Tags to genres relations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "rdf_path = \"C:\\\\Users\\\\melania\\\\Documents\\\\Master-sеmester3\\\\Thesis - graph embeddings\\\\ontologies\\\\genre.rdf\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging the tags dataset to an ontology of genres. \n",
    "\n",
    "Merging a folksonomy (dataset of tags) to an formal domain ontology is a common method for word sense disambiguation of tags.     \n",
    "\n",
    "In this notebook, we link the tags to The CWRC Genre Ontology Specification 0.3: http://sparql.cwrc.ca/ontologies/genre-2019-07-09.html "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Link tags to genre instances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\melania\\Anaconda3\\envs\\rec-sys-test\\lib\\site-packages\\fuzzywuzzy\\fuzz.py:11: UserWarning: Using slow pure-python SequenceMatcher. Install python-Levenshtein to remove this warning\n",
      "  warnings.warn('Using slow pure-python SequenceMatcher. Install python-Levenshtein to remove this warning')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import json\n",
    "from fuzzywuzzy import fuzz\n",
    "from fuzzywuzzy import process\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ID schema (node2vec needs unique int IDs of nodes\n",
    "# - **[0, 100,000]** - Goodreads book IDs\n",
    "# - **[100,000 - 200,000]** - Tag IDs\n",
    "# - **[200,000 - 300,000]** - DBPedia Nodes\n",
    "# - **[1,000,000 - 1,100,000]** - Genre Nodes\n",
    "# - **[1,100,000 - ....]** - Genre Classes Nodes\n",
    "TAGS_ID_BEGIN = 100000\n",
    "GENRES_ID_BEGIN = 1000000\n",
    "GENRE_CLASSES_ID_BEGIN = 1100000\n",
    "# Weight of the hard links\n",
    "HARD_WEIGHT = 1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Open genre instanses file and extract all genres\n",
    "with open(\"onto_files/all_genres.json\") as f:\n",
    "    data = json.load(f)\n",
    "genres = dict()\n",
    "for res in data['results']['bindings']: \n",
    "    genres[res['label']['value']] =  res['genre']['value']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'realist': 'http://sparql.cwrc.ca/ontologies/genre#realist',\n",
       " 'fairytale': 'http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       " 'guidebook': 'http://sparql.cwrc.ca/ontologies/genre#guidebook',\n",
       " 'treatise': 'http://sparql.cwrc.ca/ontologies/genre#treatise',\n",
       " 'novella': 'http://sparql.cwrc.ca/ontologies/genre#novella',\n",
       " 'polemic': 'http://sparql.cwrc.ca/ontologies/genre#polemic',\n",
       " 'magic realist': 'http://sparql.cwrc.ca/ontologies/genre#magicRealist',\n",
       " 'panegyric': 'http://sparql.cwrc.ca/ontologies/genre#panegyric',\n",
       " 'slave narrative': 'http://sparql.cwrc.ca/ontologies/genre#slaveNarrative',\n",
       " 'dramatic monologue': 'http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue',\n",
       " 'popular': 'http://sparql.cwrc.ca/ontologies/genre#popular',\n",
       " 'genealogy': 'http://sparql.cwrc.ca/ontologies/genre#genealogy',\n",
       " 'bergamasque': 'http://sparql.cwrc.ca/ontologies/genre#bergamasque',\n",
       " 'dissertation': 'http://sparql.cwrc.ca/ontologies/genre#dissertation',\n",
       " 'epitaph': 'http://sparql.cwrc.ca/ontologies/genre#epitaph',\n",
       " 'hagiography': 'http://sparql.cwrc.ca/ontologies/genre#hagiography',\n",
       " 'myth': 'http://sparql.cwrc.ca/ontologies/genre#myth',\n",
       " 'school fiction': 'http://sparql.cwrc.ca/ontologies/genre#schoolFiction',\n",
       " 'conversion narrative': 'http://sparql.cwrc.ca/ontologies/genre#conversionNarrative',\n",
       " 'drama': 'http://sparql.cwrc.ca/ontologies/genre#drama',\n",
       " 'sentimental': 'http://sparql.cwrc.ca/ontologies/genre#sentimental',\n",
       " 'bouts-rimÃ©s': 'http://sparql.cwrc.ca/ontologies/genre#boutsRimÃ©s',\n",
       " 'sequel': 'http://sparql.cwrc.ca/ontologies/genre#sequel',\n",
       " 'dream vision': 'http://sparql.cwrc.ca/ontologies/genre#dreamVision',\n",
       " 'philosophy': 'http://sparql.cwrc.ca/ontologies/genre#philosophy',\n",
       " 'answer': 'http://sparql.cwrc.ca/ontologies/genre#answer',\n",
       " 'oral history': 'http://sparql.cwrc.ca/ontologies/genre#oralHistory',\n",
       " 'allegory': 'http://sparql.cwrc.ca/ontologies/genre#allegory',\n",
       " 'fiction': 'http://sparql.cwrc.ca/ontologies/genre#fiction',\n",
       " 'letters from the dead to the living': 'http://sparql.cwrc.ca/ontologies/genre#lettersFromTheDeadToTheLiving',\n",
       " 'military': 'http://sparql.cwrc.ca/ontologies/genre#military',\n",
       " 'feminist theory': 'http://sparql.cwrc.ca/ontologies/genre#feministTheory',\n",
       " 'science fiction': 'http://sparql.cwrc.ca/ontologies/genre#scienceFiction',\n",
       " 'industrial novel': 'http://sparql.cwrc.ca/ontologies/genre#industrialNovel',\n",
       " 'translation': 'http://sparql.cwrc.ca/ontologies/genre#translation',\n",
       " 'theatre of cruelty': 'http://sparql.cwrc.ca/ontologies/genre#theatreOfCruelty',\n",
       " 'eclogue': 'http://sparql.cwrc.ca/ontologies/genre#eclogue',\n",
       " 'verse novel': 'http://sparql.cwrc.ca/ontologies/genre#verseNovel',\n",
       " 'temperance': 'http://sparql.cwrc.ca/ontologies/genre#temperance',\n",
       " 'pastoral': 'http://sparql.cwrc.ca/ontologies/genre#pastoral',\n",
       " 'haiku': 'http://sparql.cwrc.ca/ontologies/genre#haiku',\n",
       " 'tragedy': 'http://sparql.cwrc.ca/ontologies/genre#tragedy',\n",
       " 'sermon': 'http://sparql.cwrc.ca/ontologies/genre#sermon',\n",
       " 'bestiary': 'http://sparql.cwrc.ca/ontologies/genre#bestiary',\n",
       " 'comedy of intrigue': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfIntrigue',\n",
       " 'oratorio': 'http://sparql.cwrc.ca/ontologies/genre#oratorio',\n",
       " 'theatre of the absurd': 'http://sparql.cwrc.ca/ontologies/genre#theatreOfTheAbsurd',\n",
       " 'young adult writing': 'http://sparql.cwrc.ca/ontologies/genre#youngAdultWriting',\n",
       " 'performance poetry': 'http://sparql.cwrc.ca/ontologies/genre#performancePoetry',\n",
       " 'psalm': 'http://sparql.cwrc.ca/ontologies/genre#psalm',\n",
       " 'immigration': 'http://sparql.cwrc.ca/ontologies/genre#immigration',\n",
       " 'dialogue or debate': 'http://sparql.cwrc.ca/ontologies/genre#dialogueOrDebate',\n",
       " 'domestic': 'http://sparql.cwrc.ca/ontologies/genre#domestic',\n",
       " 'elegy': 'http://sparql.cwrc.ca/ontologies/genre#elegy',\n",
       " 'gardening': 'http://sparql.cwrc.ca/ontologies/genre#gardening',\n",
       " 'memoir': 'http://sparql.cwrc.ca/ontologies/genre#memoir',\n",
       " 'monologue': 'http://sparql.cwrc.ca/ontologies/genre#monologue',\n",
       " 'black comedy': 'http://sparql.cwrc.ca/ontologies/genre#blackComedy',\n",
       " 'encyclopaedia': 'http://sparql.cwrc.ca/ontologies/genre#encyclopaedia',\n",
       " 'lais': 'http://sparql.cwrc.ca/ontologies/genre#lais',\n",
       " 'harlequinade': 'http://sparql.cwrc.ca/ontologies/genre#harlequinade',\n",
       " 'closet drama': 'http://sparql.cwrc.ca/ontologies/genre#closetDrama',\n",
       " 'parable': 'http://sparql.cwrc.ca/ontologies/genre#parable',\n",
       " 'epic theatre': 'http://sparql.cwrc.ca/ontologies/genre#epicTheatre',\n",
       " 'literary romance': 'http://sparql.cwrc.ca/ontologies/genre#romance',\n",
       " 'orientalist': 'http://sparql.cwrc.ca/ontologies/genre#orientalist',\n",
       " 'detective': 'http://sparql.cwrc.ca/ontologies/genre#detective',\n",
       " 'robinsonades': 'http://sparql.cwrc.ca/ontologies/genre#robinsonades',\n",
       " 'essay': 'http://sparql.cwrc.ca/ontologies/genre#essay',\n",
       " 'novel': 'http://sparql.cwrc.ca/ontologies/genre#novel',\n",
       " 'one-act-play': 'http://sparql.cwrc.ca/ontologies/genre#oneActPlay',\n",
       " 'fabliau': 'http://sparql.cwrc.ca/ontologies/genre#fabliau',\n",
       " 'tract pamphlet': 'http://sparql.cwrc.ca/ontologies/genre#tractPamphlet',\n",
       " 'survey': 'http://sparql.cwrc.ca/ontologies/genre#survey',\n",
       " 'government report': 'http://sparql.cwrc.ca/ontologies/genre#governmentReport',\n",
       " 'conduct literature': 'http://sparql.cwrc.ca/ontologies/genre#conductLiterature',\n",
       " 'prayer': 'http://sparql.cwrc.ca/ontologies/genre#prayer',\n",
       " 'social science': 'http://sparql.cwrc.ca/ontologies/genre#socialScience',\n",
       " 'folk tale': 'http://sparql.cwrc.ca/ontologies/genre#folkTale',\n",
       " 'philosophical': 'http://sparql.cwrc.ca/ontologies/genre#philosophical',\n",
       " 'lyric': 'http://sparql.cwrc.ca/ontologies/genre#lyric',\n",
       " 'ballad': 'http://sparql.cwrc.ca/ontologies/genre#ballad',\n",
       " 'eulogy': 'http://sparql.cwrc.ca/ontologies/genre#eulogy',\n",
       " 'hymn': 'http://sparql.cwrc.ca/ontologies/genre#hymn',\n",
       " 'opera': 'http://sparql.cwrc.ca/ontologies/genre#opera',\n",
       " 'art criticism': 'http://sparql.cwrc.ca/ontologies/genre#artCriticism',\n",
       " 'profile of author': 'http://sparql.cwrc.ca/ontologies/genre#profileOfAuthor',\n",
       " 'epistle': 'http://sparql.cwrc.ca/ontologies/genre#epistle',\n",
       " 'bisexual fiction': 'http://sparql.cwrc.ca/ontologies/genre#bisexualFiction',\n",
       " 'biographical dictionary': 'http://sparql.cwrc.ca/ontologies/genre#biographicalDictionary',\n",
       " 'love': 'http://sparql.cwrc.ca/ontologies/genre#love',\n",
       " 'manual': 'http://sparql.cwrc.ca/ontologies/genre#manual',\n",
       " 'musicology': 'http://sparql.cwrc.ca/ontologies/genre#musicology',\n",
       " 'epic': 'http://sparql.cwrc.ca/ontologies/genre#epic',\n",
       " 'georgic': 'http://sparql.cwrc.ca/ontologies/genre#georgic',\n",
       " 'anagram': 'http://sparql.cwrc.ca/ontologies/genre#anagram',\n",
       " 'diary': 'http://sparql.cwrc.ca/ontologies/genre#diary',\n",
       " 'obituary': 'http://sparql.cwrc.ca/ontologies/genre#obituary',\n",
       " 'masque': 'http://sparql.cwrc.ca/ontologies/genre#masque',\n",
       " 'poetry': 'http://sparql.cwrc.ca/ontologies/genre#poetry',\n",
       " 'proletarian writing': 'http://sparql.cwrc.ca/ontologies/genre#proletarianWriting',\n",
       " 'gothic': 'http://sparql.cwrc.ca/ontologies/genre#gothic',\n",
       " 'national tale': 'http://sparql.cwrc.ca/ontologies/genre#nationalTale',\n",
       " 'short story': 'http://sparql.cwrc.ca/ontologies/genre#shortStory',\n",
       " 'captivity narrative': 'http://sparql.cwrc.ca/ontologies/genre#captivityNarrative',\n",
       " 'letter': 'http://sparql.cwrc.ca/ontologies/genre#letter',\n",
       " 'silver-fork novel': 'http://sparql.cwrc.ca/ontologies/genre#silverForkNovel',\n",
       " 'thesaurus': 'http://sparql.cwrc.ca/ontologies/genre#thesaurus',\n",
       " 'utopia': 'http://sparql.cwrc.ca/ontologies/genre#utopia',\n",
       " 'suffragist': 'http://sparql.cwrc.ca/ontologies/genre#suffragist',\n",
       " 'scientific writing': 'http://sparql.cwrc.ca/ontologies/genre#scientificWriting',\n",
       " 'mystery': 'http://sparql.cwrc.ca/ontologies/genre#mystery',\n",
       " 'burletta': 'http://sparql.cwrc.ca/ontologies/genre#burletta',\n",
       " 'western': 'http://sparql.cwrc.ca/ontologies/genre#western',\n",
       " 'sensation novel': 'http://sparql.cwrc.ca/ontologies/genre#sensationNovel',\n",
       " 'sketch': 'http://sparql.cwrc.ca/ontologies/genre#sketch',\n",
       " 'passion play': 'http://sparql.cwrc.ca/ontologies/genre#passionPlay',\n",
       " 'catechism': 'http://sparql.cwrc.ca/ontologies/genre#catechism',\n",
       " 'exploration': 'http://sparql.cwrc.ca/ontologies/genre#exploration',\n",
       " 'travel writing': 'http://sparql.cwrc.ca/ontologies/genre#travel',\n",
       " 'propaganda': 'http://sparql.cwrc.ca/ontologies/genre#propaganda',\n",
       " 'radio drama': 'http://sparql.cwrc.ca/ontologies/genre#radioDrama',\n",
       " 'agitprop': 'http://sparql.cwrc.ca/ontologies/genre#agitprop',\n",
       " 'melodrama': 'http://sparql.cwrc.ca/ontologies/genre#melodrama',\n",
       " 'scripture': 'http://sparql.cwrc.ca/ontologies/genre#scripture',\n",
       " 'revenge comedy': 'http://sparql.cwrc.ca/ontologies/genre#revengeComedy',\n",
       " 'ballade': 'http://sparql.cwrc.ca/ontologies/genre#ballade',\n",
       " 'lullaby': 'http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       " 'review': 'http://sparql.cwrc.ca/ontologies/genre#review',\n",
       " 'pindaric': 'http://sparql.cwrc.ca/ontologies/genre#pindaric',\n",
       " 'critical analysis': 'http://sparql.cwrc.ca/ontologies/genre#criticalAnalysis',\n",
       " 'lesbian': 'http://sparql.cwrc.ca/ontologies/genre#lesbian',\n",
       " 'quiz': 'http://sparql.cwrc.ca/ontologies/genre#quiz',\n",
       " 'psychoanalytical': 'http://sparql.cwrc.ca/ontologies/genre#psychoanalytical',\n",
       " 'performance': 'http://sparql.cwrc.ca/ontologies/genre#performance',\n",
       " 'legend folktale': 'http://sparql.cwrc.ca/ontologies/genre#legendFolktale',\n",
       " 'liturgy': 'http://sparql.cwrc.ca/ontologies/genre#liturgy',\n",
       " 'medical writing': 'http://sparql.cwrc.ca/ontologies/genre#medicalWriting',\n",
       " 'pre-school': 'http://sparql.cwrc.ca/ontologies/genre#preSchool',\n",
       " 'Ã\\xa0 clef': 'http://sparql.cwrc.ca/ontologies/genre#Ã\\xa0Clef',\n",
       " 'literary criticism': 'http://sparql.cwrc.ca/ontologies/genre#literaryCriticism',\n",
       " 'epistolary': 'http://sparql.cwrc.ca/ontologies/genre#epistolary',\n",
       " 'political writing': 'http://sparql.cwrc.ca/ontologies/genre#politicalWriting',\n",
       " 'satire': 'http://sparql.cwrc.ca/ontologies/genre#satire',\n",
       " 'informational writing': 'http://sparql.cwrc.ca/ontologies/genre#informationalWriting',\n",
       " 'comedy': 'http://sparql.cwrc.ca/ontologies/genre#comedy',\n",
       " 'revenge tragedy': 'http://sparql.cwrc.ca/ontologies/genre#revengeTragedy',\n",
       " 'libretto': 'http://sparql.cwrc.ca/ontologies/genre#libretto',\n",
       " 'abridgement': 'http://sparql.cwrc.ca/ontologies/genre#abridgement',\n",
       " 'autobiography': 'http://sparql.cwrc.ca/ontologies/genre#autobiography',\n",
       " 'long poem': 'http://sparql.cwrc.ca/ontologies/genre#longPoem',\n",
       " 'acrostic': 'http://sparql.cwrc.ca/ontologies/genre#acrostic',\n",
       " 'ode': 'http://sparql.cwrc.ca/ontologies/genre#ode',\n",
       " 'legal writing': 'http://sparql.cwrc.ca/ontologies/genre#legalWriting',\n",
       " 'history': 'http://sparql.cwrc.ca/ontologies/genre#history',\n",
       " 'regional': 'http://sparql.cwrc.ca/ontologies/genre#regional',\n",
       " 'religious': 'http://sparql.cwrc.ca/ontologies/genre#religious',\n",
       " 'epyllion': 'http://sparql.cwrc.ca/ontologies/genre#epyllion',\n",
       " 'sage writing': 'http://sparql.cwrc.ca/ontologies/genre#sageWriting',\n",
