Jan 28 - File Reading Experiements.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rember our wordcount code\n",
    "you could import it here, but I repeated it to act as a reminder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def wordcount(userwords):\n",
    "\n",
    "    wordlist=userwords.split()\n",
    "\n",
    "    wordcount = dict()\n",
    "    for word in wordlist:\n",
    "        if word in wordcount:\n",
    "            wordcount[word] += 1\n",
    "        else:\n",
    "            wordcount[word] = 1\n",
    "    return wordcount\n",
    "\n",
    "def a_union_b(a,b):\n",
    "    union = list()\n",
    "    keysa=a.keys()\n",
    "    keysb=b.keys()\n",
    "    for word in keysa:\n",
    "        if word in keysb:\n",
    "#            print(\"found :\" + word)\n",
    "            union.append(word)\n",
    "    return union\n",
    "\n",
    "\n",
    "def in_a_not_in_b(a, b):\n",
    "    a_not_b = list()\n",
    "    keysa=a.keys()\n",
    "    keysb=b.keys()\n",
    "    for word in keysa:\n",
    "        if word not in keysb:\n",
    "#            print(\"count not find :\" + word)\n",
    "            a_not_b.append(word)\n",
    "#        else:\n",
    "#            print(\"found :\" + word)\n",
    "    return a_not_b\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a couple of text files and copy and paste in the text on cats and dogs from WikiPedia\n",
    "for this example create two files in the data directory (remember we've been putting code in src and data in data)\n",
    "To be compleately safe that there isn't a bunch of weird characters in it run the text through the tool at: https://pteo.paranoiaworks.mobi/diacriticsremover/\n",
    "\n",
    "* ABunchOfTextAboutCats.txt with content about cats\n",
    "* ABunchOfTextAboutDogs.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "set a couple of variables to point to these files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_filename=\"/Users/johnfunk/CloudStation/JupyterNotebooks/niece-python-lessons/data/ABunchOfTextAboutCats.txt\" #Mac\n",
    "#cat_filename=\"F:/CloudStation\\\\JupyterNotebooks\\\\niece-python-lessons\\\\data\\\\ABunchOfTextAboutCats.txt\" #Windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog_filename=\"/Users/johnfunk/CloudStation/JupyterNotebooks/niece-python-lessons/data/ABunchOfTextAboutDogs.txt\" #Mac\n",
    "#dog_filename=\"F:/CloudStation/JupyterNotebooks/niece-python-lessons/data/ABunchOfTextAboutDogs.txt\" #Windows\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open(dog_filename,\"r\")\n",
    "dogwords=f.read()\n",
    "f.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open(cat_filename,\"r\")\n",
    "catwords=f.read()\n",
    "f.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogdict=wordcount(dogwords)\n",
    "catdict=wordcount(catwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['From',\n",
       " 'Wikipedia,',\n",
       " 'the',\n",
       " 'free',\n",
       " 'encyclopedia',\n",
       " 'This',\n",
       " 'article',\n",
       " 'is',\n",
       " 'about',\n",
       " 'domestic',\n",
       " 'For',\n",
       " 'related',\n",
       " 'species',\n",
       " 'known',\n",
       " 'as',\n",
       " 'see',\n",
       " 'other',\n",
       " 'uses,',\n",
       " '(disambiguation).',\n",
       " 'redirects',\n",
       " 'here.',\n",
       " 'Domestic',\n",
       " 'dog',\n",
       " 'Late',\n",
       " 'years',\n",
       " 'of',\n",
       " 'different',\n",
       " 'breeds',\n",
       " 'Conservation',\n",
       " 'status',\n",
       " 'Domesticated',\n",
       " 'Scientific',\n",
       " 'classification',\n",
       " 'e',\n",
       " 'Kingdom:',\n",
       " 'Animalia',\n",
       " 'Phylum:',\n",
       " 'Chordata',\n",
       " 'Class:',\n",
       " 'Mammalia',\n",
       " 'Order:',\n",
       " 'Carnivora',\n",
       " 'Suborder:',\n",
       " 'Family:',\n",
       " 'Genus:',\n",
       " 'Species:',\n",
       " 'Subspecies:',\n",
       " 'Trinomial',\n",
       " 'name',\n",
       " 'Synonyms',\n",
       " 'showing',\n",
       " 'morphological',\n",
       " 'The',\n",
       " 'or',\n",
       " 'a',\n",
       " 'genus',\n",
       " 'which',\n",
       " 'forms',\n",
       " 'part',\n",
       " 'and',\n",
       " 'most',\n",
       " 'widely',\n",
       " 'terrestrial',\n",
       " 'are',\n",
       " 'modern',\n",
       " 'not',\n",
       " 'closely',\n",
       " 'to',\n",
       " 'that',\n",
       " 'were',\n",
       " 'first',\n",
       " 'ancestor',\n",
       " 'be',\n",
       " 'has',\n",
       " 'been',\n",
       " 'bred',\n",
       " 'over',\n",
       " 'for',\n",
       " 'various',\n",
       " 'Their',\n",
       " 'long',\n",
       " 'association',\n",
       " 'with',\n",
       " 'humans',\n",
       " 'led',\n",
       " 'dogs',\n",
       " 'human',\n",
       " 'they',\n",
       " 'able',\n",
       " 'thrive',\n",
       " 'on',\n",
       " 'diet',\n",
       " 'would',\n",
       " 'inadequate',\n",
       " 'New',\n",
       " 'research',\n",
       " 'seems',\n",
       " 'show',\n",
       " 'have',\n",
       " 'equivalent',\n",
       " 'genetic',\n",
       " 'regions',\n",
       " 'in',\n",
       " 'where',\n",
       " 'changes',\n",
       " 'trigger',\n",
       " 'high',\n",
       " 'reduced',\n",
       " 'vary',\n",
       " 'size',\n",
       " 'many',\n",
       " 'such',\n",
       " 'hunting,',\n",
       " 'companionship',\n",
       " 'and,',\n",
       " 'more',\n",
       " 'individuals',\n",
       " 'influence',\n",
       " 'given',\n",
       " 'them',\n",
       " 'best',\n",
       " 'Contents',\n",
       " '[hide]',\n",
       " '1',\n",
       " '2',\n",
       " '3',\n",
       " 'Taxonomy',\n",
       " '4',\n",
       " '5',\n",
       " 'Biology',\n",
       " '5.1',\n",
       " 'Anatomy',\n",
       " 'weight',\n",
       " 'Senses',\n",
       " '5.2',\n",
       " 'Health',\n",
       " '5.3',\n",
       " 'Reproduction',\n",
       " 'Neutering',\n",
       " '5.4',\n",
       " '6',\n",
       " 'behavior',\n",
       " 'communication',\n",
       " '6.1',\n",
       " '6.2',\n",
       " 'Behavior',\n",
       " '6.3',\n",
       " 'Communication',\n",
       " '7',\n",
       " 'characteristics',\n",
       " '8',\n",
       " 'Ecology',\n",
       " 'habitat',\n",
       " '9',\n",
       " '10',\n",
       " 'Early',\n",
       " 'As',\n",
       " 'pets',\n",
       " 'shows',\n",
       " '10.5',\n",
       " 'food',\n",
       " 'risks',\n",
       " '11',\n",
       " 'Cultural',\n",
       " 'depictions',\n",
       " '12',\n",
       " 'See',\n",
       " 'also',\n",
       " '13',\n",
       " '14',\n",
       " 'References',\n",
       " '16',\n",
       " 'External',\n",
       " 'links',\n",
       " 'term',\n",
       " '\"domestic',\n",
       " 'generally',\n",
       " 'used',\n",
       " 'both',\n",
       " 'domesticated',\n",
       " 'feral',\n",
       " 'English',\n",
       " 'word',\n",
       " 'comes',\n",
       " 'from',\n",
       " 'Middle',\n",
       " 'Old',\n",
       " 'may',\n",
       " 'possibly',\n",
       " 'derive',\n",
       " 'Proto-Germanic',\n",
       " 'familiar',\n",
       " 'seen',\n",
       " 'among',\n",
       " 'suggested',\n",
       " 'In',\n",
       " 'was',\n",
       " 'general',\n",
       " 'all',\n",
       " 'referred',\n",
       " 'group',\n",
       " 'including',\n",
       " 'It',\n",
       " 'believed',\n",
       " 'this',\n",
       " 'type',\n",
       " 'so',\n",
       " 'it',\n",
       " 'eventually',\n",
       " '16th',\n",
       " 'century,',\n",
       " 'had',\n",
       " 'become',\n",
       " 'word,',\n",
       " 'refer',\n",
       " 'only',\n",
       " 'types',\n",
       " 'ultimately',\n",
       " 'compared',\n",
       " 'corresponding',\n",
       " 'kept',\n",
       " 'their',\n",
       " 'earliest',\n",
       " 'layer',\n",
       " 'A',\n",
       " 'male',\n",
       " 'canine',\n",
       " 'while',\n",
       " 'female',\n",
       " 'traditionally',\n",
       " 'called',\n",
       " 'Norse',\n",
       " 'Since',\n",
       " 'less',\n",
       " 'commonly',\n",
       " 'litter',\n",
       " 'mother',\n",
       " 'process',\n",
       " 'birth',\n",
       " 'an',\n",
       " 'alternative',\n",
       " 'refers',\n",
       " 'multiple',\n",
       " 'at',\n",
       " 'one',\n",
       " 'French',\n",
       " 'mostly',\n",
       " 'replaced',\n",
       " 'older',\n",
       " 'typically',\n",
       " 'applied',\n",
       " '(or',\n",
       " 'any',\n",
       " 'adult',\n",
       " 'An',\n",
       " 'capable',\n",
       " 'mother.',\n",
       " 'males',\n",
       " 'females',\n",
       " 'is,',\n",
       " 'animals',\n",
       " 'incapable',\n",
       " 'same',\n",
       " 'gestation',\n",
       " 'period',\n",
       " 'possible',\n",
       " 'three',\n",
       " 'Linnaeus',\n",
       " 'published',\n",
       " 'his',\n",
       " 'Systema',\n",
       " 'Naturae',\n",
       " 'species.',\n",
       " 'Latin',\n",
       " 'meaning',\n",
       " 'under',\n",
       " 'he',\n",
       " 'carnivores',\n",
       " 'dogs,',\n",
       " 'He',\n",
       " 'classified',\n",
       " 'International',\n",
       " 'Commission',\n",
       " 'Zoological',\n",
       " 'Nomenclature',\n",
       " 'its',\n",
       " 'These',\n",
       " 'scientific',\n",
       " 'names',\n",
       " 'appear',\n",
       " 'number',\n",
       " 'proposed',\n",
       " 'now',\n",
       " 'regarded',\n",
       " 'although',\n",
       " 'should',\n",
       " 'probably',\n",
       " 'edition',\n",
       " 'but',\n",
       " 'year,',\n",
       " 'application',\n",
       " 'made',\n",
       " 'because',\n",
       " 'however',\n",
       " '2003,',\n",
