
       " 'good',\n",
       " 'key',\n",
       " 'own',\n",
       " 'many',\n",
       " 'complicated',\n",
       " 'pure',\n",
       " 'uptight',\n",
       " 'annoying',\n",
       " 'fancy',\n",
       " 'free',\n",
       " 'African',\n",
       " 'red',\n",
       " 'pleated',\n",
       " 'sprained',\n",
       " 'light',\n",
       " 'blonde',\n",
       " 'free',\n",
       " 'only',\n",
       " 'perfect',\n",
       " 'new',\n",
       " 'different',\n",
       " '“',\n",
       " 'possible',\n",
       " 'continual',\n",
       " 'lovely',\n",
       " 'full',\n",
       " 'lovely',\n",
       " 'white',\n",
       " 'liberal',\n",
       " 'happy',\n",
       " 'blue',\n",
       " 'strident',\n",
       " 'German',\n",
       " 'crazy',\n",
       " 'vonderful',\n",
       " 'German',\n",
       " 'beige',\n",
       " 'open',\n",
       " 'uptown',\n",
       " 'crazy',\n",
       " 'lovely',\n",
       " 'lovely',\n",
       " 'ludicrous',\n",
       " 'silly',\n",
       " 'silly',\n",
       " 'posh',\n",
       " 'English',\n",
       " 'crowded',\n",
       " 'black',\n",
       " 'amazing',\n",
       " 'many',\n",
       " 'cultural',\n",
       " 'insidious',\n",
       " 'few',\n",
       " 'Northern',\n",
       " 'Irish',\n",
       " 'half',\n",
       " 'Indian',\n",
       " 'half',\n",
       " 'English',\n",
       " 'initial',\n",
       " 'ominous',\n",
       " 'first',\n",
       " 'typical',\n",
       " 'British',\n",
       " 'only',\n",
       " 'only',\n",
       " 'own',\n",
       " 'screwy',\n",
       " 'audacious',\n",
       " 'afraid',\n",
       " 'such',\n",
       " 'flimsy',\n",
       " 'audacious',\n",
       " 'aware',\n",
       " 'extreme',\n",
       " 'happy',\n",
       " 'own',\n",
       " 'cultural',\n",
       " 'natural',\n",
       " 'suitable',\n",
       " 'general',\n",
       " 'particular',\n",
       " 'audacious',\n",
       " 'lifelong',\n",
       " 'vocal',\n",
       " 'other',\n",
       " 'proper',\n",
       " 'decent',\n",
       " 'human']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello.\n",
      "itself got different altar\n",
      "I possessed clear character\n",
      "they oversaw impressive mother\n",
      "you put tragic art\n",
      "we meant varied novelist\n",
      "we banished personal truth\n",
      "he won interim stage\n",
      "I was postracial disease\n",
      "it set correct voice\n",
      "you was good college\n"
     ]
    }
   ],
   "source": [
    "rules = {\n",
    "        \"origin\": [\"Hello.\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns#\"],\n",
    "        \"prnouns\": prnouns, \n",
    "        \"verbs\": verbs,\n",
    "        \"adjs\": adjs,\n",
    "        \"nouns\": nouns,\n",
    "}\n",
    "grammar = tracery.Grammar(rules)\n",
    "print(grammar.flatten(\"#origin#\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "APPLE #ALLCAPS\n",
    "\n",
    "Apple plum, carpet steak, seed clam, colored wine, calm seen, cold cream, best shake, potato, potato and no no gold work with pet, a green seen is called bake and change sweet is bready, a little piece a little piece please.\n",
    "#adjs#noun#,#adjs#noun#,#adjs#noun#,#adjs#noun#,#adjs#noun#,#adjs#noun#,#adjs#noun#,\n",
    "#prnouns# #verbs# #adjs# #nouns#\n",
    "#prnouns# #verbs# #adjs# #nouns#\n",
    "\n",
    "A little piece please. Cane again to the presupposed and ready eucalyptus tree, count out sherry and ripe plates and little corners of a kind of ham. This is use. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VOICE.\n",
      "\n",
      "many voice,single set,ugly age,didactic anxiety,impassioned delight,own world,Protestant business,you was American idea it had initial life\n"
     ]
    }
   ],
   "source": [
    "rules = {\n",
    "        \"origin\": [\"VOICE.\\n\\n#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#prnouns# #verbs# #adjs# #nouns# #prnouns# #verbs# #adjs# #nouns#\"],\n",
    "        \"prnouns\": prnouns, \n",
    "        \"verbs\": verbs,\n",
    "        \"adjs\": adjs,\n",
    "        \"nouns\": nouns,\n",
    "}\n",
    "grammar = tracery.Grammar(rules)\n",
    "print(grammar.flatten(\"#origin#\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VOICE.\n",
      "\n",
      "fancy empathy,intellectual Patriotism,double party,key corner,European equivocation,liberal addition,audacious choice\n",
      "she picked certain evolution he lived many west.\n",
      "\n",
      "\n",
      "IDENTITY.\n",
      "\n",
      "genuine quality,hard rood,irreducible singular,individual heroism,new face,activist antidote,present community\n",
      "me said melancholy president I had lovely place.\n",
      "\n",
      "\n",
      "COWARDICE.\n",
      "\n",
      "crazy character,American love,own culture,sure version,white family,political force,constitutional father\n",
      "themselves rang proud delight themselves was undercut I.\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rules = {\n",
    "        \"number_1\": [\"VOICE.\\n\\n#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns# #prnouns# #verbs# #adjs# #nouns#.\\n\\n\"],\n",
    "        \"number_2\": [\"IDENTITY.\\n\\n#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns# #prnouns# #verbs# #adjs# #nouns#.\\n\\n\"],\n",
    "        \"number_3\": [\"COWARDICE.\\n\\n#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#,#adjs# #nouns#\\n#prnouns# #verbs# #adjs# #nouns# #prnouns# #verbs# #adjs# #nouns#.\\n\\n\"],\n",
    "        \"prnouns\": prnouns, \n",
    "        \"verbs\": verbs,\n",
    "        \"adjs\": adjs,\n",
    "        \"nouns\": nouns,\n",
    "}\n",
    "grammar = tracery.Grammar(rules)\n",
    "print(grammar.flatten(\"#number_1#\"))\n",
    "print(grammar.flatten(\"#number_2#\"))\n",
    "print(grammar.flatten(\"#number_3#\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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