       " 'picaresque': 'http://sparql.cwrc.ca/ontologies/genre#picaresque',\n",
       " 'legend': 'http://sparql.cwrc.ca/ontologies/genre#legend',\n",
       " 'guerilla theatre': 'http://sparql.cwrc.ca/ontologies/genre#guerillaTheatre',\n",
       " 'petition': 'http://sparql.cwrc.ca/ontologies/genre#petition',\n",
       " 'kitchen sink drama': 'http://sparql.cwrc.ca/ontologies/genre#kitchenSinkDrama',\n",
       " 'pageant': 'http://sparql.cwrc.ca/ontologies/genre#pageant',\n",
       " 'scholarly writing': 'http://sparql.cwrc.ca/ontologies/genre#scholarlyWriting',\n",
       " 'tragicomedy': 'http://sparql.cwrc.ca/ontologies/genre#tragicomedy',\n",
       " 'heroic': 'http://sparql.cwrc.ca/ontologies/genre#heroic',\n",
       " 'animal story': 'http://sparql.cwrc.ca/ontologies/genre#animalStory',\n",
       " 'pantomime': 'http://sparql.cwrc.ca/ontologies/genre#pantomime',\n",
       " 'didactic': 'http://sparql.cwrc.ca/ontologies/genre#didactic',\n",
       " 'afterpiece': 'http://sparql.cwrc.ca/ontologies/genre#afterpiece',\n",
       " 'childrens literature': 'http://sparql.cwrc.ca/ontologies/genre#childrensLiterature',\n",
       " 'sea story': 'http://sparql.cwrc.ca/ontologies/genre#seaStory',\n",
       " 'farce': 'http://sparql.cwrc.ca/ontologies/genre#farce',\n",
       " 'manifesto': 'http://sparql.cwrc.ca/ontologies/genre#manifesto',\n",
       " 'journalism': 'http://sparql.cwrc.ca/ontologies/genre#journalism',\n",
       " 'nursery rhyme': 'http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme',\n",
       " 'testimony': 'http://sparql.cwrc.ca/ontologies/genre#testimony',\n",
       " 'bildungsroman': 'http://sparql.cwrc.ca/ontologies/genre#bildungsroman',\n",
       " 'riddle': 'http://sparql.cwrc.ca/ontologies/genre#riddle',\n",
       " 'dystopia': 'http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       " 'anthem': 'http://sparql.cwrc.ca/ontologies/genre#anthem',\n",
       " 'film tv script': 'http://sparql.cwrc.ca/ontologies/genre#filmTvScript',\n",
       " 'juvenilia': 'http://sparql.cwrc.ca/ontologies/genre#juvenilia',\n",
       " 'rural idyll': 'http://sparql.cwrc.ca/ontologies/genre#ruralIdyll',\n",
       " 'pedagogy': 'http://sparql.cwrc.ca/ontologies/genre#pedagogy',\n",
       " 'villanelle': 'http://sparql.cwrc.ca/ontologies/genre#villanelle',\n",
       " 'ghost story': 'http://sparql.cwrc.ca/ontologies/genre#ghostStory',\n",
       " 'camp': 'http://sparql.cwrc.ca/ontologies/genre#camp',\n",
       " 'music': 'http://sparql.cwrc.ca/ontologies/genre#music',\n",
       " 'historical writing': 'http://sparql.cwrc.ca/ontologies/genre#historicalWriting',\n",
       " 'revue': 'http://sparql.cwrc.ca/ontologies/genre#revue',\n",
       " 'epigram': 'http://sparql.cwrc.ca/ontologies/genre#epigram',\n",
       " 'local history': 'http://sparql.cwrc.ca/ontologies/genre#localHistory',\n",
       " 'life writing': 'http://sparql.cwrc.ca/ontologies/genre#lifeWriting',\n",
       " 'biography': 'http://sparql.cwrc.ca/ontologies/genre#biography',\n",
       " 'folk song': 'http://sparql.cwrc.ca/ontologies/genre#folkSong',\n",
       " 'imitation': 'http://sparql.cwrc.ca/ontologies/genre#imitation',\n",
       " 'fantasy': 'http://sparql.cwrc.ca/ontologies/genre#fantasy',\n",
       " 'song': 'http://sparql.cwrc.ca/ontologies/genre#song',\n",
       " 'phd thesis': 'http://sparql.cwrc.ca/ontologies/genre#phdThesis',\n",
       " 'dub': 'http://sparql.cwrc.ca/ontologies/genre#dub',\n",
       " 'fable': 'http://sparql.cwrc.ca/ontologies/genre#fable',\n",
       " 'ballad opera': 'http://sparql.cwrc.ca/ontologies/genre#balladOpera',\n",
       " 'courtship fiction': 'http://sparql.cwrc.ca/ontologies/genre#courtshipFiction',\n",
       " 'occasional poetry': 'http://sparql.cwrc.ca/ontologies/genre#occasionalPoetry',\n",
       " 'diasporic': 'http://sparql.cwrc.ca/ontologies/genre#diasporic',\n",
       " 'epithalamium': 'http://sparql.cwrc.ca/ontologies/genre#epithalamium',\n",
       " 'poetic drama': 'http://sparql.cwrc.ca/ontologies/genre#poeticDrama',\n",
       " 'verse poem': 'http://sparql.cwrc.ca/ontologies/genre#versePoem',\n",
       " 'episodic literature': 'http://sparql.cwrc.ca/ontologies/genre#episodicLiterature',\n",
       " 'adaptation': 'http://sparql.cwrc.ca/ontologies/genre#adaptation',\n",
       " 'juvenile': 'http://sparql.cwrc.ca/ontologies/genre#juvenile',\n",
       " 'topographical poetry': 'http://sparql.cwrc.ca/ontologies/genre#topographicalPoetry',\n",
       " 'feminist': 'http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       " 'cautionary tale': 'http://sparql.cwrc.ca/ontologies/genre#cautionaryTale',\n",
       " 'graveyard poetry': 'http://sparql.cwrc.ca/ontologies/genre#graveyardPoetry',\n",
       " 'sonnet': 'http://sparql.cwrc.ca/ontologies/genre#sonnet',\n",
       " 'clerihew': 'http://sparql.cwrc.ca/ontologies/genre#clerihew',\n",
       " 'documentary': 'http://sparql.cwrc.ca/ontologies/genre#documentary',\n",
       " 'narrative poetry': 'http://sparql.cwrc.ca/ontologies/genre#narrativePoetry',\n",
       " 'research': 'http://sparql.cwrc.ca/ontologies/genre#research',\n",
       " 'parody': 'http://sparql.cwrc.ca/ontologies/genre#parody',\n",
       " 'textbook': 'http://sparql.cwrc.ca/ontologies/genre#textbook',\n",
       " 'lgbtq': 'http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       " 'coming out': 'http://sparql.cwrc.ca/ontologies/genre#comingOut',\n",
       " 'musical writing': 'http://sparql.cwrc.ca/ontologies/genre#musicalWriting',\n",
       " 'comedy of manners': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfManners',\n",
       " 'biblical paraphrase': 'http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase',\n",
       " 'improvisation': 'http://sparql.cwrc.ca/ontologies/genre#improvisation',\n",
       " 'adventure writing': 'http://sparql.cwrc.ca/ontologies/genre#adventureWriting',\n",
       " 'morality or mystery play': 'http://sparql.cwrc.ca/ontologies/genre#moralityOrMysteryPlay',\n",
       " 'political Statement': 'http://sparql.cwrc.ca/ontologies/genre#politicalStatement',\n",
       " 'dialogue of the dead': 'http://sparql.cwrc.ca/ontologies/genre#dialogueOfTheDead',\n",
       " 'dictionary': 'http://sparql.cwrc.ca/ontologies/genre#dictionary',\n",
       " 'interview': 'http://sparql.cwrc.ca/ontologies/genre#interview',\n",
       " 'comedy of humours': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfHumours',\n",
       " 'apology': 'http://sparql.cwrc.ca/ontologies/genre#apology',\n",
       " 'prophecy': 'http://sparql.cwrc.ca/ontologies/genre#prophecy',\n",
       " 'vignette': 'http://sparql.cwrc.ca/ontologies/genre#vignette',\n",
       " 'reflection': 'http://sparql.cwrc.ca/ontologies/genre#reflection',\n",
       " 'novel of sensibility': 'http://sparql.cwrc.ca/ontologies/genre#novelOfSensibility',\n",
       " 'devotional': 'http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       " 'sexual awakening fiction': 'http://sparql.cwrc.ca/ontologies/genre#sexualAwakeningFiction',\n",
       " 'condition of england novel': 'http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel',\n",
       " 'comedy of menace': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfMenace',\n",
       " 'collective creation': 'http://sparql.cwrc.ca/ontologies/genre#collectiveCreation',\n",
       " 'criticism': 'http://sparql.cwrc.ca/ontologies/genre#criticism',\n",
       " 'thriller': 'http://sparql.cwrc.ca/ontologies/genre#thriller',\n",
       " 'lampoon': 'http://sparql.cwrc.ca/ontologies/genre#lampoon',\n",
       " 'criminology': 'http://sparql.cwrc.ca/ontologies/genre#criminology',\n",
       " 'cookbook': 'http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       " 'directory': 'http://sparql.cwrc.ca/ontologies/genre#directory',\n",
       " 'instructional text': 'http://sparql.cwrc.ca/ontologies/genre#instructionalText',\n",
       " 'sunday school story': 'http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory',\n",
       " 'summary': 'http://sparql.cwrc.ca/ontologies/genre#summary',\n",
       " 'paranormal': 'http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       " 'program notes': 'http://sparql.cwrc.ca/ontologies/genre#programNotes',\n",
       " 'thematic writing': 'http://sparql.cwrc.ca/ontologies/genre#thematicWriting',\n",
       " 'free verse': 'http://sparql.cwrc.ca/ontologies/genre#freeVerse',\n",
       " 'chronology': 'http://sparql.cwrc.ca/ontologies/genre#chronology',\n",
       " 'war': 'http://sparql.cwrc.ca/ontologies/genre#war',\n",
       " 'mock forms': 'http://sparql.cwrc.ca/ontologies/genre#mockForms',\n",
       " 'non-fiction': 'http://sparql.cwrc.ca/ontologies/genre#nonFiction',\n",
       " 'quest narrative': 'http://sparql.cwrc.ca/ontologies/genre#questNarrative',\n",
       " 'ma research paper': 'http://sparql.cwrc.ca/ontologies/genre#maResearchPaper',\n",
       " 'theology': 'http://sparql.cwrc.ca/ontologies/genre#theology',\n",
       " 'costume drama': 'http://sparql.cwrc.ca/ontologies/genre#costumeDrama',\n",
       " 'nationalist': 'http://sparql.cwrc.ca/ontologies/genre#nationalist',\n",
       " 'historical overview': 'http://sparql.cwrc.ca/ontologies/genre#historicalOverview',\n",
       " 'grammar': 'http://sparql.cwrc.ca/ontologies/genre#grammar',\n",
       " 'business': 'http://sparql.cwrc.ca/ontologies/genre#business',\n",
       " 'architectural writing': 'http://sparql.cwrc.ca/ontologies/genre#architecturalWriting',\n",
       " 'anacreontic': 'http://sparql.cwrc.ca/ontologies/genre#anacreontic',\n",
       " 'ma thesis': 'http://sparql.cwrc.ca/ontologies/genre#maThesis',\n",
       " 'prose poem': 'http://sparql.cwrc.ca/ontologies/genre#prosePoem',\n",
       " 'eye-witness': 'http://sparql.cwrc.ca/ontologies/genre#eyeWitness',\n",
       " 'announcement': 'http://sparql.cwrc.ca/ontologies/genre#announcement',\n",
       " 'social reform': 'http://sparql.cwrc.ca/ontologies/genre#socialReform',\n",
       " 'erotica': 'http://sparql.cwrc.ca/ontologies/genre#erotica',\n",
       " 'environmental': 'http://sparql.cwrc.ca/ontologies/genre#environmental',\n",
       " 'commentary': 'http://sparql.cwrc.ca/ontologies/genre#commentary',\n",
       " 'sensational': 'http://sparql.cwrc.ca/ontologies/genre#sensational'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://sparql.cwrc.ca/ontologies/genre#fantasy'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres[\"fantasy\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of genre istances:  284\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of genre istances: \", len(genres))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>--1-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>--6-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>-calif--</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>-d-c--</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tag_id  book_count  count  tag_name\n",
       "0       0           7     24         -\n",
       "1       1           2      6      --1-\n",
       "2      15           2      6      --6-\n",
       "3      21           2     19  -calif--\n",
       "4      22           3     27    -d-c--"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load selected tags\n",
    "df_tags = pd.read_csv(\"data/tags_selected.csv\")\n",
    "df_tags.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_tag(tag): \n",
    "    tag = tag.replace(\"-\", \" \").replace(\"-\", \" \") #remove \"-_\"\n",
    "    tag = \" \".join(tag.split()) #remove multiple whitespaces\n",
    " \n",
    "    return tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>cleaned_tag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>-</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>--1-</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>--6-</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>-calif--</td>\n",
       "      <td>calif</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>-d-c--</td>\n",
       "      <td>d c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   tag_id  book_count  count  tag_name cleaned_tag\n",
       "0       0           7     24         -            \n",
       "1       1           2      6      --1-           1\n",
       "2      15           2      6      --6-           6\n",
       "3      21           2     19  -calif--       calif\n",
       "4      22           3     27    -d-c--         d c"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tags[\"cleaned_tag\"] = df_tags[\"tag_name\"].apply(clean_tag)\n",
    "df_tags.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_tag_id(tag_id):\n",
    "    \"\"\"Helper function for creating tag ids\"\"\"\n",
    "    return tag_id + TAGS_IDS_BEGIN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'TAGS_IDS_BEGIN' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-13-0e7b06f9d62e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_tags\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"tag_id\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf_tags\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"tag_id\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcreate_tag_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Anaconda3\\envs\\rec-sys-test\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, convert_dtype, args, **kwds)\u001b[0m\n\u001b[0;32m   4043\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4044\u001b[0m                 \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobject\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4045\u001b[1;33m                 \u001b[0mmapped\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_infer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mconvert_dtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4046\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4047\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmapped\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-12-deba9d9e49e0>\u001b[0m in \u001b[0;36mcreate_tag_id\u001b[1;34m(tag_id)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcreate_tag_id\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtag_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;34m\"\"\"Helper function for creating tag ids\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mtag_id\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mTAGS_IDS_BEGIN\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'TAGS_IDS_BEGIN' is not defined"
     ]
    }
   ],
   "source": [
    "df_tags[\"tag_id\"] = df_tags[\"tag_id\"].apply(create_tag_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_genre(tag):\n",
    "    choices = genres.keys()\n",
    "#     tag = \"german philosophy\"\n",
    "    candidate = process.extractOne(tag, choices, scorer = fuzz.token_sort_ratio)\n",
    "    #token sort ratio is the best for now\n",
    "    if candidate[1] >= 75: \n",