       " 'wild',\n",
       " 'by',\n",
       " 'being',\n",
       " 'based',\n",
       " 'list',\n",
       " 'third',\n",
       " 'two',\n",
       " 'artificial',\n",
       " 'domestication',\n",
       " 'Although',\n",
       " 'subspecies',\n",
       " 'use',\n",
       " 'attributed',\n",
       " 'without',\n",
       " 'Stephen',\n",
       " 'animal',\n",
       " 'cannot',\n",
       " 'others',\n",
       " 'differs',\n",
       " 'behavior,',\n",
       " 'do',\n",
       " 'fall',\n",
       " 'within',\n",
       " 'considered',\n",
       " 'distinct',\n",
       " 'taxonomic',\n",
       " 'equally',\n",
       " 'ranked',\n",
       " 'They',\n",
       " 'overlap',\n",
       " 'between',\n",
       " 'ability',\n",
       " 'easily',\n",
       " 'each',\n",
       " 'signs',\n",
       " 'having',\n",
       " 'smaller',\n",
       " 'capacity',\n",
       " 'than',\n",
       " 'Given',\n",
       " 'junior',\n",
       " 'Main',\n",
       " 'article:',\n",
       " 'origin',\n",
       " 'closest',\n",
       " 'living',\n",
       " 'relative',\n",
       " 'there',\n",
       " 'no',\n",
       " 'evidence',\n",
       " 'contributing',\n",
       " 'form',\n",
       " 'record',\n",
       " 'remains',\n",
       " 'buried',\n",
       " 'time',\n",
       " 'took',\n",
       " 'place',\n",
       " 'Western',\n",
       " 'Central',\n",
       " 'East',\n",
       " 'recent',\n",
       " 'proposal',\n",
       " 'available',\n",
       " 'population',\n",
       " 'into',\n",
       " 'these',\n",
       " 'then',\n",
       " 'independently',\n",
       " 'before',\n",
       " 'populations',\n",
       " 'partially',\n",
       " 'gradually',\n",
       " 'Asian',\n",
       " 'brought',\n",
       " 'least',\n",
       " 'c.',\n",
       " 'anatomy',\n",
       " 'Modern',\n",
       " 'size,',\n",
       " 'predators',\n",
       " 'like',\n",
       " 'predatory',\n",
       " 'mammals,',\n",
       " 'powerful',\n",
       " 'fused',\n",
       " 'cardiovascular',\n",
       " 'system',\n",
       " 'supports',\n",
       " 'teeth',\n",
       " 'catching',\n",
       " 'highly',\n",
       " 'variable',\n",
       " 'height',\n",
       " 'smallest',\n",
       " 'cm',\n",
       " 'in)',\n",
       " 'shoulder,',\n",
       " 'length',\n",
       " 'along',\n",
       " 'weighed',\n",
       " 'largest',\n",
       " 'kg',\n",
       " 'lb)',\n",
       " '250',\n",
       " 'senses',\n",
       " 'include',\n",
       " 'sense',\n",
       " 'smell,',\n",
       " 'sensitivity',\n",
       " 'Another',\n",
       " 'study',\n",
       " 'can',\n",
       " 'coat',\n",
       " 'dogs.',\n",
       " 'example,',\n",
       " 'some',\n",
       " 'almost',\n",
       " 'coats,',\n",
       " 'dark,',\n",
       " 'common',\n",
       " 'well',\n",
       " 'up',\n",
       " 'hair',\n",
       " 'soft',\n",
       " 'down',\n",
       " 'often',\n",
       " 'natural',\n",
       " 'will',\n",
       " 'light',\n",
       " 'reduces',\n",
       " 'occasional',\n",
       " 'fur',\n",
       " 'health,',\n",
       " 'affected',\n",
       " 'nutrients',\n",
       " 'present',\n",
       " 'diet,',\n",
       " 'also:',\n",
       " 'There',\n",
       " 'tail',\n",
       " 'communicate',\n",
       " 'important',\n",
       " 'others.',\n",
       " 'hunting',\n",
       " 'however,',\n",
       " 'avoid',\n",
       " 'breeds,',\n",
       " 'born',\n",
       " 'short',\n",
       " 'health',\n",
       " 'household',\n",
       " 'plants',\n",
       " 'poisonous',\n",
       " 'Some',\n",
       " 'prone',\n",
       " 'certain',\n",
       " 'Two',\n",
       " 'serious',\n",
       " 'medical',\n",
       " 'particularly',\n",
       " 'larger',\n",
       " 'Both',\n",
       " 'acute',\n",
       " 'kill',\n",
       " 'susceptible',\n",
       " 'parasites',\n",
       " 'foods',\n",
       " 'toxic',\n",
       " 'chocolate',\n",
       " 'garlic',\n",
       " 'potentially',\n",
       " 'exposed',\n",
       " 'substance',\n",
       " 'eating',\n",
       " 'large',\n",
       " 'amounts',\n",
       " 'pain,',\n",
       " 'loss',\n",
       " 'theobromine',\n",
       " 'poisoning,',\n",
       " 'because,',\n",
       " 'metabolism',\n",
       " 'even',\n",
       " 'small',\n",
       " 'especially',\n",
       " 'vulnerable',\n",
       " 'humans,',\n",
       " 'cancer,',\n",
       " 'Aging',\n",
       " 'found',\n",
       " 'live',\n",
       " 'longer',\n",
       " 'mixed',\n",
       " 'average',\n",
       " 'increasing',\n",
       " 'heavier',\n",
       " 'shorter',\n",
       " 'lifespan',\n",
       " 'varies',\n",
       " 'age',\n",
       " 'half',\n",
       " 'still',\n",
       " 'ranges',\n",
       " 'breed.',\n",
       " 'breed',\n",
       " 'survey',\n",
       " 'years,',\n",
       " 'several',\n",
       " 'Irish',\n",
       " 'nearly',\n",
       " 'purebred',\n",
       " 'when',\n",
       " 'reported',\n",
       " 'who',\n",
       " 'On',\n",
       " \"world's\",\n",
       " 'oldest',\n",
       " 'recognized',\n",
       " 'nursing',\n",
       " 'newborn',\n",
       " 'sexual',\n",
       " 'maturity',\n",
       " 'around',\n",
       " 'six',\n",
       " 'months',\n",
       " 'until',\n",
       " 'experience',\n",
       " 'subsequent',\n",
       " 'during',\n",
       " 'body',\n",
       " 'At',\n",
       " 'Because',\n",
       " 'survive',\n",
       " 'after',\n",
       " 'mate',\n",
       " 'occurs',\n",
       " 'days',\n",
       " 'litters',\n",
       " 'roughly',\n",
       " 'days,',\n",
       " 'though',\n",
       " 'toy',\n",
       " 'produce',\n",
       " 'four',\n",
       " 'much',\n",
       " 'traits',\n",
       " 'through',\n",
       " 'breeding',\n",
       " 'instance,',\n",
       " 'female.',\n",
       " 'must',\n",
       " 'order',\n",
       " 'her',\n",
       " 'animals,',\n",
       " 'usually',\n",
       " \"female's\",\n",
       " 'eliminate',\n",
       " 'reduce',\n",
       " 'sex',\n",
       " 'countries,',\n",
       " 'control',\n",
       " 'Animals',\n",
       " 'further',\n",
       " 'neutered,',\n",
       " 'later',\n",
       " 'According',\n",
       " 'Humane',\n",
       " 'United',\n",
       " 'States,',\n",
       " 'million',\n",
       " 'cats',\n",
       " 'year',\n",
       " 'States',\n",
       " 'Spaying',\n",
       " 'keep',\n",
       " 'organizations',\n",
       " 'people',\n",
       " 'adopt',\n",
       " 'instead',\n",
       " 'problems',\n",
       " 'caused',\n",
       " 'likely',\n",
       " 'develop',\n",
       " 'mammary',\n",
       " 'glands,',\n",
       " 'reproductive',\n",
       " 'However,',\n",
       " 'neutering',\n",
       " 'increases',\n",
       " 'risk',\n",
       " 'either',\n",
       " 'practice',\n",
       " 'pet',\n",
       " 'mating',\n",
       " 'close',\n",
       " 'relatives',\n",
       " '(e.g.',\n",
       " 'full',\n",
       " 'seven',\n",
       " 'mountain',\n",
       " 'German',\n",
       " 'data',\n",
       " 'increased,',\n",
       " 'decreased',\n",
       " 'thus',\n",
       " 'About',\n",
       " 'weeks',\n",
       " 'cause',\n",
       " 'followed',\n",
       " 'due',\n",
       " 'increase',\n",
       " 'significantly',\n",
       " 'largely',\n",
       " 'results',\n",
       " 'intelligence',\n",
       " 'information',\n",
       " 'retain',\n",
       " 'problems.',\n",
       " 'shown',\n",
       " 'learn',\n",
       " '200',\n",
       " 'novel',\n",
       " 'items',\n",
       " 'correctly',\n",
       " 'those',\n",
       " 'skills.',\n",
       " 'could',\n",
       " 'associate',\n",
       " 'Australian',\n",
       " 'once',\n",
       " 'undergoing',\n",
       " 'simple',\n",
       " 'faced',\n",
       " 'responses',\n",
       " 'internal',\n",
       " 'species,',\n",
       " 'estimates',\n",
       " 'ranging',\n",
       " 'contact',\n",
       " 'humans.',\n",
       " 'result',\n",
       " 'social',\n",
       " 'set',\n",
       " 'mammals',\n",
       " 'great',\n",
       " 'rather',\n",
       " 'skills',\n",
       " 'lack',\n",
       " 'fear',\n",
       " 'how',\n",
       " 'them,',\n",
       " 'trying',\n",
       " 'behaviors',\n",
       " 'eye',\n",
       " 'facial',\n",
       " 'posture',\n",
       " '(including',\n",
       " 'bodies',\n",
       " 'pheromones',\n",
       " 'Humans',\n",
       " 'using',\n",
       " 'hand',\n",
       " 'signals',\n",
       " 'Despite',\n",
       " 'relationship',\n",
       " 'features',\n",
       " 'distinguish',\n",
       " 'clearly',\n",
       " 'red',\n",
       " 'blood',\n",
       " 'acid',\n",
       " 'slightly',\n",
       " 'Compared',\n",
       " 'tend',\n",
       " '20%',\n",
       " '30%',\n",
       " 'muscle',\n",
       " 'closes',\n",
       " 'back',\n",
       " 'Most',\n",
       " 'enter',\n",
       " 'twice',\n",
       " 'eyes',\n",
       " 'always',\n",
       " 'skin',\n",
       " 'tends',\n",
       " 'thicker',\n",
       " 'former',\n",
       " 'greater',\n",
       " 'wear',\n",
       " 'paws',\n",
       " 'tails',\n",
       " 'another',\n",
       " 'trait',\n",
       " 'developed',\n",
       " 'hundreds',\n",
       " 'behavioral',\n",
       " 'land',\n",
       " '3.3',\n",
       " 'feet',\n",
       " 'color',\n",
       " 'wide',\n",
       " 'long,',\n",
       " 'Unlike',\n",
       " 'primarily',\n",
       " 'fixed',\n",
       " 'gene',\n",
       " 'indicate',\n",
       " 'selection',\n",
       " 'affect',\n",
       " 'synthesis',\n",
       " 'majority',\n",
       " 'aggression',\n",
       " 'associated',\n",
       " 'importance',\n",
       " '\"the',\n",
       " 'global',\n",
       " 'estimated',\n",
       " 'said',\n",
       " 'regarding',\n",
       " 'world',\n",