    "        return candidate[0]\n",
    "    else: \n",
    "        return None "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Applied processor reduces input query to empty string, all comparisons will have score 0. [Query: '']\n"
     ]
    }
   ],
   "source": [
    "df_tags[\"genre\"] = df_tags[\"cleaned_tag\"].apply(choose_genre)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>cleaned_tag</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>98</td>\n",
       "      <td>48</td>\n",
       "      <td>1000</td>\n",
       "      <td>02-fantasy</td>\n",
       "      <td>02 fantasy</td>\n",
       "      <td>fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>571</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2-non-fiction</td>\n",
       "      <td>2 non fiction</td>\n",
       "      <td>non-fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1318</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>a-fiction</td>\n",
       "      <td>a fiction</td>\n",
       "      <td>fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1322</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>a-g-riddle</td>\n",
       "      <td>a g riddle</td>\n",
       "      <td>riddle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>1401</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>aa-fiction</td>\n",
       "      <td>aa fiction</td>\n",
       "      <td>fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15641</th>\n",
       "      <td>33134</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>young-adult-series</td>\n",
       "      <td>young adult series</td>\n",
       "      <td>young adult writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15642</th>\n",
       "      <td>33136</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>young-adult-teen</td>\n",
       "      <td>young adult teen</td>\n",
       "      <td>young adult writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15657</th>\n",
       "      <td>33166</td>\n",
       "      <td>34</td>\n",
       "      <td>285</td>\n",
       "      <td>youth-fiction</td>\n",
       "      <td>youth fiction</td>\n",
       "      <td>non-fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15697</th>\n",
       "      <td>33311</td>\n",
       "      <td>43</td>\n",
       "      <td>1337</td>\n",
       "      <td>Ýa-fiction</td>\n",
       "      <td>Ýa fiction</td>\n",
       "      <td>fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15700</th>\n",
       "      <td>33316</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>épica</td>\n",
       "      <td>épica</td>\n",
       "      <td>epic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>862 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       tag_id  book_count  count            tag_name         cleaned_tag  \\\n",
       "18         98          48   1000          02-fantasy          02 fantasy   \n",
       "198       571           4      5       2-non-fiction       2 non fiction   \n",
       "470      1318           6     11           a-fiction           a fiction   \n",
       "472      1322           4     30          a-g-riddle          a g riddle   \n",
       "494      1401           3     10          aa-fiction          aa fiction   \n",
       "...       ...         ...    ...                 ...                 ...   \n",
       "15641   33134           4      9  young-adult-series  young adult series   \n",
       "15642   33136           4     13    young-adult-teen    young adult teen   \n",
       "15657   33166          34    285       youth-fiction       youth fiction   \n",
       "15697   33311          43   1337          Ýa-fiction          Ýa fiction   \n",
       "15700   33316           2      8               épica               épica   \n",
       "\n",
       "                     genre  \n",
       "18                 fantasy  \n",
       "198            non-fiction  \n",
       "470                fiction  \n",
       "472                 riddle  \n",
       "494                fiction  \n",
       "...                    ...  \n",
       "15641  young adult writing  \n",
       "15642  young adult writing  \n",
       "15657          non-fiction  \n",
       "15697              fiction  \n",
       "15700                 epic  \n",
       "\n",
       "[862 rows x 6 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres = df_tags.dropna()\n",
    "df_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>cleaned_tag</th>\n",
       "      <th>genre</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_uri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>98</td>\n",
       "      <td>48</td>\n",
       "      <td>1000</td>\n",
       "      <td>02-fantasy</td>\n",
       "      <td>02 fantasy</td>\n",
       "      <td>fantasy</td>\n",
       "      <td>1000199</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>571</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2-non-fiction</td>\n",
       "      <td>2 non fiction</td>\n",
       "      <td>non-fiction</td>\n",
       "      <td>1000264</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#nonFiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1318</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>a-fiction</td>\n",
       "      <td>a fiction</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1322</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>a-g-riddle</td>\n",
       "      <td>a g riddle</td>\n",
       "      <td>riddle</td>\n",
       "      <td>1000180</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#riddle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>1401</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>aa-fiction</td>\n",
       "      <td>aa fiction</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>1525</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>ace</td>\n",
       "      <td>ace</td>\n",
       "      <td>farce</td>\n",
       "      <td>1000174</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#farce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>1540</td>\n",
       "      <td>2172</td>\n",
       "      <td>68941</td>\n",
       "      <td>action</td>\n",
       "      <td>action</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>1586</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>adaptations</td>\n",
       "      <td>adaptations</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>1599</td>\n",
       "      <td>97</td>\n",
       "      <td>2243</td>\n",
       "      <td>addiction</td>\n",
       "      <td>addiction</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>1629</td>\n",
       "      <td>56</td>\n",
       "      <td>1483</td>\n",
       "      <td>adoption</td>\n",
       "      <td>adoption</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>1632</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>adorable</td>\n",
       "      <td>adorable</td>\n",
       "      <td>parable</td>\n",
       "      <td>1000062</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#parable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>1664</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>adult-literature</td>\n",
       "      <td>adult literature</td>\n",
       "      <td>conduct literature</td>\n",
       "      <td>1000075</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#conduct...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>1668</td>\n",
       "      <td>403</td>\n",
       "      <td>5350</td>\n",
       "      <td>adult-non-fiction</td>\n",
       "      <td>adult non fiction</td>\n",
       "      <td>non-fiction</td>\n",
       "      <td>1000264</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#nonFiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>1671</td>\n",
       "      <td>141</td>\n",
       "      <td>2075</td>\n",
       "      <td>adult-paranormal</td>\n",
       "      <td>adult paranormal</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>1000257</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>1696</td>\n",
       "      <td>31</td>\n",
       "      <td>174</td>\n",
       "      <td>adventure-fiction</td>\n",
       "      <td>adventure fiction</td>\n",
       "      <td>adventure writing</td>\n",
       "      <td>1000231</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adventu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>1701</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>adventure-nonfiction</td>\n",
       "      <td>adventure nonfiction</td>\n",
       "      <td>adventure writing</td>\n",
       "      <td>1000231</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adventu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>1748</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>africa-non-fiction</td>\n",
       "      <td>africa non fiction</td>\n",
       "      <td>non-fiction</td>\n",
       "      <td>1000264</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#nonFiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>1793</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>ag-riddle</td>\n",
       "      <td>ag riddle</td>\n",
       "      <td>riddle</td>\n",
       "      <td>1000180</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#riddle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1839</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>agents</td>\n",
       "      <td>agents</td>\n",
       "      <td>pageant</td>\n",
       "      <td>1000164</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#pageant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>1877</td>\n",
       "      <td>9</td>\n",
       "      <td>165</td>\n",
       "      <td>aids</td>\n",
       "      <td>aids</td>\n",
       "      <td>lais</td>\n",
       "      <td>1000059</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#lais</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>2076</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>all-fiction</td>\n",
       "      <td>all fiction</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>2166</td>\n",
       "      <td>36</td>\n",
       "      <td>935</td>\n",
       "      <td>alt-history</td>\n",
       "      <td>alt history</td>\n",
       "      <td>history</td>\n",
       "      <td>1000154</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#history</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>2438</td>\n",
       "      <td>27</td>\n",
       "      <td>669</td>\n",
       "      <td>ancient-literature</td>\n",
       "      <td>ancient literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2573</td>\n",
       "      <td>135</td>\n",
       "      <td>2466</td>\n",
       "      <td>animal-stories</td>\n",
       "      <td>animal stories</td>\n",
       "      <td>animal story</td>\n",
       "      <td>1000168</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#animalS...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>2591</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>animation</td>\n",
       "      <td>animation</td>\n",
       "      <td>imitation</td>\n",
       "      <td>1000198</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#imitation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>2690</td>\n",
       "      <td>205</td>\n",
       "      <td>5086</td>\n",
       "      <td>anthology</td>\n",
       "      <td>anthology</td>\n",
       "      <td>theology</td>\n",
       "      <td>1000267</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#theology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>2852</td>\n",
       "      <td>824</td>\n",
       "      <td>22912</td>\n",
       "      <td>arc</td>\n",
       "      <td>arc</td>\n",
       "      <td>farce</td>\n",
       "      <td>1000174</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#farce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>2859</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>archeology</td>\n",
       "      <td>archeology</td>\n",
       "      <td>theology</td>\n",
       "      <td>1000267</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#theology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>2967</td>\n",
       "      <td>26</td>\n",
       "      <td>115</td>\n",
       "      <td>art-architecture</td>\n",
       "      <td>art architecture</td>\n",
       "      <td>architectural writing</td>\n",
       "      <td>1000273</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#archite...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>2998</td>\n",
       "      <td>9</td>\n",
       "      <td>47</td>\n",
       "      <td>art-criticism</td>\n",
       "      <td>art criticism</td>\n",
       "      <td>art criticism</td>\n",
       "      <td>1000085</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#artCrit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>3016</td>\n",
       "      <td>17</td>\n",
       "      <td>264</td>\n",
       "      <td>art-fiction</td>\n",
       "      <td>art fiction</td>\n",
       "      <td>fiction</td>\n",
       "      <td>1000028</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#fiction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>3027</td>\n",
       "      <td>77</td>\n",
       "      <td>2201</td>\n",
       "      <td>art-history</td>\n",
       "      <td>art history</td>\n",
       "      <td>history</td>\n",
       "      <td>1000154</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#history</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>3138</td>\n",
       "      <td>3</td>\n",
       "      <td>114</td>\n",
       "      <td>arthur-miller</td>\n",
       "      <td>arthur miller</td>\n",
       "      <td>thriller</td>\n",
       "      <td>1000249</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>3148</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>artic</td>\n",
       "      <td>artic</td>\n",
       "      <td>acrostic</td>\n",
       "      <td>1000151</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#acrostic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>3283</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>astrology</td>\n",
       "      <td>astrology</td>\n",
       "      <td>apology</td>\n",
       "      <td>1000238</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#apology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>3308</td>\n",
       "      <td>41</td>\n",
       "      <td>4122</td>\n",
       "      <td>atheism</td>\n",
       "      <td>atheism</td>\n",
       "      <td>anthem</td>\n",
       "      <td>1000182</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#anthem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1329</th>\n",
       "      <td>3315</td>\n",
       "      <td>15</td>\n",
       "      <td>217</td>\n",
       "      <td>atheist</td>\n",