       " 'village',\n",
       " 'lives',\n",
       " 'never',\n",
       " 'owned',\n",
       " 'response',\n",
       " 'away',\n",
       " 'respond',\n",
       " 'stray',\n",
       " 'focused',\n",
       " 'free-ranging',\n",
       " 'compete',\n",
       " 'effects',\n",
       " 'competition',\n",
       " 'areas',\n",
       " 'giving',\n",
       " 'One',\n",
       " 'prey',\n",
       " 'out',\n",
       " 'second',\n",
       " 'instances,',\n",
       " 'off',\n",
       " 'numbers',\n",
       " 'killed',\n",
       " 'relatively',\n",
       " 'low,',\n",
       " 'entering',\n",
       " 'take',\n",
       " 'cultures,',\n",
       " 'strong',\n",
       " 'family',\n",
       " 'members',\n",
       " 'lead',\n",
       " 'big',\n",
       " 'attack',\n",
       " 'recorded',\n",
       " 'consume',\n",
       " 'major',\n",
       " 'neck',\n",
       " 'attacks',\n",
       " 'source',\n",
       " 'descent',\n",
       " 'obligate',\n",
       " 'dependent',\n",
       " 'protein',\n",
       " 'very',\n",
       " 'level',\n",
       " 'dietary',\n",
       " 'digest',\n",
       " 'variety',\n",
       " 'proportion',\n",
       " 'diets',\n",
       " 'calcium',\n",
       " 'adaptations',\n",
       " 'involved',\n",
       " 'contribute',\n",
       " 'increased',\n",
       " 'few',\n",
       " 'old,',\n",
       " 'specific',\n",
       " 'breeding,',\n",
       " 'While',\n",
       " 'rise',\n",
       " 'broad',\n",
       " 'groups',\n",
       " 'possess',\n",
       " 'means',\n",
       " 'Malamute',\n",
       " 'last',\n",
       " 'bite',\n",
       " 'pack',\n",
       " 'hunters',\n",
       " 'account',\n",
       " 'fit',\n",
       " 'successful',\n",
       " 'early',\n",
       " 'quickly',\n",
       " 'becoming',\n",
       " 'across',\n",
       " 'significant',\n",
       " 'food,',\n",
       " 'chance',\n",
       " 'gait',\n",
       " 'gives',\n",
       " 'range',\n",
       " 'prey,',\n",
       " 'better',\n",
       " 'vision',\n",
       " 'that,',\n",
       " 'day,',\n",
       " 'controlling',\n",
       " 'fire',\n",
       " 'During',\n",
       " 'day',\n",
       " 'night',\n",
       " 'cleaning',\n",
       " 'provided',\n",
       " 'cold',\n",
       " 'presence',\n",
       " 'hearing',\n",
       " 'provide',\n",
       " 'smell',\n",
       " 'hunt',\n",
       " 'mentioned',\n",
       " 'reason',\n",
       " 'hypothesis',\n",
       " 'factor',\n",
       " 'survival',\n",
       " 'groups,',\n",
       " 'North',\n",
       " 'America',\n",
       " 'suggests',\n",
       " 'life',\n",
       " 'America,',\n",
       " 'carried',\n",
       " 'cultures',\n",
       " 'introduction',\n",
       " 'widespread',\n",
       " 'keeping',\n",
       " 'site',\n",
       " 'BC,',\n",
       " 'elderly',\n",
       " 'outside',\n",
       " '(using',\n",
       " 'walking',\n",
       " '1980s,',\n",
       " 'role',\n",
       " 'increasingly',\n",
       " 'actively',\n",
       " 'way',\n",
       " 'home',\n",
       " 'everyday',\n",
       " 'vast',\n",
       " 'ideal',\n",
       " 'places',\n",
       " 'activity',\n",
       " 'century',\n",
       " 'normal',\n",
       " 'fighting,',\n",
       " 'urine',\n",
       " 'marking',\n",
       " '(which',\n",
       " 'establish',\n",
       " 'territory',\n",
       " 'new',\n",
       " 'evident',\n",
       " 'popular',\n",
       " 'dominance',\n",
       " 'relationships',\n",
       " 'promoted',\n",
       " 'characteristic',\n",
       " 'play',\n",
       " 'active',\n",
       " 'National',\n",
       " 'own',\n",
       " 'does',\n",
       " 'seem',\n",
       " 'preference',\n",
       " 'pets,',\n",
       " 'pets.',\n",
       " 'promote',\n",
       " 'fifth',\n",
       " 'parts',\n",
       " 'brain',\n",
       " 'do.',\n",
       " 'making',\n",
       " 'friendly',\n",
       " 'lived',\n",
       " 'unique',\n",
       " 'languages',\n",
       " 'rodent',\n",
       " 'helping',\n",
       " 'addition',\n",
       " 'sometimes',\n",
       " 'allowing',\n",
       " 'terms',\n",
       " 'individual',\n",
       " 'standard.',\n",
       " '(such',\n",
       " 'meat',\n",
       " 'served',\n",
       " 'every',\n",
       " 'Other',\n",
       " 'South',\n",
       " 'Eastern',\n",
       " 'places,',\n",
       " 'rural',\n",
       " 'fat',\n",
       " 'good',\n",
       " 'raised',\n",
       " 'meat,',\n",
       " 'balance',\n",
       " 'heat',\n",
       " 'custom',\n",
       " 'done',\n",
       " 'ensure',\n",
       " \"one's\",\n",
       " 'vital',\n",
       " 'energy',\n",
       " '19th',\n",
       " 'contain',\n",
       " 'disease',\n",
       " 'study,',\n",
       " '4.5',\n",
       " 'US',\n",
       " 'per',\n",
       " 'bites',\n",
       " 'occur',\n",
       " 'severe',\n",
       " 'rate',\n",
       " 'higher',\n",
       " 'face',\n",
       " 'claws',\n",
       " 'behind',\n",
       " 'scratch',\n",
       " 'UK',\n",
       " '2004,',\n",
       " 'injuries',\n",
       " 'involvement',\n",
       " 'injury',\n",
       " 'eggs',\n",
       " 'feces',\n",
       " 'cases',\n",
       " 'contained',\n",
       " 'retinal',\n",
       " 'damage',\n",
       " 'suggesting',\n",
       " 'poorly',\n",
       " 'companion',\n",
       " 'exhibit',\n",
       " 'paper',\n",
       " 'people.',\n",
       " 'pointed',\n",
       " 'guardians',\n",
       " 'month',\n",
       " 'effect',\n",
       " 'end',\n",
       " 'addition,',\n",
       " 'considerably',\n",
       " 'guardianship',\n",
       " 'indicators',\n",
       " 'according',\n",
       " 'protect',\n",
       " 'against',\n",
       " 'support,',\n",
       " 'act',\n",
       " 'accompanied',\n",
       " 'owners',\n",
       " 'get',\n",
       " 'late',\n",
       " 'introduced',\n",
       " 'help',\n",
       " 'disorders',\n",
       " 'violent',\n",
       " 'detecting',\n",
       " 'diseases',\n",
       " 'person',\n",
       " 'directly',\n",
       " 'detect',\n",
       " 'olfactory',\n",
       " 'times',\n",
       " 'Each',\n",
       " 'specifically',\n",
       " 'single',\n",
       " 'since',\n",
       " '2012',\n",
       " 'course',\n",
       " 'ancient',\n",
       " 'symbol',\n",
       " 'goddess',\n",
       " 'models',\n",
       " 'mythology,',\n",
       " 'serve',\n",
       " 'throughout',\n",
       " ...]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u=a_union_b(dogdict,catdict)\n",
    "u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Dog',\n",
       " 'dog.',\n",
       " '\"dogs\",',\n",
       " 'Canidae.',\n",
       " '\"Doggie\"',\n",
       " 'Danish',\n",
       " 'artist,',\n",
       " 'Doggie',\n",
       " '(artist).',\n",
       " 'Temporal',\n",
       " 'range:',\n",
       " 'Pleistocene',\n",
       " '-',\n",
       " 'Present',\n",
       " '(14,700-0',\n",
       " 'BP)',\n",
       " 'Collage',\n",
       " 'Nine',\n",
       " 'Dogs.jpg',\n",
       " 'Selection',\n",
       " 'Caniformia',\n",
       " 'Canidae',\n",
       " 'Canis',\n",
       " 'C.',\n",
       " 'lupus',\n",
       " 'l.',\n",
       " 'familiaris[1]',\n",
       " 'familiaris',\n",
       " '(Linnaeus,',\n",
       " '1758)[2][3]',\n",
       " 'Montage',\n",
       " 'variation',\n",
       " '(Canis',\n",
       " 'familiaris)[4]',\n",
       " 'member',\n",
       " '(canines),',\n",
       " 'wolf-like',\n",
       " 'canids,[5]',\n",
       " 'abundant',\n",
       " 'carnivore.[6][7][8][9][10]',\n",
       " 'extant',\n",
       " 'gray',\n",
       " 'wolf',\n",
       " 'sister',\n",
       " 'taxa[11][12][13]',\n",
       " 'wolves',\n",
       " 'domesticated,[12][13]',\n",
       " 'implies',\n",
       " 'direct',\n",
       " 'extinct.[14]',\n",
       " 'domesticated[13][15]',\n",
       " 'selectively',\n",
       " 'millennia',\n",
       " 'behaviors,',\n",
       " 'sensory',\n",
       " 'capabilities,',\n",
       " 'physical',\n",
       " 'attributes.[16]',\n",
       " 'uniquely',\n",
       " 'attuned',\n",
       " 'behavior[17]',\n",
       " 'starch-rich',\n",
       " 'canid',\n",
       " 'species.[18]',\n",
       " 'mutations',\n",
       " 'sociability',\n",
       " 'somewhat',\n",
       " 'intelligence.[19][20]',\n",
       " 'Dogs',\n",
       " 'shape,',\n",
       " 'colors.[21]',\n",
       " 'perform',\n",
       " 'roles',\n",
       " 'people,',\n",
       " 'herding,',\n",
       " 'pulling',\n",
       " 'loads,',\n",
       " 'protection,',\n",
       " 'assisting',\n",
       " 'police',\n",
       " 'military,',\n",
       " 'recently,',\n",
       " 'aiding',\n",
       " 'handicapped',\n",
       " 'therapeutic',\n",
       " 'roles.',\n",
       " 'society',\n",
       " 'sobriquet',\n",
       " '\"man\\'s',\n",
       " 'friend\".',\n",
       " 'Etymology',\n",
       " 'Terminology',\n",
       " 'Origin',\n",
       " '5.1.1',\n",
       " 'Size',\n",
       " '5.1.2',\n",
       " '5.1.3',\n",
       " 'Coat',\n",
       " '5.1.4',\n",
       " 'Tail',\n",
       " '5.2.1',\n",
       " 'Lifespan',\n",
       " '5.3.1',\n",
       " 'Inbreeding',\n",
       " 'depression',\n",
       " 'Intelligence,',\n",
       " 'Intelligence',\n",
       " 'Comparison',\n",
       " '7.1',\n",
       " 'Physical',\n",
       " '7.2',\n",
       " 'Behavioral',\n",
       " 'differences',\n",
       " '8.1',\n",
       " 'Population',\n",
       " '8.2',\n",
       " 'Competitors',\n",
       " '8.3',\n",
       " 'Diet',\n",
       " 'Breeds',\n",
       " 'Roles',\n",
       " '10.1',\n",
       " '10.2',\n",
       " '10.3',\n",
       " 'Work',\n",
       " '10.4',\n",
       " 'Sports',\n",
       " '10.6',\n",
       " '10.7',\n",
       " 'benefits',\n",
       " '10.8',\n",
       " 'Medical',\n",
       " 'detection',\n",