       "      <td>atheist</td>\n",
       "      <td>ma thesis</td>\n",
       "      <td>1000275</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#maThesis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330</th>\n",
       "      <td>3317</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>athiesm</td>\n",
       "      <td>athiesm</td>\n",
       "      <td>anthem</td>\n",
       "      <td>1000182</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#anthem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>3330</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>atonement</td>\n",
       "      <td>atonement</td>\n",
       "      <td>announcement</td>\n",
       "      <td>1000278</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#announc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>3590</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>auto-and-biography</td>\n",
       "      <td>auto and biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>3594</td>\n",
       "      <td>48</td>\n",
       "      <td>312</td>\n",
       "      <td>auto-biographies</td>\n",
       "      <td>auto biographies</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>auto biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>3598</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>auto-biography-memoir</td>\n",
       "      <td>auto biography memoir</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1473</th>\n",
       "      <td>3604</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>autobiographic</td>\n",
       "      <td>autobiographic</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1474</th>\n",
       "      <td>3605</td>\n",
       "      <td>94</td>\n",
       "      <td>846</td>\n",
       "      <td>autobiographical</td>\n",
       "      <td>autobiographical</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1475</th>\n",
       "      <td>3606</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>autobiographical-fiction</td>\n",
       "      <td>autobiographical fiction</td>\n",
       "      <td>biographical dictionary</td>\n",
       "      <td>1000089</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biograp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1476</th>\n",
       "      <td>3607</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>autobiographie</td>\n",
       "      <td>autobiographie</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1477</th>\n",
       "      <td>3608</td>\n",
       "      <td>188</td>\n",
       "      <td>2651</td>\n",
       "      <td>autobiographies</td>\n",
       "      <td>autobiographies</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1479</th>\n",
       "      <td>3611</td>\n",
       "      <td>655</td>\n",
       "      <td>36375</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1482</th>\n",
       "      <td>3616</td>\n",
       "      <td>309</td>\n",
       "      <td>4777</td>\n",
       "      <td>autobiography-memoir</td>\n",
       "      <td>autobiography memoir</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>3620</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>autographed</td>\n",
       "      <td>autographed</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505</th>\n",
       "      <td>3671</td>\n",
       "      <td>7</td>\n",
       "      <td>71</td>\n",
       "      <td>award</td>\n",
       "      <td>award</td>\n",
       "      <td>war</td>\n",
       "      <td>1000262</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1580</th>\n",
       "      <td>3845</td>\n",
       "      <td>3</td>\n",
       "      <td>50</td>\n",
       "      <td>ballard</td>\n",
       "      <td>ballard</td>\n",
       "      <td>ballad</td>\n",
       "      <td>1000081</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#ballad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1581</th>\n",
       "      <td>3846</td>\n",
       "      <td>4</td>\n",
       "      <td>219</td>\n",
       "      <td>ballet</td>\n",
       "      <td>ballet</td>\n",
       "      <td>ballade</td>\n",
       "      <td>1000126</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#ballade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1639</th>\n",
       "      <td>3960</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>baseball-fiction</td>\n",
       "      <td>baseball fiction</td>\n",
       "      <td>bisexual fiction</td>\n",
       "      <td>1000088</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#bisexua...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832</th>\n",
       "      <td>4377</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "      <td>bester</td>\n",
       "      <td>bester</td>\n",
       "      <td>western</td>\n",
       "      <td>1000113</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>4447</td>\n",
       "      <td>28</td>\n",
       "      <td>389</td>\n",
       "      <td>biblical-fiction</td>\n",
       "      <td>biblical fiction</td>\n",
       "      <td>bisexual fiction</td>\n",
       "      <td>1000088</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#bisexua...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>4507</td>\n",
       "      <td>12</td>\n",
       "      <td>445</td>\n",
       "      <td>biker-romance</td>\n",
       "      <td>biker romance</td>\n",
       "      <td>literary romance</td>\n",
       "      <td>1000064</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>4514</td>\n",
       "      <td>65</td>\n",
       "      <td>1497</td>\n",
       "      <td>bildungsroman</td>\n",
       "      <td>bildungsroman</td>\n",
       "      <td>bildungsroman</td>\n",
       "      <td>1000179</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#bildung...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1888</th>\n",
       "      <td>4516</td>\n",
       "      <td>8</td>\n",
       "      <td>99</td>\n",
       "      <td>bildungsromans</td>\n",
       "      <td>bildungsromans</td>\n",
       "      <td>bildungsroman</td>\n",
       "      <td>1000179</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#bildung...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1912</th>\n",
       "      <td>4568</td>\n",
       "      <td>416</td>\n",
       "      <td>6308</td>\n",
       "      <td>bio-memoir</td>\n",
       "      <td>bio memoir</td>\n",
       "      <td>memoir</td>\n",
       "      <td>1000055</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#memoir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>4586</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>biographic</td>\n",
       "      <td>biographic</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>4587</td>\n",
       "      <td>462</td>\n",
       "      <td>6773</td>\n",
       "      <td>biographical</td>\n",
       "      <td>biographical</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>4588</td>\n",
       "      <td>26</td>\n",
       "      <td>306</td>\n",
       "      <td>biographical-fiction</td>\n",
       "      <td>biographical fiction</td>\n",
       "      <td>biographical dictionary</td>\n",
       "      <td>1000089</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biograp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>4592</td>\n",
       "      <td>9</td>\n",
       "      <td>32</td>\n",
       "      <td>biographie</td>\n",
       "      <td>biographie</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1927</th>\n",
       "      <td>4594</td>\n",
       "      <td>723</td>\n",
       "      <td>33854</td>\n",
       "      <td>biographies</td>\n",
       "      <td>biographies</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>4605</td>\n",
       "      <td>1109</td>\n",
       "      <td>172444</td>\n",
       "      <td>biography</td>\n",
       "      <td>biography</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>4609</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>biography-autobio</td>\n",
       "      <td>biography autobio</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>4624</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>biographys</td>\n",
       "      <td>biographys</td>\n",
       "      <td>biography</td>\n",
       "      <td>1000196</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>4693</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>black-comedy</td>\n",
       "      <td>black comedy</td>\n",
       "      <td>black comedy</td>\n",
       "      <td>1000057</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#blackCo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>4694</td>\n",
       "      <td>4</td>\n",
       "      <td>91</td>\n",
       "      <td>black-company</td>\n",
       "      <td>black company</td>\n",
       "      <td>black comedy</td>\n",
       "      <td>1000057</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#blackCo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2448</th>\n",
       "      <td>5765</td>\n",
       "      <td>64</td>\n",
       "      <td>584</td>\n",
       "      <td>british-fiction</td>\n",
       "      <td>british fiction</td>\n",
       "      <td>courtship fiction</td>\n",
       "      <td>1000205</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#courtsh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2510</th>\n",
       "      <td>5901</td>\n",
       "      <td>22</td>\n",
       "      <td>84</td>\n",
       "      <td>buisness</td>\n",
       "      <td>buisness</td>\n",
       "      <td>business</td>\n",
       "      <td>1000272</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2531</th>\n",
       "      <td>5951</td>\n",
       "      <td>377</td>\n",
       "      <td>73249</td>\n",
       "      <td>business</td>\n",
       "      <td>business</td>\n",
       "      <td>business</td>\n",
       "      <td>1000272</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2554</th>\n",
       "      <td>6000</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>business-read</td>\n",
       "      <td>business read</td>\n",
       "      <td>business</td>\n",
       "      <td>1000272</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>6016</td>\n",
       "      <td>20</td>\n",
       "      <td>101</td>\n",
       "      <td>bussiness</td>\n",
       "      <td>bussiness</td>\n",
       "      <td>business</td>\n",
       "      <td>1000272</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2643</th>\n",
       "      <td>6190</td>\n",
       "      <td>76</td>\n",
       "      <td>2432</td>\n",
       "      <td>canadian-literature</td>\n",
       "      <td>canadian literature</td>\n",
       "      <td>conduct literature</td>\n",
       "      <td>1000075</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#conduct...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2655</th>\n",
       "      <td>6227</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>cape</td>\n",
       "      <td>cape</td>\n",
       "      <td>camp</td>\n",
       "      <td>1000189</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#camp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2680</th>\n",
       "      <td>6277</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>caribbean-literature</td>\n",
       "      <td>caribbean literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>6344</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>cartography</td>\n",
       "      <td>cartography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2862</th>\n",
       "      <td>6680</td>\n",
       "      <td>9</td>\n",
       "      <td>55</td>\n",
       "      <td>chef</td>\n",
       "      <td>chef</td>\n",
       "      <td>Ã  clef</td>\n",
       "      <td>1000139</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Ã Clef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2871</th>\n",
       "      <td>6692</td>\n",
       "      <td>15</td>\n",
       "      <td>561</td>\n",
       "      <td>chemistry</td>\n",
       "      <td>chemistry</td>\n",
       "      <td>history</td>\n",
       "      <td>1000154</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#history</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>6758</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>chick-literature</td>\n",
       "      <td>chick literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2961</th>\n",
       "      <td>6876</td>\n",
       "      <td>14</td>\n",
       "      <td>77</td>\n",
       "      <td>children-lit</td>\n",
       "      <td>children lit</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>6877</td>\n",
       "      <td>22</td>\n",
       "      <td>114</td>\n",
       "      <td>children-literature</td>\n",
       "      <td>children literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2966</th>\n",
       "      <td>6885</td>\n",
       "      <td>15</td>\n",
       "      <td>70</td>\n",
       "      <td>children-picture</td>\n",
       "      <td>children picture</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2983</th>\n",
       "      <td>6920</td>\n",
       "      <td>882</td>\n",
       "      <td>38800</td>\n",
       "      <td>children-s-literature</td>\n",
       "      <td>children s literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3014</th>\n",
       "      <td>6976</td>\n",
       "      <td>676</td>\n",
       "      <td>18132</td>\n",
       "      <td>childrens-lit</td>\n",
       "      <td>childrens lit</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3015</th>\n",
       "      <td>6977</td>\n",
       "      <td>509</td>\n",
       "      <td>12276</td>\n",
       "      <td>childrens-literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3019</th>\n",
       "      <td>6982</td>\n",
       "      <td>17</td>\n",
       "      <td>73</td>\n",
       "      <td>childrens-picture</td>\n",
       "      <td>childrens picture</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030</th>\n",
       "      <td>6996</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "      <td>childrenslit</td>\n",
       "      <td>childrenslit</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3033</th>\n",
       "      <td>7001</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>chilean-literature</td>\n",
       "      <td>chilean literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>7027</td>\n",
       "      <td>10</td>\n",
       "      <td>269</td>\n",
       "      <td>chinese-literature</td>\n",
       "      <td>chinese literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3099</th>\n",
       "      <td>7144</td>\n",
       "      <td>75</td>\n",
       "      <td>517</td>\n",
       "      <td>christian-literature</td>\n",
       "      <td>christian literature</td>\n",
       "      <td>childrens literature</td>\n",