       " '10.9',\n",
       " 'Shelters',\n",
       " '11.1',\n",
       " 'Mythology',\n",
       " '11.2',\n",
       " 'Literature',\n",
       " '11.3',\n",
       " 'Religion',\n",
       " '11.4',\n",
       " 'Art',\n",
       " 'Notes',\n",
       " '15',\n",
       " 'Bibliography',\n",
       " 'Further',\n",
       " 'reading',\n",
       " '17',\n",
       " 'dog\"',\n",
       " 'varieties.',\n",
       " 'dogge,',\n",
       " 'docga,',\n",
       " '\"powerful',\n",
       " 'breed\".[22]',\n",
       " '*dukkon,',\n",
       " 'represented',\n",
       " 'finger-docce',\n",
       " '(\"finger-muscle\").[23]',\n",
       " 'petname',\n",
       " 'diminutive',\n",
       " '-ga',\n",
       " 'frogga',\n",
       " '\"frog\",',\n",
       " 'picga',\n",
       " '\"pig\",',\n",
       " 'stagga',\n",
       " '\"stag\",',\n",
       " 'wicga',\n",
       " '\"beetle,',\n",
       " 'worm\",',\n",
       " 'others.[24]',\n",
       " 'Piotr',\n",
       " 'Gasiorowski',\n",
       " '*docga',\n",
       " 'actually',\n",
       " 'derived',\n",
       " 'colour',\n",
       " 'adjective',\n",
       " 'dox.[25]',\n",
       " '14th-century',\n",
       " 'England,',\n",
       " 'hound',\n",
       " '(from',\n",
       " 'English:',\n",
       " 'hund)',\n",
       " 'canines,',\n",
       " 'subtype',\n",
       " 'hound,',\n",
       " 'mastiff.',\n",
       " '\"dog\"',\n",
       " 'common,',\n",
       " 'became',\n",
       " 'prototype',\n",
       " 'category',\n",
       " '\"hound\".[26]',\n",
       " 'By',\n",
       " 'begun',\n",
       " 'hunting.[27]',\n",
       " '\"hound\"',\n",
       " 'Proto-Indo-European',\n",
       " '*kwon-,',\n",
       " '\"dog\".[28]',\n",
       " 'semantic',\n",
       " 'shift',\n",
       " 'German,',\n",
       " 'words',\n",
       " 'Dogge',\n",
       " 'Hund',\n",
       " 'original',\n",
       " 'meanings.',\n",
       " '*kwon-',\n",
       " 'vocabulary.[29]',\n",
       " '\"dog\",',\n",
       " '\"bitch\"',\n",
       " '(derived',\n",
       " 'bicche,',\n",
       " 'bicce,',\n",
       " 'bikkja.',\n",
       " 'taken',\n",
       " 'derogatory',\n",
       " 'connotations,',\n",
       " 'nowadays',\n",
       " 'dogs).[citation',\n",
       " 'needed]',\n",
       " 'father',\n",
       " 'sire,',\n",
       " 'dam.',\n",
       " '\"whelping\",',\n",
       " 'hwelp;',\n",
       " '\"whelp\"',\n",
       " 'puppy.[30]',\n",
       " 'offspring',\n",
       " 'puppies',\n",
       " 'pups',\n",
       " 'poupee,',\n",
       " '\"doll\",',\n",
       " '\"whelp\".[31]',\n",
       " 'subspecies)',\n",
       " 'whole,',\n",
       " 'same.',\n",
       " 'bitch.',\n",
       " 'reproduction',\n",
       " 'stud.',\n",
       " 'brood',\n",
       " 'bitch,',\n",
       " 'Immature',\n",
       " '(that',\n",
       " 'reproduction)',\n",
       " 'puppies.',\n",
       " 'litter.',\n",
       " 'sire.',\n",
       " 'sires.',\n",
       " 'adults',\n",
       " 'pack.',\n",
       " '1758,',\n",
       " 'taxonomist',\n",
       " 'dog,[32]',\n",
       " 'listed',\n",
       " 'dog-like',\n",
       " 'wolves,',\n",
       " 'jackals.',\n",
       " '1758)',\n",
       " 'next',\n",
       " 'page',\n",
       " 'separate',\n",
       " '1758).[2]',\n",
       " '1926,',\n",
       " '(ICZN)',\n",
       " 'ruled',\n",
       " 'Opinion',\n",
       " '91',\n",
       " 'placed',\n",
       " 'official',\n",
       " 'list.[3]',\n",
       " '1957,',\n",
       " 'ICZN',\n",
       " '451',\n",
       " 'dingo',\n",
       " '(Meyer,',\n",
       " '1793)',\n",
       " 'list.[33]',\n",
       " 'Official',\n",
       " 'Lists',\n",
       " 'Indexes',\n",
       " 'Names',\n",
       " 'Zoology',\n",
       " 'ICZN.[34]',\n",
       " '1978,',\n",
       " 'review',\n",
       " 'minimize',\n",
       " '\"Canis',\n",
       " 'distinctive',\n",
       " 'taxonomically',\n",
       " 'synonymous',\n",
       " 'lupus.\"[35]',\n",
       " '1982,',\n",
       " 'Mammal',\n",
       " 'Species',\n",
       " 'World',\n",
       " 'included',\n",
       " 'note',\n",
       " 'comment:',\n",
       " '\"Probably',\n",
       " 'conspecific',\n",
       " 'dog,',\n",
       " 'familiaris.',\n",
       " 'priority',\n",
       " 'lupus,',\n",
       " 'simultaneously',\n",
       " '(1758),',\n",
       " 'universally',\n",
       " 'species\".[36]',\n",
       " 'reclassify',\n",
       " 'lupus)',\n",
       " 'dingoes,',\n",
       " 'rejected.[37]',\n",
       " '2027',\n",
       " '\"name',\n",
       " 'species...is',\n",
       " 'invalid',\n",
       " 'virtue',\n",
       " 'predated',\n",
       " 'form.\"',\n",
       " 'Additionally,',\n",
       " 'taxon',\n",
       " 'conserved',\n",
       " 'opinion.[38]',\n",
       " '2005,',\n",
       " 'mammalogist',\n",
       " 'W.',\n",
       " 'Christopher',\n",
       " 'Wozencraft',\n",
       " 'what',\n",
       " 'subspecies:',\n",
       " '\"familiaris',\n",
       " 'Linneaus,',\n",
       " '1758',\n",
       " '[domestic',\n",
       " 'dog]\"',\n",
       " '\"dingo',\n",
       " 'Meyer,',\n",
       " '1793',\n",
       " 'dog]\",[a]',\n",
       " 'comment',\n",
       " '\"Includes',\n",
       " 'subspecies,',\n",
       " 'provisionally',\n",
       " 'variants',\n",
       " 'created',\n",
       " 'selective',\n",
       " 'breeding.',\n",
       " 'stretch',\n",
       " 'concept,',\n",
       " 'retains',\n",
       " 'correct',\n",
       " 'allocation',\n",
       " 'synonyms.\"[1]',\n",
       " '\"dingo\"',\n",
       " '(Blumenbach,',\n",
       " '1780),[39]',\n",
       " 'Meyer',\n",
       " 'comment.[40]',\n",
       " 'hotly',\n",
       " 'debated',\n",
       " 'zoologists.[37]',\n",
       " 'Mathew',\n",
       " 'Crowther,',\n",
       " 'Jackson',\n",
       " 'Colin',\n",
       " 'Groves',\n",
       " 'disagree',\n",
       " 'argue',\n",
       " '2027,',\n",
       " 'implication',\n",
       " 'subspecies.[41][42]',\n",
       " 'Juliet',\n",
       " 'Clutton-Brock',\n",
       " 'morphology,',\n",
       " 'genetically',\n",
       " 'clade,',\n",
       " 'dingo.[43][37][42]',\n",
       " 'regard',\n",
       " 'synonym',\n",
       " 'level.',\n",
       " 'dingoes',\n",
       " 'hybridize',\n",
       " 'other,',\n",
       " 'cranium',\n",
       " 'progenitor,',\n",
       " 'wolf.',\n",
       " 'date',\n",
       " '1793),',\n",
       " 'familiaris.[41]',\n",
       " 'Gheorghe',\n",
       " 'Benga',\n",
       " 'support',\n",
       " 'earlier',\n",
       " '1780).[44][45][46]',\n",
       " 'Xiaoming',\n",
       " 'Wang',\n",
       " 'Richard',\n",
       " 'H.',\n",
       " 'Tedford',\n",
       " 'Biological',\n",
       " 'Concept',\n",
       " 'Evolutionary',\n",
       " 'Concept.[4]',\n",
       " 'clear.',\n",
       " 'species.[13][15]',\n",
       " 'lineage.[7][8][47][11]',\n",
       " 'clades,[11][12][13]',\n",
       " 'domesticated.[12][13]',\n",
       " 'archaeological',\n",
       " 'undisputed',\n",
       " 'beside',\n",
       " '14,700',\n",
       " 'ago,[48]',\n",
       " 'disputed',\n",
       " 'occurring',\n",
       " '36,000',\n",
       " 'ago.[49]',\n",
       " 'dates',\n",
       " 'imply',\n",
       " 'arose',\n",
       " 'hunter-gatherers',\n",
       " 'agriculturists.[8][12]',\n",
       " 'Where',\n",
       " 'divergence',\n",
       " 'controversial,',\n",
       " 'plausible',\n",
       " 'proposals',\n",
       " 'spanning',\n",
       " 'Europe,[50][8]',\n",
       " 'Asia,[50][51]',\n",
       " 'Asia.[50][52]',\n",
       " 'complicated',\n",
       " 'fits',\n",
       " 'evidence,',\n",
       " 'initial',\n",
       " 'split',\n",
       " 'West',\n",
       " 'Eurasian',\n",
       " 'going',\n",
       " 'extinct',\n",
       " '14,000-6,400',\n",
       " 'ago,',\n",
       " '6,400',\n",
       " 'ago.[50][53][54]',\n",
       " 'Lateral',\n",
       " 'view',\n",
       " 'skeleton.',\n",
       " '\"Five',\n",
       " 'dogs,\"',\n",
       " '1547.',\n",
       " 'appearance,',\n",
       " 'animal.[16]',\n",
       " 'scavengers,',\n",
       " 'muscles,',\n",
       " 'wrist',\n",
       " 'bones,',\n",
       " 'sprinting',\n",
       " 'endurance,',\n",
       " 'tearing.',\n",
       " 'weight.',\n",
       " 'Yorkshire',\n",
       " 'Terrier,',\n",
       " 'stood',\n",
       " '(2.5',\n",
       " '9.5',\n",
       " '(3.7',\n",
       " 'head-and-body,',\n",
       " '113',\n",
       " 'grams',\n",
       " '(4.0',\n",
       " 'oz).',\n",
       " 'Mastiff',\n",
       " '155.6',\n",
       " '(343',\n",
       " '(98',\n",
       " 'snout',\n",
       " 'tail.[55]',\n",
       " 'tallest',\n",
       " 'Great',\n",
       " 'Dane',\n",
       " 'stands',\n",
       " '106.7',\n",
       " '(42.0',\n",
       " 'shoulder.[56]',\n",
       " \"dog's\",\n",
       " 'vision,',\n",
       " 'hearing,',\n",
       " 'taste,',\n",
       " 'touch',\n",
       " \"earth's\",\n",
       " 'magnetic',\n",
       " 'field.',\n",
       " 'field.[57][58]',\n",
       " 'further:',\n",
       " 'anatomy-senses',\n",
       " '(dog)',\n",
       " 'Golden',\n",
       " 'Retriever',\n",
       " 'golden',\n",
       " 'shade',\n",
       " 'coat.',\n",
       " 'Shades',\n",
       " 'colors',\n",
       " 'Retrievers',\n",
       " 'light,',\n",
       " 'cream',\n",
       " 'colored',\n",
       " 'brownish',\n",
       " 'shades',\n",
       " 'coat.[59]',\n",
       " 'coats',\n",
       " 'varieties:',\n",
       " '\"double\"',\n",
       " '(as',\n",
       " 'wolves)',\n",
       " 'originating',\n",
       " 'colder',\n",
       " 'climates,',\n",
       " 'coarse',\n",
       " 'guard',\n",
       " 'hair,',\n",
       " '\"single\",',\n",
       " 'topcoat',\n",
       " 'only.',\n",
       " 'display',\n",
       " 'remnants',\n",
       " 'countershading,',\n",
       " 'camouflage',\n",
       " 'pattern.',\n",
       " 'countershaded',\n",
       " 'dark',\n",
       " 'coloring',\n",
       " 'upper',\n",
       " 'surfaces',\n",
       " 'below,[60]',\n",
       " 'visibility.',\n",
       " 'Thus,',\n",
       " '\"blaze\",',\n",
       " 'stripe,',\n",
       " '\"star\"',\n",
       " 'white',\n",
       " 'chest',\n",
       " 'underside.[61]',\n",
       " 'Regarding',\n",
       " 'appearance',\n",
       " 'maintained',\n",
       " 'information.',\n",
       " 'Docking',\n",
       " 'shapes',\n",
       " 'tails:',\n",
       " 'straight,',\n",
       " 'straight',\n",
       " 'up,',\n",
       " 'sickle,',\n",
       " 'curled,',\n",
       " 'cork-screw.',\n",
       " 'canids,',\n",
       " 'primary',\n",
       " 'functions',\n",
       " 'emotional',\n",
       " 'state,',\n",
       " 'getting',\n",
       " 'docked',\n",
       " 'injuries.[62]',\n",
       " 'Braque',\n",
       " 'du',\n",
       " 'Bourbonnais,',\n",
       " 'all.[63]',\n",
       " 'begonia,',\n",
       " 'Poinsettia',\n",
       " 'aloe',\n",
       " 'vera.[64]',\n",
       " 'ailments',\n",
       " 'elbow',\n",
       " 'hip',\n",
       " 'dysplasia,',\n",
       " 'blindness,',\n",
       " 'deafness,',\n",
       " 'pulmonic',\n",
       " 'stenosis,',\n",
       " 'cleft',\n",
       " 'palate,',\n",
       " 'trick',\n",
       " 'knees.',\n",
       " 'conditions',\n",
       " 'affecting',\n",
       " 'pyometra,',\n",
       " 'unspayed',\n",
       " 'ages,',\n",
       " 'gastric',\n",
       " 'dilatation',\n",
       " 'volvulus',\n",
       " '(bloat),',\n",
       " 'affects',\n",
       " 'deep-chested',\n",
       " 'conditions,',\n",
       " 'rapidly.',\n",
       " 'fleas,',\n",
       " 'ticks,',\n",
       " 'mites,',\n",
       " 'hookworms,',\n",
       " 'tapeworms,',\n",
       " 'roundworms,',\n",
       " 'heartworms.',\n",
       " 'ingestibles',\n",
       " 'solids',\n",
       " '(theobromine',\n",
       " 'poisoning),',\n",
       " 'onion',\n",
       " '(thiosulphate,',\n",
       " 'sulfoxide',\n",
       " 'disulfide',\n",
       " 'poisoning),[65]',\n",
       " 'grapes',\n",
       " 'raisins,',\n",
       " 'macadamia',\n",
       " 'nuts,',\n",
       " 'xylitol,[66]',\n",
       " 'ingested',\n",
       " 'materials.[67][68]',\n",
       " 'nicotine',\n",
       " 'tobacco',\n",
       " 'dangerous.',\n",
       " 'scavenging',\n",
       " 'garbage',\n",
       " 'ashtrays;',\n",
       " 'cigars',\n",
       " 'cigarettes.',\n",
       " 'Signs',\n",
       " 'vomiting',\n",
       " '(e.g.,',\n",
       " 'cigar',\n",
       " 'butts)',\n",
       " 'diarrhea.',\n",
       " 'abdominal',\n",
       " 'coordination,',\n",
       " 'collapse,',\n",
       " 'death.[69]',\n",
       " 'ingestion',\n",
       " 'chocolate.',\n",
       " 'Theobromine',\n",
       " 'breaking',\n",
       " 'chemical,',\n",
       " 'slow',\n",
       " 'fatal,',\n",
       " 'diabetes,',\n",
       " 'dental',\n",
       " 'heart',\n",
       " 'disease,',\n",
       " 'epilepsy,',\n",
       " 'hypothyroidism,',\n",
       " 'arthritis.[70]',\n",
       " 'information:',\n",
       " 'mixed-breed',\n",
       " 'terrier.',\n",
       " 'Mixed-breed',\n",
       " 'run',\n",
       " 'faster',\n",
       " 'pure-bred',\n",
       " 'parents',\n",
       " '(See',\n",
       " 'heterosis)',\n",
       " '2013,',\n",
       " '1.2',\n",
       " 'pure',\n",
       " 'body-weight',\n",
       " 'negatively',\n",
       " 'correlated',\n",
       " 'longevity',\n",
       " '(i.e.',\n",
       " 'lifespan).[71]',\n",
       " 'typical',\n",
       " 'median',\n",
       " 'longevity,',\n",
       " 'died',\n",
       " 'alive,',\n",
       " 'years.[72][73][74][75]',\n",
       " 'Individual',\n",
       " 'beyond',\n",
       " 'shortest',\n",
       " '(among',\n",
       " 'questionnaire',\n",
       " 'reasonable',\n",
       " 'sample',\n",
       " 'size)',\n",
       " 'Dogue',\n",
       " 'de',\n",
       " 'Bordeaux,',\n",
       " 'Miniature',\n",
       " 'Bull',\n",
       " 'Terriers,',\n",
       " 'Bloodhounds,',\n",
       " 'Wolfhounds',\n",
       " 'short-lived,',\n",
       " 'longevities',\n",
       " 'years.[75]',\n",
       " 'longest-lived',\n",
       " 'Toy',\n",
       " 'Poodles,',\n",
       " 'Japanese',\n",
       " 'Spitz,',\n",
       " 'Border',\n",
       " 'Tibetan',\n",
       " 'Spaniels,',\n",
       " 'sizes,',\n",
       " 'averaged.[73][74][75][76]',\n",
       " '\"Bluey\",',\n",
       " '1939',\n",
       " 'claimed',\n",
       " '29.5',\n",
       " 'old',\n",
       " 'death.',\n",
       " 'December',\n",
       " '2011,',\n",
       " 'Pusuke,',\n",
       " 'Guinness',\n",
       " 'Book',\n",
       " 'Records,',\n",
       " 'aged',\n",
       " '26',\n",
       " 'months.[77]',\n",
       " 'Canine',\n",
       " 'begins',\n",
       " 'happen',\n",
       " 'twelve',\n",
       " 'females,[16][78]',\n",
       " 'delayed',\n",
       " 'breeds.',\n",
       " 'estrous',\n",
       " 'cycle.',\n",
       " 'cycles',\n",
       " 'semiannually,',\n",
       " 'prepares',\n",
       " 'pregnancy.',\n",
       " 'peak',\n",
       " 'cycle,',\n",
       " 'come',\n",
       " 'estrus,',\n",
       " 'mentally',\n",
       " 'physically',\n",
       " 'receptive',\n",
       " 'copulation.[16]',\n",
       " 'ova',\n",
       " 'fertilized',\n",
       " 'week',\n",
       " 'ovulation,',\n",
       " 'male.[16]',\n",
       " 'Fertilization',\n",
       " '2-5',\n",
       " 'ovulation;',\n",
       " '14-16',\n",
       " 'embryo',\n",
       " 'attaches',\n",
       " 'uterus,',\n",
       " '7-8',\n",
       " 'beat',\n",
       " 'detectable.[79][80]',\n",
       " 'bear',\n",
       " '58',\n",
       " '68',\n",
       " 'fertilization,[16][81]',\n",
       " '63',\n",
       " 'vary.',\n",
       " 'consists',\n",
       " 'puppies,[82]',\n",
       " 'general,',\n",
       " 'litter,',\n",
       " 'twelve.',\n",
       " 'acquired',\n",
       " 'interfere',\n",
       " 'reproduction.',\n",
       " 'Male',\n",
       " 'Bulldogs,',\n",
       " 'mounting',\n",
       " 'breed,',\n",
       " 'artificially',\n",
       " 'inseminated',\n",
       " 'reproduce.[83]',\n",
       " 'Sri',\n",
       " 'Lanka',\n",
       " 'sterilization',\n",
       " 'removal',\n",
       " \"male's\",\n",
       " 'testicles',\n",
       " 'ovaries',\n",
       " 'procreate',\n",
       " 'drive.',\n",
       " 'overpopulation',\n",
       " 'agencies,',\n",
       " 'American',\n",
       " 'Society',\n",
       " 'Prevention',\n",
       " 'Cruelty',\n",
       " '(ASPCA),',\n",
       " 'advise',\n",
       " 'intended',\n",
       " 'undesired',\n",
       " 'euthanized.[84]',\n",
       " '3-4',\n",
       " 'put',\n",
       " 'confined',\n",
       " 'cages',\n",
       " 'shelters',\n",
       " 'homes.',\n",
       " 'castrating',\n",
       " 'helps',\n",
       " 'down.[85]',\n",
       " 'Local',\n",
       " 'humane',\n",
       " 'societies,',\n",
       " 'SPCAs,',\n",
       " 'protection',\n",
       " 'urge',\n",
       " 'neuter',\n",
       " 'purchasing',\n",
       " 'them.',\n",
       " 'hypersexuality,',\n",
       " 'dogs.[86]',\n",
       " 'Spayed',\n",
       " 'ovaries,',\n",
       " 'organs.[87]',\n",
       " 'urinary',\n",
       " 'incontinence',\n",
       " 'dogs,[88]',\n",
       " 'prostate',\n",
       " 'cancer',\n",
       " 'males,[89]',\n",
       " 'osteosarcoma,',\n",
       " 'hemangiosarcoma,',\n",
       " 'cruciate',\n",
       " 'ligament',\n",
       " 'rupture,',\n",
       " 'obesity,',\n",
       " 'diabetes',\n",
       " 'mellitus',\n",
       " 'sex.[90]',\n",
       " 'half-',\n",
       " 'siblings).[91]',\n",
       " '(Bernese',\n",
       " 'basset',\n",
       " 'Cairn',\n",
       " 'terrier,',\n",
       " 'Epagneul',\n",
       " 'Breton,',\n",
       " 'Shepherd',\n",
       " 'Leonberger,',\n",
       " 'Highland',\n",
       " 'terrier)',\n",
       " 'inbreeding',\n",
       " 'decreases',\n",
       " 'survival.[92]',\n",
       " 'analysis',\n",
       " '42,855',\n",
       " 'dachshund',\n",
       " 'litters,',\n",
       " 'coefficient',\n",
       " 'percentage',\n",
       " 'stillborn',\n",
       " 'indicating',\n",
       " 'depression.[93]',\n",
       " '22%',\n",
       " 'boxer',\n",
       " 'die',\n",
       " 'reaching',\n",
       " 'age.[94]',\n",
       " 'Stillbirth',\n",
       " 'frequent',\n",
       " 'death,',\n",
       " 'infection.',\n",
       " 'Mortality',\n",
       " 'infection',\n",
       " 'inbreeding.[94]',\n",
       " 'expression',\n",
       " 'homozygous',\n",
       " 'deleterious',\n",
       " 'recessive',\n",
       " 'mutations.[95]',\n",
       " 'Outcrossing',\n",
       " 'unrelated',\n",
       " 'individuals,',\n",
       " 'beneficial',\n",
       " 'masking',\n",
       " 'progeny.[96]',\n",
       " 'perceive',\n",
       " 'knowledge',\n",
       " 'applying',\n",
       " 'solve',\n",
       " 'inference.',\n",
       " 'Rico',\n",
       " 'showed',\n",
       " 'knew',\n",
       " 'labels',\n",
       " 'items.',\n",
       " 'inferred',\n",
       " 'exclusion',\n",
       " 'learning',\n",
       " 'retrieved',\n",
       " 'immediately',\n",
       " 'exposure.',\n",
       " 'advanced',\n",
       " 'memory',\n",
       " 'documented',\n",
       " 'capabilities',\n",
       " 'border',\n",
       " 'collie,',\n",
       " '\"Chaser\",',\n",
       " 'learned',\n",
       " 'verbal',\n",
       " 'command',\n",
       " '1,000',\n",
       " 'words.',\n",
       " 'read',\n",
       " 'react',\n",
       " 'appropriately',\n",
       " 'language',\n",
       " 'gesturing',\n",