       "      <td>1000172</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#childre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3156</th>\n",
       "      <td>7250</td>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>christology</td>\n",
       "      <td>christology</td>\n",
       "      <td>chronology</td>\n",
       "      <td>1000261</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#chronology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3180</th>\n",
       "      <td>7285</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>church-fiction</td>\n",
       "      <td>church fiction</td>\n",
       "      <td>courtship fiction</td>\n",
       "      <td>1000205</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#courtsh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3224</th>\n",
       "      <td>7370</td>\n",
       "      <td>5</td>\n",
       "      <td>184</td>\n",
       "      <td>clamp</td>\n",
       "      <td>clamp</td>\n",
       "      <td>camp</td>\n",
       "      <td>1000189</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#camp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      tag_id  book_count   count                  tag_name  \\\n",
       "18        98          48    1000                02-fantasy   \n",
       "198      571           4       5             2-non-fiction   \n",
       "470     1318           6      11                 a-fiction   \n",
       "472     1322           4      30                a-g-riddle   \n",
       "494     1401           3      10                aa-fiction   \n",
       "547     1525           2      20                       ace   \n",
       "552     1540        2172   68941                    action   \n",
       "575     1584          17      62                adaptation   \n",
       "576     1586           5       7               adaptations   \n",
       "579     1599          97    2243                 addiction   \n",
       "590     1629          56    1483                  adoption   \n",
       "591     1632           3       7                  adorable   \n",
       "604     1664           2       5          adult-literature   \n",
       "606     1668         403    5350         adult-non-fiction   \n",
       "609     1671         141    2075          adult-paranormal   \n",
       "620     1696          31     174         adventure-fiction   \n",
       "622     1701           2       7      adventure-nonfiction   \n",
       "641     1748           3      16        africa-non-fiction   \n",
       "665     1793           2       9                 ag-riddle   \n",
       "685     1839           4      31                    agents   \n",
       "703     1877           9     165                      aids   \n",
       "784     2076           4       8               all-fiction   \n",
       "799     2112           2      20                allegories   \n",
       "800     2113          33    1577                  allegory   \n",
       "828     2166          36     935               alt-history   \n",
       "950     2438          27     669        ancient-literature   \n",
       "1007    2573         135    2466            animal-stories   \n",
       "1013    2591           3      18                 animation   \n",
       "1059    2690         205    5086                 anthology   \n",
       "1129    2852         824   22912                       arc   \n",
       "1135    2859           5      34                archeology   \n",
       "1197    2967          26     115          art-architecture   \n",
       "1209    2998           9      47             art-criticism   \n",
       "1214    3016          17     264               art-fiction   \n",
       "1216    3027          77    2201               art-history   \n",
       "1250    3138           3     114             arthur-miller   \n",
       "1257    3148           2       7                     artic   \n",
       "1316    3283           2       8                 astrology   \n",
       "1326    3308          41    4122                   atheism   \n",
       "1329    3315          15     217                   atheist   \n",
       "1330    3317           2      11                   athiesm   \n",
       "1340    3330           2       6                 atonement   \n",
       "1465    3590           2       6        auto-and-biography   \n",
       "1468    3594          48     312          auto-biographies   \n",
       "1469    3596         265    3130            auto-biography   \n",
       "1470    3598           4      15     auto-biography-memoir   \n",
       "1473    3604           2       8            autobiographic   \n",
       "1474    3605          94     846          autobiographical   \n",
       "1475    3606           2      15  autobiographical-fiction   \n",
       "1476    3607           2      13            autobiographie   \n",
       "1477    3608         188    2651           autobiographies   \n",
       "1479    3611         655   36375             autobiography   \n",
       "1482    3616         309    4777      autobiography-memoir   \n",
       "1483    3620           7      23               autographed   \n",
       "1505    3671           7      71                     award   \n",
       "1580    3845           3      50                   ballard   \n",
       "1581    3846           4     219                    ballet   \n",
       "1639    3960           2      17          baseball-fiction   \n",
       "1832    4377           2      29                    bester   \n",
       "1859    4447          28     389          biblical-fiction   \n",
       "1882    4507          12     445             biker-romance   \n",
       "1887    4514          65    1497             bildungsroman   \n",
       "1888    4516           8      99            bildungsromans   \n",
       "1912    4568         416    6308                bio-memoir   \n",
       "1922    4586           2       6                biographic   \n",
       "1923    4587         462    6773              biographical   \n",
       "1924    4588          26     306      biographical-fiction   \n",
       "1926    4592           9      32                biographie   \n",
       "1927    4594         723   33854               biographies   \n",
       "1935    4605        1109  172444                 biography   \n",
       "1938    4609           3      10         biography-autobio   \n",
       "1946    4624           4      12                biographys   \n",
       "1981    4693           8      32              black-comedy   \n",
       "1982    4694           4      91             black-company   \n",
       "2448    5765          64     584           british-fiction   \n",
       "2510    5901          22      84                  buisness   \n",
       "2531    5951         377   73249                  business   \n",
       "2554    6000           2       6             business-read   \n",
       "2562    6016          20     101                 bussiness   \n",
       "2643    6190          76    2432       canadian-literature   \n",
       "2655    6227           2       8                      cape   \n",
       "2680    6277           3      42      caribbean-literature   \n",
       "2714    6344           3      40               cartography   \n",
       "2862    6680           9      55                      chef   \n",
       "2871    6692          15     561                 chemistry   \n",
       "2903    6758           2      10          chick-literature   \n",
       "2961    6876          14      77              children-lit   \n",
       "2962    6877          22     114       children-literature   \n",
       "2966    6885          15      70          children-picture   \n",
       "2983    6920         882   38800     children-s-literature   \n",
       "3014    6976         676   18132             childrens-lit   \n",
       "3015    6977         509   12276      childrens-literature   \n",
       "3019    6982          17      73         childrens-picture   \n",
       "3030    6996           7      34              childrenslit   \n",
       "3033    7001           4      39        chilean-literature   \n",
       "3045    7027          10     269        chinese-literature   \n",
       "3099    7144          75     517      christian-literature   \n",
       "3156    7250           4      23               christology   \n",
       "3180    7285           5      33            church-fiction   \n",
       "3224    7370           5     184                     clamp   \n",
       "\n",
       "                   cleaned_tag                    genre  genre_id  \\\n",
       "18                  02 fantasy                  fantasy   1000199   \n",
       "198              2 non fiction              non-fiction   1000264   \n",
       "470                  a fiction                  fiction   1000028   \n",
       "472                 a g riddle                   riddle   1000180   \n",
       "494                 aa fiction                  fiction   1000028   \n",
       "547                        ace                    farce   1000174   \n",
       "552                     action                  fiction   1000028   \n",
       "575                 adaptation               adaptation   1000212   \n",
       "576                adaptations               adaptation   1000212   \n",
       "579                  addiction                  fiction   1000028   \n",
       "590                   adoption               adaptation   1000212   \n",
       "591                   adorable                  parable   1000062   \n",
       "604           adult literature       conduct literature   1000075   \n",
       "606          adult non fiction              non-fiction   1000264   \n",
       "609           adult paranormal               paranormal   1000257   \n",
       "620          adventure fiction        adventure writing   1000231   \n",
       "622       adventure nonfiction        adventure writing   1000231   \n",
       "641         africa non fiction              non-fiction   1000264   \n",
       "665                  ag riddle                   riddle   1000180   \n",
       "685                     agents                  pageant   1000164   \n",
       "703                       aids                     lais   1000059   \n",
       "784                all fiction                  fiction   1000028   \n",
       "799                 allegories                 allegory   1000027   \n",
       "800                   allegory                 allegory   1000027   \n",
       "828                alt history                  history   1000154   \n",
       "950         ancient literature     childrens literature   1000172   \n",
       "1007            animal stories             animal story   1000168   \n",
       "1013                 animation                imitation   1000198   \n",
       "1059                 anthology                 theology   1000267   \n",
       "1129                       arc                    farce   1000174   \n",
       "1135                archeology                 theology   1000267   \n",
       "1197          art architecture    architectural writing   1000273   \n",
       "1209             art criticism            art criticism   1000085   \n",
       "1214               art fiction                  fiction   1000028   \n",
       "1216               art history                  history   1000154   \n",
       "1250             arthur miller                 thriller   1000249   \n",
       "1257                     artic                 acrostic   1000151   \n",
       "1316                 astrology                  apology   1000238   \n",
       "1326                   atheism                   anthem   1000182   \n",
       "1329                   atheist                ma thesis   1000275   \n",
       "1330                   athiesm                   anthem   1000182   \n",
       "1340                 atonement             announcement   1000278   \n",
       "1465        auto and biography            autobiography   1000149   \n",
       "1468          auto biographies            autobiography   1000149   \n",
       "1469            auto biography            autobiography   1000149   \n",
       "1470     auto biography memoir            autobiography   1000149   \n",
       "1473            autobiographic            autobiography   1000149   \n",
       "1474          autobiographical            autobiography   1000149   \n",
       "1475  autobiographical fiction  biographical dictionary   1000089   \n",
       "1476            autobiographie            autobiography   1000149   \n",
       "1477           autobiographies            autobiography   1000149   \n",
       "1479             autobiography            autobiography   1000149   \n",
       "1482      autobiography memoir            autobiography   1000149   \n",
       "1483               autographed            autobiography   1000149   \n",
       "1505                     award                      war   1000262   \n",
       "1580                   ballard                   ballad   1000081   \n",
       "1581                    ballet                  ballade   1000126   \n",
       "1639          baseball fiction         bisexual fiction   1000088   \n",
       "1832                    bester                  western   1000113   \n",
       "1859          biblical fiction         bisexual fiction   1000088   \n",
       "1882             biker romance         literary romance   1000064   \n",
       "1887             bildungsroman            bildungsroman   1000179   \n",
       "1888            bildungsromans            bildungsroman   1000179   \n",
       "1912                bio memoir                   memoir   1000055   \n",
       "1922                biographic                biography   1000196   \n",
       "1923              biographical                biography   1000196   \n",
       "1924      biographical fiction  biographical dictionary   1000089   \n",
       "1926                biographie                biography   1000196   \n",
       "1927               biographies                biography   1000196   \n",
       "1935                 biography                biography   1000196   \n",
       "1938         biography autobio            autobiography   1000149   \n",
       "1946                biographys                biography   1000196   \n",
       "1981              black comedy             black comedy   1000057   \n",
       "1982             black company             black comedy   1000057   \n",
       "2448           british fiction        courtship fiction   1000205   \n",
       "2510                  buisness                 business   1000272   \n",
       "2531                  business                 business   1000272   \n",