       " 'pointing,',\n",
       " 'understand',\n",
       " 'voice',\n",
       " 'commands.',\n",
       " 'demonstrate',\n",
       " 'theory',\n",
       " 'mind',\n",
       " 'engaging',\n",
       " 'deception.',\n",
       " 'experimental',\n",
       " 'compelling',\n",
       " 'dingos',\n",
       " 'outperform',\n",
       " 'non-social',\n",
       " 'problem-solving,',\n",
       " 'lost',\n",
       " 'problem-solving',\n",
       " 'abilities',\n",
       " 'joined',\n",
       " 'humans.[97]',\n",
       " 'indicated',\n",
       " 'training',\n",
       " 'manipulation',\n",
       " 'task,',\n",
       " 'insoluble',\n",
       " 'version',\n",
       " 'problem',\n",
       " 'look',\n",
       " 'human,',\n",
       " 'socialized',\n",
       " 'not.[98]',\n",
       " 'them.[99][100]',\n",
       " 'internally',\n",
       " 'coordinated',\n",
       " '(actions',\n",
       " 'inactions)',\n",
       " '(individuals',\n",
       " 'groups)',\n",
       " 'and/or',\n",
       " 'external',\n",
       " 'stimuli.[101]',\n",
       " '9,000-30,000',\n",
       " 'BCE,',\n",
       " 'minds',\n",
       " 'inevitably',\n",
       " 'shaped',\n",
       " 'evolution,',\n",
       " 'behaviors.[17]',\n",
       " 'scientists',\n",
       " 'uncovered',\n",
       " 'surprising',\n",
       " 'social-cognitive',\n",
       " 'possessed',\n",
       " 'nor',\n",
       " 'intelligent',\n",
       " 'apes',\n",
       " 'parallel',\n",
       " 'children.[102]',\n",
       " 'Traits',\n",
       " 'modifications',\n",
       " 'Williams-Beuren',\n",
       " 'syndrome',\n",
       " 'hypersociability',\n",
       " 'expense',\n",
       " 'solving',\n",
       " 'ability.[103]',\n",
       " '\"speak\"',\n",
       " 'messages',\n",
       " 'send',\n",
       " 'translate',\n",
       " 'ideas',\n",
       " 'transmit.[104]:xii',\n",
       " 'gaze,',\n",
       " 'expression,',\n",
       " 'vocalization,',\n",
       " 'movements',\n",
       " 'limbs)',\n",
       " 'gustatory',\n",
       " '(scents,',\n",
       " ...]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "left=in_a_not_in_b(dogdict,catdict)\n",
    "left"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Cat',\n",
       " 'cat',\n",
       " 'pet.',\n",
       " 'family,',\n",
       " 'Felidae.',\n",
       " '(disambiguation)',\n",
       " 'Cats',\n",
       " 'technical',\n",
       " 'reasons,',\n",
       " '\"Cat',\n",
       " '#1\"',\n",
       " 'album,',\n",
       " '(album).',\n",
       " 'cat[1]',\n",
       " 'poster',\n",
       " '1.jpg',\n",
       " 'Various',\n",
       " 'Feliformia',\n",
       " 'Felidae',\n",
       " 'Felis',\n",
       " 'F.',\n",
       " 'silvestris',\n",
       " 's.',\n",
       " 'catus',\n",
       " 'Linnaeus,',\n",
       " '1758[2]',\n",
       " '(original',\n",
       " 'combination)[3]',\n",
       " 'domestica',\n",
       " '(invalid',\n",
       " 'synonym)[4]',\n",
       " 'cat[1][5]',\n",
       " '(Felis',\n",
       " 'catus)',\n",
       " 'small,',\n",
       " 'furry,',\n",
       " 'carnivorous',\n",
       " 'mammal.',\n",
       " 'house',\n",
       " 'cats[6]',\n",
       " 'indoor',\n",
       " 'simply',\n",
       " 'need',\n",
       " 'felids',\n",
       " 'felines.',\n",
       " 'valued',\n",
       " 'vermin.',\n",
       " 'seventy',\n",
       " 'registries.',\n",
       " 'similar',\n",
       " 'felids,',\n",
       " 'flexible',\n",
       " 'body,',\n",
       " 'quick',\n",
       " 'reflexes,',\n",
       " 'sharp',\n",
       " 'retractable',\n",
       " 'claws,',\n",
       " 'adapted',\n",
       " 'killing',\n",
       " 'prey.',\n",
       " 'crepuscular',\n",
       " 'ecological',\n",
       " 'niche.',\n",
       " 'hear',\n",
       " 'sounds',\n",
       " 'too',\n",
       " 'faint',\n",
       " 'frequency',\n",
       " 'ears,',\n",
       " 'mice',\n",
       " 'animals.',\n",
       " 'near',\n",
       " 'darkness.',\n",
       " 'Like',\n",
       " 'poorer',\n",
       " 'Cats,',\n",
       " 'despite',\n",
       " 'solitary',\n",
       " 'hunters,',\n",
       " 'vocalizations',\n",
       " '(mewing,',\n",
       " 'purring,',\n",
       " 'trilling,',\n",
       " 'hissing,',\n",
       " 'growling,',\n",
       " 'grunting),',\n",
       " 'cat-specific',\n",
       " 'language.[7]',\n",
       " 'rate.[8]',\n",
       " 'Under',\n",
       " 'controlled',\n",
       " 'registered',\n",
       " 'pedigree',\n",
       " 'hobby',\n",
       " 'fancy.',\n",
       " 'Failure',\n",
       " 'neutering,',\n",
       " 'abandonment',\n",
       " 'resulted',\n",
       " 'worldwide,',\n",
       " 'requiring',\n",
       " 'control.[9]',\n",
       " \"cats'\",\n",
       " 'native',\n",
       " 'range,',\n",
       " 'contributed,',\n",
       " 'destruction',\n",
       " 'factors,',\n",
       " 'extinction',\n",
       " 'bird',\n",
       " 'extirpate',\n",
       " 'contributed',\n",
       " 'isolated',\n",
       " 'island',\n",
       " 'populations.[10]',\n",
       " '33',\n",
       " 'birds,',\n",
       " 'makes',\n",
       " 'otherwise',\n",
       " 'suitable',\n",
       " 'locations',\n",
       " 'unsuitable',\n",
       " 'attempted',\n",
       " 'reintroduction.[11]',\n",
       " 'venerated',\n",
       " 'Egypt,',\n",
       " 'there,[12]',\n",
       " 'instances',\n",
       " 'Neolithic',\n",
       " '9,500',\n",
       " 'ago',\n",
       " '(7,500',\n",
       " 'BC).[13]',\n",
       " '2007[14]',\n",
       " 'concluded',\n",
       " 'descended',\n",
       " 'Near',\n",
       " 'wildcats,',\n",
       " 'diverged',\n",
       " '8,000',\n",
       " 'BC',\n",
       " 'East.[12][15]',\n",
       " '2016',\n",
       " 'leopard',\n",
       " 'China',\n",
       " '5,500',\n",
       " 'line',\n",
       " 'leaves',\n",
       " 'trace',\n",
       " 'today.[16][17]',\n",
       " '2017',\n",
       " 'confirmed',\n",
       " 'descendants',\n",
       " 'farmers',\n",
       " '9,000',\n",
       " 'ago.[18][19]',\n",
       " '2007',\n",
       " 'owned,',\n",
       " 'freshwater',\n",
       " 'fish.[20]',\n",
       " '2010',\n",
       " 'UK,',\n",
       " 'fish',\n",
       " 'owned.[21]',\n",
       " 'evolution',\n",
       " 'etymology',\n",
       " '3.1',\n",
       " '3.2',\n",
       " 'Physiology',\n",
       " '3.2.1',\n",
       " 'Nutrition',\n",
       " '3.4',\n",
       " '3.4.1',\n",
       " 'Diseases',\n",
       " '3.4.1.1',\n",
       " 'degeneration',\n",
       " '3.4.2',\n",
       " 'Poisoning',\n",
       " '3.5',\n",
       " 'Genetics',\n",
       " '4.1',\n",
       " 'Sociability',\n",
       " '4.2',\n",
       " '4.3',\n",
       " 'Grooming',\n",
       " '4.4',\n",
       " 'Fighting',\n",
       " '4.6',\n",
       " 'Play',\n",
       " '4.7',\n",
       " 'Habitats',\n",
       " 'Feral',\n",
       " 'Impact',\n",
       " 'birds',\n",
       " 'Interaction',\n",
       " 'cafe',\n",
       " 'Ailurophobia',\n",
       " '6.4',\n",
       " '6.5',\n",
       " 'Infections',\n",
       " 'transmitted',\n",
       " '6.6',\n",
       " 'History',\n",
       " '6.6.1',\n",
       " 'Superstitions',\n",
       " 'burning',\n",
       " 'wildcat,',\n",
       " 'whose',\n",
       " 'covers',\n",
       " 'portions',\n",
       " 'westward',\n",
       " 'Atlantic',\n",
       " 'coast',\n",
       " 'Africa.[22][23]',\n",
       " 'Between',\n",
       " '70,000',\n",
       " '100,000',\n",
       " 'gave',\n",
       " 'lineage',\n",
       " 'produced',\n",
       " 'cats,[24]',\n",
       " 'wildcat',\n",
       " 'rapidly',\n",
       " 'evolving',\n",
       " 'share',\n",
       " '10-15',\n",
       " 'ago[25]',\n",
       " 'lions,',\n",
       " 'tigers,',\n",
       " 'cougars',\n",
       " 'Felis,',\n",
       " 'containing',\n",
       " '(depending',\n",
       " 'upon',\n",
       " 'scheme).[1][26]',\n",
       " 'Members',\n",
       " 'worldwide',\n",
       " 'jungle',\n",
       " 'chaus)',\n",
       " 'southeast',\n",
       " 'Asia,',\n",
       " 'European',\n",
       " '(F.',\n",
       " 'silvestris),',\n",
       " 'African',\n",
       " 'lybica),',\n",
       " 'bieti),',\n",
       " 'Arabian',\n",
       " 'sand',\n",
       " 'margarita),',\n",
       " 'others.[27]',\n",
       " 'Carl',\n",
       " '10th',\n",
       " '1758.[1][2]',\n",
       " 'phylogenetics,',\n",
       " 'silvestris.[1][28][29]',\n",
       " 'usage',\n",
       " 'terms,',\n",
       " 'name,',\n",
       " 'catus.[1][28][29]',\n",
       " 'Wildcats',\n",
       " 'catus,[29]',\n",
       " 'wildcats',\n",
       " 'silvestris.[30]',\n",
       " 'catus.',\n",
       " 'Sometimes,',\n",
       " 'domesticus[31]',\n",
       " 'naturalist',\n",
       " 'J.C.P.',\n",
       " 'Erxleben',\n",
       " '1777,[32]',\n",
       " 'valid',\n",
       " 'rarely',\n",
       " 'literature.[33]',\n",
       " 'Transcaucasian',\n",
       " 'black',\n",
       " 'daemon',\n",
       " '(Satunin',\n",
       " '1904)',\n",
       " 'cat.[34]',\n",
       " 'All',\n",
       " '6-7',\n",
       " 'East).[35]',\n",
       " 'exact',\n",
       " 'uncertain,[36][37]',\n",
       " 'e.g.',\n",
       " '(under',\n",
       " 'bieti)',\n",
       " 'lybica.[28][36]',\n",
       " 'Egyptian',\n",
       " 'sculpture',\n",
       " 'Bastet.',\n",
       " 'felines',\n",
       " 'deities',\n",
       " '3100',\n",
       " 'comparison',\n",
       " 'undergone',\n",
       " 'process,',\n",
       " 'radically',\n",
       " 'perfectly',\n",
       " 'surviving',\n",
       " 'wild.[38][39]',\n",
       " 'Fully',\n",
       " 'interbreed',\n",
       " 'populations,[40]',\n",
       " 'producing',\n",
       " 'hybrids',\n",
       " 'Kellas',\n",
       " 'cat.',\n",
       " 'limited',\n",