       "2554             business read                 business   1000272   \n",
       "2562                 bussiness                 business   1000272   \n",
       "2643       canadian literature       conduct literature   1000075   \n",
       "2655                      cape                     camp   1000189   \n",
       "2680      caribbean literature     childrens literature   1000172   \n",
       "2714               cartography            autobiography   1000149   \n",
       "2862                      chef                  Ã  clef   1000139   \n",
       "2871                 chemistry                  history   1000154   \n",
       "2903          chick literature     childrens literature   1000172   \n",
       "2961              children lit     childrens literature   1000172   \n",
       "2962       children literature     childrens literature   1000172   \n",
       "2966          children picture     childrens literature   1000172   \n",
       "2983     children s literature     childrens literature   1000172   \n",
       "3014             childrens lit     childrens literature   1000172   \n",
       "3015      childrens literature     childrens literature   1000172   \n",
       "3019         childrens picture     childrens literature   1000172   \n",
       "3030              childrenslit     childrens literature   1000172   \n",
       "3033        chilean literature     childrens literature   1000172   \n",
       "3045        chinese literature     childrens literature   1000172   \n",
       "3099      christian literature     childrens literature   1000172   \n",
       "3156               christology               chronology   1000261   \n",
       "3180            church fiction        courtship fiction   1000205   \n",
       "3224                     clamp                     camp   1000189   \n",
       "\n",
       "                                              genre_uri  \n",
       "18       http://sparql.cwrc.ca/ontologies/genre#fantasy  \n",
       "198   http://sparql.cwrc.ca/ontologies/genre#nonFiction  \n",
       "470      http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "472       http://sparql.cwrc.ca/ontologies/genre#riddle  \n",
       "494      http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "547        http://sparql.cwrc.ca/ontologies/genre#farce  \n",
       "552      http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "575   http://sparql.cwrc.ca/ontologies/genre#adaptation  \n",
       "576   http://sparql.cwrc.ca/ontologies/genre#adaptation  \n",
       "579      http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "590   http://sparql.cwrc.ca/ontologies/genre#adaptation  \n",
       "591      http://sparql.cwrc.ca/ontologies/genre#parable  \n",
       "604   http://sparql.cwrc.ca/ontologies/genre#conduct...  \n",
       "606   http://sparql.cwrc.ca/ontologies/genre#nonFiction  \n",
       "609   http://sparql.cwrc.ca/ontologies/genre#paranormal  \n",
       "620   http://sparql.cwrc.ca/ontologies/genre#adventu...  \n",
       "622   http://sparql.cwrc.ca/ontologies/genre#adventu...  \n",
       "641   http://sparql.cwrc.ca/ontologies/genre#nonFiction  \n",
       "665       http://sparql.cwrc.ca/ontologies/genre#riddle  \n",
       "685      http://sparql.cwrc.ca/ontologies/genre#pageant  \n",
       "703         http://sparql.cwrc.ca/ontologies/genre#lais  \n",
       "784      http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "799     http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "800     http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "828      http://sparql.cwrc.ca/ontologies/genre#history  \n",
       "950   http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "1007  http://sparql.cwrc.ca/ontologies/genre#animalS...  \n",
       "1013   http://sparql.cwrc.ca/ontologies/genre#imitation  \n",
       "1059    http://sparql.cwrc.ca/ontologies/genre#theology  \n",
       "1129       http://sparql.cwrc.ca/ontologies/genre#farce  \n",
       "1135    http://sparql.cwrc.ca/ontologies/genre#theology  \n",
       "1197  http://sparql.cwrc.ca/ontologies/genre#archite...  \n",
       "1209  http://sparql.cwrc.ca/ontologies/genre#artCrit...  \n",
       "1214     http://sparql.cwrc.ca/ontologies/genre#fiction  \n",
       "1216     http://sparql.cwrc.ca/ontologies/genre#history  \n",
       "1250    http://sparql.cwrc.ca/ontologies/genre#thriller  \n",
       "1257    http://sparql.cwrc.ca/ontologies/genre#acrostic  \n",
       "1316     http://sparql.cwrc.ca/ontologies/genre#apology  \n",
       "1326      http://sparql.cwrc.ca/ontologies/genre#anthem  \n",
       "1329    http://sparql.cwrc.ca/ontologies/genre#maThesis  \n",
       "1330      http://sparql.cwrc.ca/ontologies/genre#anthem  \n",
       "1340  http://sparql.cwrc.ca/ontologies/genre#announc...  \n",
       "1465  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1468  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1469  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1470  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1473  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1474  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1475  http://sparql.cwrc.ca/ontologies/genre#biograp...  \n",
       "1476  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1477  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1479  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1482  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1483  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1505         http://sparql.cwrc.ca/ontologies/genre#war  \n",
       "1580      http://sparql.cwrc.ca/ontologies/genre#ballad  \n",
       "1581     http://sparql.cwrc.ca/ontologies/genre#ballade  \n",
       "1639  http://sparql.cwrc.ca/ontologies/genre#bisexua...  \n",
       "1832     http://sparql.cwrc.ca/ontologies/genre#western  \n",
       "1859  http://sparql.cwrc.ca/ontologies/genre#bisexua...  \n",
       "1882     http://sparql.cwrc.ca/ontologies/genre#romance  \n",
       "1887  http://sparql.cwrc.ca/ontologies/genre#bildung...  \n",
       "1888  http://sparql.cwrc.ca/ontologies/genre#bildung...  \n",
       "1912      http://sparql.cwrc.ca/ontologies/genre#memoir  \n",
       "1922   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1923   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1924  http://sparql.cwrc.ca/ontologies/genre#biograp...  \n",
       "1926   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1927   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1935   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1938  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "1946   http://sparql.cwrc.ca/ontologies/genre#biography  \n",
       "1981  http://sparql.cwrc.ca/ontologies/genre#blackCo...  \n",
       "1982  http://sparql.cwrc.ca/ontologies/genre#blackCo...  \n",
       "2448  http://sparql.cwrc.ca/ontologies/genre#courtsh...  \n",
       "2510    http://sparql.cwrc.ca/ontologies/genre#business  \n",
       "2531    http://sparql.cwrc.ca/ontologies/genre#business  \n",
       "2554    http://sparql.cwrc.ca/ontologies/genre#business  \n",
       "2562    http://sparql.cwrc.ca/ontologies/genre#business  \n",
       "2643  http://sparql.cwrc.ca/ontologies/genre#conduct...  \n",
       "2655        http://sparql.cwrc.ca/ontologies/genre#camp  \n",
       "2680  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "2714  http://sparql.cwrc.ca/ontologies/genre#autobio...  \n",
       "2862      http://sparql.cwrc.ca/ontologies/genre#Ã Clef  \n",
       "2871     http://sparql.cwrc.ca/ontologies/genre#history  \n",
       "2903  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "2961  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "2962  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "2966  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "2983  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3014  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3015  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3019  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3030  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3033  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3045  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3099  http://sparql.cwrc.ca/ontologies/genre#childre...  \n",
       "3156  http://sparql.cwrc.ca/ontologies/genre#chronology  \n",
       "3180  http://sparql.cwrc.ca/ontologies/genre#courtsh...  \n",
       "3224        http://sparql.cwrc.ca/ontologies/genre#camp  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 1000)\n",
    "display(df_genres[0:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wrong: \n",
    "    - a g riddle - riddle \n",
    "    - ace \t farce\n",
    "    - action - fiction \n",
    "    - adorable - parable \n",
    "    - adult literature - conduct literature\n",
    "    - ancient literature - childrens literature\n",
    "    - animation - imitation\n",
    "    - archeology - theology\n",
    "    - atheist - ma thesis \n",
    "    - athiesm - anthem\n",
    "    - atonement - announcement\n",
    "    - autobiographical fiction - biographical dictionary\n",
    "    - award - war\n",
    "    - ballet - ballad \n",
    "    - baseball fiction - bisexual fiction \n",
    "    - biker romance - literary romance\n",
    "    - canadian literature - conduct literature\n",
    "    - cape - camp \n",
    "    - caribbean literature - childrens literature\n",
    "    - chemistry-history \n",
    "    - church fiction - courtship fiction \n",
    "    - clamp - clamp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "22 wrong out of first 100. So we will map to genres, using embeddings instead of fuzzy match. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>genre_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>3586</td>\n",
       "      <td>25</td>\n",
       "      <td>2005</td>\n",
       "      <td>autism</td>\n",
       "      <td>autism</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>paranormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>autobiography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>14675</td>\n",
       "      <td>14677</td>\n",
       "      <td>31141</td>\n",
       "      <td>121</td>\n",
       "      <td>1509</td>\n",
       "      <td>translations</td>\n",
       "      <td>translations</td>\n",
       "      <td>[-0.36979428 -0.16403413 -0.32276735 ...  0.14...</td>\n",
       "      <td>translation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>14932</td>\n",
       "      <td>14934</td>\n",
       "      <td>31667</td>\n",
       "      <td>11</td>\n",
       "      <td>268</td>\n",
       "      <td>utopia</td>\n",
       "      <td>utopia</td>\n",
       "      <td>[-0.3878106  -0.21069324 -0.4752291  ...  0.23...</td>\n",
       "      <td>utopia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>15155</td>\n",
       "      <td>15157</td>\n",
       "      <td>32130</td>\n",
       "      <td>1044</td>\n",
       "      <td>66056</td>\n",
       "      <td>war</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>15156</td>\n",
       "      <td>15158</td>\n",
       "      <td>32131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>war-</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>15276</td>\n",
       "      <td>15278</td>\n",
       "      <td>32353</td>\n",
       "      <td>115</td>\n",
       "      <td>9899</td>\n",
       "      <td>western</td>\n",
       "      <td>western</td>\n",
       "      <td>[-0.83105254 -0.10517035 -0.5715087  ...  0.13...</td>\n",
       "      <td>western</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  tag_id  book_count  count        tag_name  \\\n",
       "0           573           575    1584          17     62      adaptation   \n",
       "1           797           799    2112           2     20      allegories   \n",
       "2           798           800    2113          33   1577        allegory   \n",
       "3          1460          1462    3586          25   2005          autism   \n",
       "4          1467          1469    3596         265   3130  auto-biography   \n",
       "..          ...           ...     ...         ...    ...             ...   \n",
       "107       14675         14677   31141         121   1509    translations   \n",
       "108       14932         14934   31667          11    268          utopia   \n",
       "109       15155         15157   32130        1044  66056             war   \n",
       "110       15156         15158   32131           2      5            war-   \n",
       "111       15276         15278   32353         115   9899         western   \n",
       "\n",
       "         clean_tag                                      stacked_embed  \\\n",
       "0       adaptation  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...   \n",
       "1       allegories  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...   \n",
       "2         allegory  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...   \n",
       "3           autism  [-0.51119936 -0.59016585  0.05876559 ... -0.12...   \n",
       "4    autobiography  [-0.02404164 -0.08033854 -0.32767    ...  0.20...   \n",
       "..             ...                                                ...   \n",
       "107   translations  [-0.36979428 -0.16403413 -0.32276735 ...  0.14...   \n",
       "108         utopia  [-0.3878106  -0.21069324 -0.4752291  ...  0.23...   \n",
       "109            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "110            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "111        western  [-0.83105254 -0.10517035 -0.5715087  ...  0.13...   \n",
       "\n",
       "        genre_name  \n",
       "0       adaptation  \n",
       "1         allegory  \n",
       "2         allegory  \n",
       "3       paranormal  \n",
       "4    autobiography  \n",
       "..             ...  \n",
       "107    translation  \n",
       "108         utopia  \n",
       "109            war  \n",
       "110            war  \n",
       "111        western  \n",
       "\n",
       "[112 rows x 9 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres = pd.read_csv(\"data/tags_stacked_embeddings_genres.csv\")\n",
    "df_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000284\n",
      "1000000\n"
     ]
    }
   ],
   "source": [
    "#Create int IDs  of the genres for node2vec algorithm\n",
    "genre_ids = dict()\n",
    "i = GENRES_ID_BEGIN\n",
    "for genre in genres.keys():\n",
    "    genre_ids[genre] = i\n",
    "    i += 1\n",
    "    \n",
    "print(i)\n",
    "print(GENRES_ID_BEGIN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>3586</td>\n",
       "      <td>25</td>\n",
       "      <td>2005</td>\n",
       "      <td>autism</td>\n",
       "      <td>autism</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>1000257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>14675</td>\n",
       "      <td>14677</td>\n",
       "      <td>31141</td>\n",
       "      <td>121</td>\n",
       "      <td>1509</td>\n",
       "      <td>translations</td>\n",
       "      <td>translations</td>\n",
       "      <td>[-0.36979428 -0.16403413 -0.32276735 ...  0.14...</td>\n",
       "      <td>translation</td>\n",
       "      <td>1000034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>14932</td>\n",
       "      <td>14934</td>\n",
       "      <td>31667</td>\n",
       "      <td>11</td>\n",
       "      <td>268</td>\n",
       "      <td>utopia</td>\n",
       "      <td>utopia</td>\n",
       "      <td>[-0.3878106  -0.21069324 -0.4752291  ...  0.23...</td>\n",
       "      <td>utopia</td>\n",
       "      <td>1000108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>15155</td>\n",
       "      <td>15157</td>\n",
       "      <td>32130</td>\n",
       "      <td>1044</td>\n",
       "      <td>66056</td>\n",
       "      <td>war</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "      <td>1000262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>15156</td>\n",
       "      <td>15158</td>\n",
       "      <td>32131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>war-</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "      <td>1000262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>15276</td>\n",
       "      <td>15278</td>\n",
       "      <td>32353</td>\n",
       "      <td>115</td>\n",
       "      <td>9899</td>\n",
       "      <td>western</td>\n",
       "      <td>western</td>\n",
       "      <td>[-0.83105254 -0.10517035 -0.5715087  ...  0.13...</td>\n",
       "      <td>western</td>\n",
       "      <td>1000113</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  tag_id  book_count  count        tag_name  \\\n",
       "0           573           575    1584          17     62      adaptation   \n",
       "1           797           799    2112           2     20      allegories   \n",
       "2           798           800    2113          33   1577        allegory   \n",
       "3          1460          1462    3586          25   2005          autism   \n",
       "4          1467          1469    3596         265   3130  auto-biography   \n",
       "..          ...           ...     ...         ...    ...             ...   \n",
       "107       14675         14677   31141         121   1509    translations   \n",
       "108       14932         14934   31667          11    268          utopia   \n",
       "109       15155         15157   32130        1044  66056             war   \n",
       "110       15156         15158   32131           2      5            war-   \n",
       "111       15276         15278   32353         115   9899         western   \n",
       "\n",
       "         clean_tag                                      stacked_embed  \\\n",
       "0       adaptation  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...   \n",
       "1       allegories  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...   \n",
       "2         allegory  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...   \n",
       "3           autism  [-0.51119936 -0.59016585  0.05876559 ... -0.12...   \n",
       "4    autobiography  [-0.02404164 -0.08033854 -0.32767    ...  0.20...   \n",
       "..             ...                                                ...   \n",
       "107   translations  [-0.36979428 -0.16403413 -0.32276735 ...  0.14...   \n",
       "108         utopia  [-0.3878106  -0.21069324 -0.4752291  ...  0.23...   \n",
       "109            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "110            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "111        western  [-0.83105254 -0.10517035 -0.5715087  ...  0.13...   \n",
       "\n",
       "        genre_name  genre_id  \n",
       "0       adaptation   1000212  \n",
       "1         allegory   1000027  \n",
       "2         allegory   1000027  \n",
       "3       paranormal   1000257  \n",
       "4    autobiography   1000149  \n",
       "..             ...       ...  \n",
       "107    translation   1000034  \n",
       "108         utopia   1000108  \n",
       "109            war   1000262  \n",
       "110            war   1000262  \n",
       "111        western   1000113  \n",
       "\n",
       "[112 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres[\"genre_id\"]= df_genres[\"genre_name\"].apply(lambda x: genre_ids[x])\n",
    "df_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_uri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>3586</td>\n",
       "      <td>25</td>\n",
       "      <td>2005</td>\n",
       "      <td>autism</td>\n",
       "      <td>autism</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>1000257</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1  tag_id  book_count  count        tag_name  \\\n",
       "0         573           575    1584          17     62      adaptation   \n",
       "1         797           799    2112           2     20      allegories   \n",
       "2         798           800    2113          33   1577        allegory   \n",
       "3        1460          1462    3586          25   2005          autism   \n",
       "4        1467          1469    3596         265   3130  auto-biography   \n",
       "\n",
       "       clean_tag                                      stacked_embed  \\\n",
       "0     adaptation  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...   \n",
       "1     allegories  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...   \n",
       "2       allegory  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...   \n",
       "3         autism  [-0.51119936 -0.59016585  0.05876559 ... -0.12...   \n",
       "4  autobiography  [-0.02404164 -0.08033854 -0.32767    ...  0.20...   \n",
       "\n",
       "      genre_name  genre_id                                          genre_uri  \n",
       "0     adaptation   1000212  http://sparql.cwrc.ca/ontologies/genre#adaptation  \n",
       "1       allegory   1000027    http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "2       allegory   1000027    http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "3     paranormal   1000257  http://sparql.cwrc.ca/ontologies/genre#paranormal  \n",
       "4  autobiography   1000149  http://sparql.cwrc.ca/ontologies/genre#autobio...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres[\"genre_uri\"] = df_genres[\"genre_name\"].apply(lambda x: genres[x])\n",
    "df_genres.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Hashing\n",
    "#df_genres[\"genre_hash\"] = df_genres[\"genre_uri\"].apply(lambda x: hash(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0069947539345490885"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Coverage \n",
    "len(df_genres) / len(df_tags)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_genres.to_csv(\"data/tags_to_genres.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tag_to_genre_edges = list(zip(list(df_genres.tag_id.values), list(df_genres.genre_uri.values)))\n",
    "# tag_to_genre_edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1584, 1000212),\n",
       " (2112, 1000027),\n",
       " (2113, 1000027),\n",
       " (3586, 1000257),\n",
       " (3596, 1000149),\n",
       " (3611, 1000149),\n",
       " (4514, 1000179),\n",
       " (4516, 1000179),\n",
       " (4605, 1000196),\n",
       " (5951, 1000272),\n",
       " (7725, 1000145),\n",
       " (7866, 1000282),\n",
       " (8114, 1000252),\n",
       " (8116, 1000252),\n",
       " (8130, 1000252),\n",
       " (8147, 1000252),\n",
       " (8149, 1000252),\n",
       " (8150, 1000252),\n",
       " (8151, 1000252),\n",
       " (8560, 1000251),\n",
       " (8573, 1000248),\n",
       " (9336, 1000066),\n",
       " (9385, 1000243),\n",
       " (9389, 1000243),\n",
       " (9432, 1000096),\n",
       " (9472, 1000235),\n",
       " (9482, 1000170),\n",
       " (9593, 1000013),\n",
       " (9669, 1000220),\n",
       " (9697, 1000052),\n",
       " (9886, 1000019),\n",
       " (9969, 1000019),\n",
       " (10059, 1000181),\n",
       " (10064, 1000181),\n",
       " (10080, 1000181),\n",
       " (10081, 1000181),\n",
       " (10082, 1000181),\n",
       " (10083, 1000181),\n",
       " (10084, 1000181),\n",
       " (10711, 1000281),\n",
       " (10729, 1000093),\n",
       " (10753, 1000141),\n",
       " (10825, 1000280),\n",
       " (10835, 1000280),\n",
       " (10886, 1000068),\n",
       " (11061, 1000118),\n",
       " (11106, 1000203),\n",
       " (11148, 1000001),\n",
       " (11152, 1000001),\n",
       " (11159, 1000001),\n",
       " (11162, 1000001),\n",
       " (11305, 1000199),\n",
       " (11673, 1000215),\n",
       " (11743, 1000028),\n",
       " (12832, 1000054),\n",
       " (12938, 1000011),\n",
       " (13446, 1000101),\n",
       " (13514, 1000271),\n",
       " (14552, 1000154),\n",
       " (15316, 1000050),\n",
       " (16651, 1000176),\n",
       " (16799, 1000213),\n",
       " (17865, 1000160),\n",
       " (17933, 1000131),\n",
       " (18011, 1000225),\n",
       " (18014, 1000225),\n",
       " (18640, 1000090),\n",
       " (19733, 1000055),\n",
       " (20047, 1000030),\n",
       " (20673, 1000190),\n",
       " (20939, 1000111),\n",
       " (21011, 1000016),\n",
       " (21021, 1000257),\n",
       " (21989, 1000069),\n",
       " (22025, 1000004),\n",
       " (22439, 1000084),\n",
       " (22973, 1000257),\n",
       " (23034, 1000223),\n",
       " (23067, 1000039),\n",
       " (23192, 1000186),\n",
       " (23283, 1000134),\n",
       " (23465, 1000079),\n",
       " (23471, 1000024),\n",
       " (23584, 1000159),\n",
       " (23831, 1000099),\n",
       " (23991, 1000010),\n",
       " (24141, 1000076),\n",
       " (24437, 1000120),\n",
       " (24441, 1000239),\n",
       " (24502, 1000257),\n",
       " (25604, 1000155),\n",
       " (25685, 1000156),\n",
       " (25773, 1000222),\n",
       " (25819, 1000128),\n",
       " (26636, 1000143),\n",
       " (26966, 1000124),\n",
       " (27166, 1000022),\n",
       " (28101, 1000200),\n",
       " (29011, 1000257),\n",
       " (29225, 1000127),\n",
       " (29513, 1000038),\n",
       " (29579, 1000178),\n",
       " (29590, 1000224),\n",
       " (30241, 1000267),\n",
       " (30358, 1000249),\n",
       " (31103, 1000041),\n",
       " (31140, 1000034),\n",
       " (31141, 1000034),\n",
       " (31667, 1000108),\n",
       " (32130, 1000262),\n",
       " (32131, 1000262),\n",
       " (32353, 1000113)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tags_genre_ids_edges = list(zip(list(df_genres.tag_id.values), list(df_genres.genre_id.values)))\n",
    "tags_genre_ids_edges "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_edges(edgelist, outfile, weights=False):\n",
    "    \"\"\"Write the edges in a file in a suitable for Node2vec form. \"\"\"\n",
    "    with open(outfile, \"w+\") as f:\n",
    "        for edge in edgelist:\n",
    "            f.write(str(edge[0]))\n",
    "            f.write(\" \")\n",
    "            f.write(str(edge[1]))\n",
    "            if weights:\n",
    "                    f.write(\" \")\n",
    "                    f.write(str(edge[2]))\n",
    "            f.write(\"\\n\")                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #Save edges\n",
    "save_edges(tags_genre_ids_edges, \"edges/tag_to_genre_ids_new.edgelist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #Save edges\n",
    "# with open(\"edges/tag_to_genre_edges.pickle\", \"wb\") as f: \n",
    "#     pickle.dump(tag_to_genre_edges, f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Add egdes for the classes in the ontology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Open genre instanses file and extract all genres\n",
    "with open(\"onto_files/all_edges.json\") as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#realist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fairytale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#guidebook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#treatise'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#novella'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#polemic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#offprint'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#magicRealist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#panegyric'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#slaveNarrative'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#popular'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#genealogy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bergamasque'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dissertation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epitaph'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#hagiography'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#hagiography'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#videoRecording'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#videoRecording'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#myth'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#animation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#animation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#prefatoryPiece'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#schoolFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#conversionNarrative'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#drama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sentimental'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sentimental'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#multimedia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#boutsRimÃ©s'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sequel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dreamVision'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#philosophy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#answer'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#answer'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oralHistory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oralHistory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#allegory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lettersFromTheDeadToTheLiving'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#military'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scrapbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feministTheory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feministTheory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