       " 'hybridisation',\n",
       " 'notably',\n",
       " 'cat.[41]',\n",
       " 'Several',\n",
       " 'predisposed',\n",
       " 'pets.[39]',\n",
       " 'nature,',\n",
       " 'obvious',\n",
       " 'language,',\n",
       " 'love',\n",
       " 'intelligence.[42]:12-17',\n",
       " 'felid',\n",
       " 'inborn',\n",
       " 'tendency',\n",
       " 'towards',\n",
       " 'tameness.[39]',\n",
       " 'mutualistic',\n",
       " 'commensal',\n",
       " 'main',\n",
       " 'theories',\n",
       " 'domesticated.',\n",
       " 'one,',\n",
       " 'deliberately',\n",
       " 'tamed',\n",
       " 'useful',\n",
       " 'vermin.[43]',\n",
       " 'criticized',\n",
       " 'implausible,',\n",
       " 'reward',\n",
       " 'effort',\n",
       " 'little;',\n",
       " 'carry',\n",
       " 'commands',\n",
       " 'eat',\n",
       " 'rodents,',\n",
       " 'ferrets',\n",
       " 'terriers',\n",
       " 'pests.[28]',\n",
       " 'idea',\n",
       " 'tolerated',\n",
       " 'selection,',\n",
       " 'vermin',\n",
       " 'towns',\n",
       " 'villages.[28]',\n",
       " '(Old',\n",
       " 'catt)',\n",
       " 'counterparts',\n",
       " 'Germanic',\n",
       " 'Katze),',\n",
       " '*katton-,',\n",
       " 'controversial.',\n",
       " 'borrowing',\n",
       " 'cattus',\n",
       " 'cat\",',\n",
       " 'catta',\n",
       " '(used',\n",
       " '75',\n",
       " 'AD',\n",
       " 'Martial),[44][45]',\n",
       " 'compare',\n",
       " 'Byzantine',\n",
       " '_____,',\n",
       " 'Portuguese',\n",
       " 'Spanish',\n",
       " 'gato,',\n",
       " 'chat,',\n",
       " 'Maltese',\n",
       " 'qattus,',\n",
       " 'Lithuanian',\n",
       " 'kate,',\n",
       " 'Church',\n",
       " 'Slavonic',\n",
       " 'kot_',\n",
       " '(kotka),',\n",
       " 'others.[46]',\n",
       " 'Afro-Asiatic',\n",
       " 'presented',\n",
       " 'Many',\n",
       " 'references',\n",
       " '\"Berber\"',\n",
       " '(Kabyle)',\n",
       " 'kaddiska',\n",
       " '\"wildcat\"',\n",
       " '\"Nubian',\n",
       " 'kadis\"',\n",
       " 'sources',\n",
       " 'cognates,',\n",
       " 'M.',\n",
       " 'Lionel',\n",
       " 'Bender',\n",
       " 'says',\n",
       " 'Nubian',\n",
       " 'loan',\n",
       " 'Arabic',\n",
       " '______',\n",
       " 'qitta.[47]',\n",
       " 'Jean-Paul',\n",
       " 'Savignac',\n",
       " 'precursor',\n",
       " 'Coptic',\n",
       " '___',\n",
       " '(sau)',\n",
       " '\"tomcat\"',\n",
       " 'feminine',\n",
       " 'suffixed',\n",
       " '-t,[48]',\n",
       " 'John',\n",
       " 'Huehnergard',\n",
       " '[...]',\n",
       " 'itself,',\n",
       " 'analogous',\n",
       " 'attested.\"[47]',\n",
       " 'opines',\n",
       " '\"equally',\n",
       " 'might',\n",
       " 'imported',\n",
       " 'thence',\n",
       " 'Syriac',\n",
       " 'Arabic\".',\n",
       " 'Guus',\n",
       " 'Kroonen',\n",
       " 'considers',\n",
       " '(due',\n",
       " 'alternations)',\n",
       " 'Northern',\n",
       " 'Europe,',\n",
       " 'borrowed',\n",
       " 'Uralic,',\n",
       " 'cf.',\n",
       " 'Sami',\n",
       " 'gadfe',\n",
       " '\"female',\n",
       " 'stoat\"',\n",
       " 'Hungarian',\n",
       " 'holgy',\n",
       " '\"stoat;',\n",
       " 'lady,',\n",
       " 'bride\"',\n",
       " 'Proto-Uralic',\n",
       " '*kadwa',\n",
       " '(of',\n",
       " 'animal)\".[49]',\n",
       " 'case,',\n",
       " 'classic',\n",
       " 'case',\n",
       " 'Wanderwort.',\n",
       " 'puss',\n",
       " '(extended',\n",
       " 'pussy',\n",
       " 'pussycat).',\n",
       " 'Attested',\n",
       " 'Dutch',\n",
       " 'poes',\n",
       " 'Low',\n",
       " 'puuskatte,',\n",
       " 'Swedish',\n",
       " 'kattepus,',\n",
       " 'Norwegian',\n",
       " 'pus,',\n",
       " 'pusekatt.',\n",
       " 'Similar',\n",
       " 'exist',\n",
       " 'puize',\n",
       " 'puisin',\n",
       " 'puiscin.',\n",
       " 'unknown,',\n",
       " 'arisen',\n",
       " 'sound',\n",
       " 'attract',\n",
       " 'cat.[50][51]',\n",
       " 'clowder',\n",
       " 'glaring,[52]',\n",
       " 'tom',\n",
       " 'tomcat[53]',\n",
       " 'gib,[54]',\n",
       " 'if',\n",
       " 'neutered),',\n",
       " 'unaltered',\n",
       " 'queen,[55]',\n",
       " 'juvenile',\n",
       " 'kitten.',\n",
       " 'progenitor',\n",
       " 'cat,',\n",
       " 'pedigreed',\n",
       " 'sire,[56]',\n",
       " 'dam.[57]',\n",
       " 'English,',\n",
       " 'kitten',\n",
       " 'interchangeable',\n",
       " 'obsolete',\n",
       " 'catling.[58]',\n",
       " 'ancestry',\n",
       " 'fancier',\n",
       " 'organization.',\n",
       " 'contains',\n",
       " 'exhibited',\n",
       " 'cats.',\n",
       " 'unrecorded,',\n",
       " 'short-haired',\n",
       " 'long-haired',\n",
       " 'cats,',\n",
       " 'type,',\n",
       " 'random-bred,',\n",
       " 'moggies',\n",
       " '(chiefly',\n",
       " 'British),',\n",
       " 'breeding)',\n",
       " 'mongrels',\n",
       " 'mutt-cats.',\n",
       " 'ancestral',\n",
       " 'descended,',\n",
       " 'completely',\n",
       " '(being',\n",
       " 'species),',\n",
       " 'intermediate',\n",
       " 'stages',\n",
       " 'entirely',\n",
       " 'other.',\n",
       " 'semiferal',\n",
       " 'outdoor',\n",
       " 'individual,',\n",
       " 'fed',\n",
       " 'households.',\n",
       " 'habitation',\n",
       " 'forage',\n",
       " 'wary',\n",
       " 'interaction.[40]',\n",
       " 'Diagram',\n",
       " 'weighing',\n",
       " '(9',\n",
       " 'lb).[36]',\n",
       " 'Maine',\n",
       " 'Coon,',\n",
       " 'occasionally',\n",
       " 'exceed',\n",
       " '(24',\n",
       " 'lb).',\n",
       " 'Conversely,',\n",
       " '(4',\n",
       " 'lb),',\n",
       " 'reported.[59]',\n",
       " '21',\n",
       " '(50',\n",
       " 'lb).[60]',\n",
       " 'ever',\n",
       " 'officially',\n",
       " '(2',\n",
       " 'lighter',\n",
       " 'access',\n",
       " 'Boston',\n",
       " 'area,',\n",
       " 'weigh',\n",
       " '(7',\n",
       " 'lb).[61]',\n",
       " '23-25',\n",
       " '(9-10',\n",
       " '46',\n",
       " '(18',\n",
       " 'head/body',\n",
       " '(males',\n",
       " 'females),',\n",
       " 'averaging',\n",
       " '30',\n",
       " '(12',\n",
       " 'length.[62]',\n",
       " 'cervical',\n",
       " 'vertebrae,',\n",
       " 'mammals;',\n",
       " 'thoracic',\n",
       " 'vertebrae',\n",
       " '(humans',\n",
       " '12);',\n",
       " 'lumbar',\n",
       " 'five);',\n",
       " 'sacral',\n",
       " 'caudal',\n",
       " 'five',\n",
       " 'coccyx).[63]:11',\n",
       " 'extra',\n",
       " \"cat's\",\n",
       " 'spinal',\n",
       " 'mobility',\n",
       " 'flexibility.',\n",
       " 'Attached',\n",
       " 'spine',\n",
       " 'ribs,',\n",
       " 'pelvis.[63]',\n",
       " ':16',\n",
       " 'arms,',\n",
       " 'forelimbs',\n",
       " 'attached',\n",
       " 'shoulder',\n",
       " 'free-floating',\n",
       " 'clavicle',\n",
       " 'bones',\n",
       " 'allow',\n",
       " 'pass',\n",
       " 'space',\n",
       " 'head.[64]',\n",
       " 'skull',\n",
       " 'unusual',\n",
       " 'sockets',\n",
       " 'specialized',\n",
       " 'jaw.[65]:35',\n",
       " 'jaw,',\n",
       " 'tearing',\n",
       " 'meat.',\n",
       " 'When',\n",
       " 'overpowers',\n",
       " 'delivers',\n",
       " 'lethal',\n",
       " 'teeth,',\n",
       " 'inserting',\n",
       " \"prey's\",\n",
       " 'severing',\n",
       " 'cord,',\n",
       " 'causing',\n",
       " 'irreversible',\n",
       " 'paralysis',\n",
       " 'death.[66]',\n",
       " 'felines,',\n",
       " 'narrowly',\n",
       " 'spaced',\n",
       " 'adaptation',\n",
       " 'preferred',\n",
       " 'vertebrae.[66]',\n",
       " 'premolar',\n",
       " 'molar',\n",
       " 'together',\n",
       " 'compose',\n",
       " 'carnassial',\n",
       " 'pair',\n",
       " 'mouth,',\n",
       " 'efficiently',\n",
       " 'shears',\n",
       " 'pieces,',\n",
       " 'scissors.',\n",
       " 'feeding,',\n",
       " 'molars',\n",
       " 'chew',\n",
       " 'effectively,',\n",
       " 'mastication.[65]:37',\n",
       " 'decay',\n",
       " 'protective',\n",
       " 'enamel,',\n",
       " 'damaging',\n",
       " 'saliva,',\n",
       " 'retention',\n",
       " 'particles',\n",
       " 'devoid',\n",
       " 'sugar,',\n",
       " 'nonetheless',\n",
       " 'subject',\n",
       " 'tooth',\n",
       " 'infection.[67]',\n",
       " 'digitigrades.',\n",
       " 'walk',\n",
       " 'toes,',\n",
       " 'lower',\n",
       " 'visible',\n",
       " 'leg.[68]',\n",
       " 'precisely',\n",
       " 'register;',\n",
       " 'hind',\n",
       " 'paw',\n",
       " '(almost)',\n",
       " 'print',\n",
       " 'fore',\n",
       " 'paw,',\n",
       " 'minimizing',\n",
       " 'noise',\n",
       " 'tracks.',\n",
       " 'provides',\n",
       " 'sure',\n",
       " 'footing',\n",
       " 'navigate',\n",
       " 'rough',\n",
       " 'terrain.',\n",
       " 'walk,',\n",
       " '\"pacing\"',\n",
       " 'gait;',\n",
       " 'move',\n",
       " 'legs',\n",
       " 'side.',\n",
       " 'shared',\n",
       " 'camels',\n",
       " 'giraffes.',\n",
       " 'speeds',\n",
       " 'trot,',\n",
       " '\"diagonal\"',\n",
       " 'gait,',\n",
       " 'lizards):',\n",
       " 'diagonally',\n",
       " 'opposite',\n",
       " 'simultaneously.[69]',\n",
       " 'Felidae,',\n",
       " 'protractable',\n",
       " 'claws.[70]',\n",
       " 'normal,',\n",
       " 'relaxed',\n",
       " 'position,',\n",
       " 'sheathed',\n",
       " \"paw's\",\n",
       " 'toe',\n",
       " 'pads.',\n",
       " 'keeps',\n",
       " 'preventing',\n",
       " 'ground',\n",
       " 'allows',\n",
       " 'silent',\n",
       " 'stalking',\n",
       " 'sharper',\n",
       " 'feet.[71]',\n",
       " 'voluntarily',\n",
       " 'paws.',\n",
       " 'self-defense,',\n",
       " 'climbing,',\n",
       " 'kneading,',\n",
       " 'traction',\n",
       " 'surfaces.',\n",
       " 'front',\n",
       " 'paws,',\n",
       " 'rear',\n",
       " 'paws.[72]',\n",
       " 'claw',\n",
       " 'dewclaw)',\n",
       " 'proximal',\n",
       " 'claws.',\n",
       " 'More',\n",
       " 'proximally',\n",
       " 'protrusion',\n",
       " 'appears',\n",
       " 'sixth',\n",
       " '\"finger\".',\n",
       " 'special',\n",
       " 'feature',\n",
       " 'inside',\n",
       " 'wrists,',\n",
       " 'carpal',\n",
       " 'pad,',\n",
       " 'function',\n",
       " 'walking,',\n",
       " 'antiskidding',\n",
       " 'device',\n",
       " 'jumping.',\n",
       " 'polydactyly',\n",
       " '(extra',\n",
       " 'toes',\n",
       " 'claws).[72]',\n",
       " 'northeast',\n",
       " 'America.[73]',\n",
       " 'physiology',\n",
       " 'studied;',\n",
       " 'resembles',\n",
       " 'displays',\n",
       " 'attributable',\n",
       " 'desert-dwelling',\n",
       " 'species.[31]',\n",
       " 'tolerate',\n",
       " 'quite',\n",
       " 'temperatures:',\n",
       " 'start',\n",
       " 'feel',\n",
       " 'uncomfortable',\n",
       " 'temperature',\n",
       " 'passes',\n",
       " '38',\n",
       " '_C',\n",
       " '(100',\n",
       " '_F),',\n",
       " 'discomfort',\n",
       " 'reaches',\n",
       " '52',\n",
       " '(126',\n",
       " '_F),[65]:46',\n",
       " 'temperatures',\n",
       " '56',\n",
       " '(133',\n",
       " '_F)',\n",
       " 'water.[74]',\n",
       " 'Normal',\n",
       " 'physiological',\n",
       " 'values[75]:330',\n",
       " 'Body',\n",
       " '38.6',\n",
       " '(101.5',\n",
       " 'Heart',\n",
       " '120-140',\n",
       " 'beats',\n",
       " 'minute',\n",
       " 'Breathing',\n",
       " '16-40',\n",
       " 'breaths',\n",
       " 'Thermograph',\n",
       " 'conserve',\n",
       " 'reducing',\n",
       " 'flow',\n",
       " 'lose',\n",
       " 'evaporation',\n",
       " 'mouths.',\n",
       " 'minimal',\n",
       " 'sweat,',\n",
       " 'glands',\n",
       " 'located',\n",
       " 'pads,[76]',\n",
       " 'pant',\n",
       " 'relief',\n",
       " 'temperatures[77]',\n",
       " '(but',\n",
       " 'stressed).',\n",
       " 'day;',\n",
       " 'circadian',\n",
       " 'rhythms',\n",
       " 'reflect',\n",
       " 'night.[78]:1',\n",
       " \"Cats'\",\n",
       " 'comparatively',\n",
       " 'dry',\n",
       " 'concentrated,',\n",
       " 'water',\n",
       " 'possible.[31]',\n",
       " 'kidneys',\n",
       " 'efficient,',\n",
       " 'consisting',\n",
       " 'additional',\n",
       " 'water,[79]',\n",
       " 'rehydrate',\n",
       " 'drinking',\n",
       " 'seawater.[80][78]:29While',\n",
       " 'swim,',\n",
       " 'reluctant',\n",
       " 'leads',\n",
       " 'exhaustion.[81]',\n",
       " 'carnivores:',\n",
       " 'difficulty',\n",
       " 'digesting',\n",
       " 'plant',\n",
       " 'matter.[31]',\n",
       " 'contrast',\n",
       " 'omnivores',\n",
       " 'rats,',\n",
       " 'require',\n",
       " '4%',\n",
       " 'protein.[31]',\n",
       " 'gastrointestinal',\n",
       " 'tract',\n",
       " 'eating,',\n",
       " 'low',\n",
       " 'levels',\n",
       " 'digestive',\n",
       " 'enzymes',\n",
       " 'needed',\n",
       " 'carbohydrates.[82]',\n",
       " 'severely',\n",
       " 'limit',\n",
       " 'plant-derived',\n",
       " 'nutrients,',\n",
       " 'fatty',\n",
       " 'acids.[82]',\n",
       " 'meat-oriented',\n",
       " 'physiology,',\n",
       " 'vegetarian',\n",
       " 'vegan',\n",
       " 'marketed',\n",
       " 'supplemented',\n",
       " 'chemically',\n",
       " 'synthesized',\n",
       " 'taurine',\n",
       " 'attempts',\n",
       " 'complete',\n",
       " 'diet.',\n",
       " 'products',\n",
       " 'fail',\n",
       " 'require,[83]',\n",
       " 'pose',\n",
       " 'nutritional',\n",
       " 'deficiencies.[84]',\n",
       " 'veterinarians',\n",
       " 'expressed',\n",
       " 'concern',\n",
       " 'overfed.[85]',\n",
       " 'grass',\n",
       " 'occasionally.',\n",
       " 'explanation',\n",
       " 'folic',\n",
       " 'acid.',\n",
       " 'supply',\n",
       " 'fiber,',\n",
       " 'defecate',\n",
       " 'expel',\n",
       " 'harmful',\n",
       " 'material',\n",
       " 'vomit.[86]',\n",
       " 'unusually',\n",
       " 'constant',\n",
       " 'amino',\n",
       " 'arginine,',\n",
       " 'lacking',\n",
       " 'arginine',\n",
       " 'causes',\n",
       " 'marked',\n",
       " 'fatal.[87]',\n",
       " 'Arginine',\n",
       " 'essential',\n",
       " 'additive',\n",
       " 'aminotransferase',\n",
       " 'pyrroline-5-carboxylate',\n",
       " 'ornithine',\n",
       " 'citrulline',\n",
       " 'intestine.[88]',\n",
       " 'Citrulline',\n",
       " 'go',\n",
       " 'deficiency',\n",
       " 'it,',\n",
       " 'adequate',\n",
       " 'quantities',\n",
       " 'arginine.',\n",
       " 'urea',\n",
       " 'cycle',\n",
       " 'convert',\n",
       " 'component',\n",
       " 'ammonia',\n",
       " 'excreted',\n",
       " 'urine.',\n",
       " 'role,',\n",
       " 'build',\n",
       " 'hyperammonemia.[88]',\n",
       " 'symptoms',\n",
       " 'hyperammonemia',\n",
       " 'lethargy,',\n",
       " 'vomiting,',\n",
       " 'ataxia,',\n",
       " 'hyperesthesia',\n",
       " 'enough',\n",
       " 'induce',\n",
       " 'death',\n",
       " 'coma',\n",
       " 'matter',\n",
       " 'onset',\n",
       " 'fact',\n",
       " 'acids,',\n",
       " 'continue',\n",
       " 'catabolized',\n",
       " 'mass',\n",
       " 'excreted.',\n",
       " 'taurine,',\n",
       " 'macular',\n",
       " 'degeneration,',\n",
       " 'wherein',\n",
       " 'retina',\n",
       " 'slowly',\n",
       " 'breaks',\n",
       " 'down,',\n",
       " 'blindness.[31]',\n",
       " 'hepatic',\n",
       " 'cystinesulfinic',\n",
       " 'decarboxylase',\n",
       " 'cats.[89]',\n",
       " 'limits',\n",
       " 'biosynthesize',\n",
       " 'acids',\n",
       " 'ethionine',\n",
       " 'cysteine,',\n",
       " 'production',\n",
       " 'function.[89]',\n",
       " 'Deficiencies',\n",
       " 'compensated',\n",
       " 'feline',\n",
       " 'systems.[89]',\n",
       " 'abnormalities',\n",
       " 'developmental',\n",
       " 'issues',\n",
       " 'central',\n",
       " 'nervous',\n",
       " 'retina.[89]',\n",
       " 'vitamin',\n",
       " 'niacin',\n",
       " 'tryptophan',\n",
       " 'conversion',\n",
       " 'purposes.',\n",
       " 'competing',\n",
       " 'pathway',\n",
       " 'acetyl',\n",
       " 'coenzyme',\n",
       " '(acetyl-CoA),',\n",
       " 'deficient',\n",
       " 'supplementation.[90]',\n",
       " 'overactive',\n",
       " 'enzyme,',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "right=in_a_not_in_b(catdict,dogdict)\n",
    "right"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now lets write the output out to a file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_words_file=\"/Users/johnfunk/CloudStation/JupyterNotebooks/niece-python-lessons/data/common-words.txt\" #Mac\n",
    "#common_words_file=\"F:/CloudStation/JupyterNotebooks/niece-python-lessons/data/common-words.txt\" #Windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "write() argument must be str, not list",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-20-383f90b47252>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommon_words_file\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"w\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdogwords\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: write() argument must be str, not list"
     ]
    }
   ],
   "source": [
    "f = open(common_words_file,\"w\")\n",
    "dogwords=f.write(u)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dang - ok we've got to covert our list to a string\n",
    "probably want to add a new line at the end of each one so when we write it out we get 1 word per line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_words=str()\n",
    "for word in u:\n",
    "    common_words+=word+\"\\n\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open(common_words_file,\"w\")\n",
    "dogwords=f.write(common_words)\n",
    "f.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coding Assignment 1:\n",
    "Now based on what you've learned, write a standalone program that uses your text analytics module and two input files to output the common words between them to a file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment Assignment - remove little words:  (use Juytper notebook for this)\n",
    "using what we've learned so far pull out all the little words from your cat and dog files and create a new file only containing little words.   Then figure out how to use your in_a_not_in_b() function to remove all the little words.   Then re-run your analysis of dogs and cats so you only see the meaningfull words without all the litte words.\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coding Assignment 2:\n",
    "using what you learned from your experiement above - write a standalone program that uses your text analytics module and two  input files, plus a little-words file to output the common words between them without any little words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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