feministTheory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FeministGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scienceFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#industrialNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#industrialNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#industrialNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#translation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#theatreOfCruelty'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#charade'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#eclogue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#verseNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#verseNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#temperance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#temperance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pastoral'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#haiku'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#chapter'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#tragedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sermon'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sermon'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bestiary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfIntrigue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oratorio'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oratorio'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oratorio'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#theatreOfTheAbsurd'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#youngAdultWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#performancePoetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#psalm'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#psalm'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#psalm'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#immigration'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#immigration'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dialogueOrDebate'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#domestic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#domestic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#elegy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#gardening'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#puppetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#memoir'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#monologue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#blackComedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#encyclopaedia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lais'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#harlequinade'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#closetDrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#parable'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epicTheatre'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#digital'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#romance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#RomanceGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#orientalist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#orientalist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#detective'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#column'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#robinsonades'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#giftbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#computerProgram'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#essay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#map'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#novel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#oneActPlay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#colouringBook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fabliau'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#tractPamphlet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#tractPamphlet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#survey'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#cabaret'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#governmentReport'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#conductLiterature'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#speech'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#prayer'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#socialScience'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#aphorism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ProverbForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#folkTale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#philosophical'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#calendar'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CalendarForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lyric'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ballad'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#eulogy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#record'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#RecordForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#hymn'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#hymn'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#hymn'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#afterword'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#opera'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#opera'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#artCriticism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#profileOfAuthor'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epistle'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bisexualFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bisexualFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#biographicalDictionary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#love'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#painting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#painting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#manual'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#musicology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#georgic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anagram'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#diary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#obituary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#masque'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#masque'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#poetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#proletarianWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#gothic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nationalTale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nationalTale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#shortStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#captivityNarrative'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#letter'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#silverForkNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#thesaurus'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#utopia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#filmScript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#suffragist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ballet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scientificWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#mystery'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#burletta'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#western'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sensationNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sensationNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sketch'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#passionPlay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#passionPlay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#catechism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#catechism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#book'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#exploration'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#travel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#travel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#propaganda'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#radioDrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#agitprop'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#agitprop'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#melodrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epilogue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bibliographicRecord'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#RecordForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scripture'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scripture'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#revengeComedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#revengeComedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ballade'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ballade'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lullaby'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lullaby'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lullaby'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#notebook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#review'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pindaric'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#document'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bibliography'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#criticalAnalysis'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lesbian'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lesbian'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#quiz'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#psychoanalytical'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#performance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#performance'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#videoGame'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#legendFolktale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pamphlet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#liturgy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#liturgy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#script'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#medicalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#preSchool'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#Ã\\xa0Clef'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#literaryCriticism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epistolary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#politicalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#paratext'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#satire'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#satire'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#informationalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#introduction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#revengeTragedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#libretto'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#libretto'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#abridgement'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#autobiography'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#longPoem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#acrostic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ode'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#legalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#mimeograph'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#history'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#regional'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#religious'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epyllion'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sageWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#picaresque'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#legend'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#guerillaTheatre'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#petition'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#proverb'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ProverbForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#kitchenSinkDrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pageant'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#scholarlyWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#tragicomedy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#heroic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#animalStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comicbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pantomime'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#almanac'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CalendarForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#physicalTheatre'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#didactic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#afterpiece'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#childrensLiterature'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#seaStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#newspaper'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#illustrated'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#farce'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#manifesto'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#journalism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#annotation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#testimony'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#prologue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#notatedMusic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MusicalNotationForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bildungsroman'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#riddle'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dystopia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#microform'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anthem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anthem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anthem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#filmTvScript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#filmTvScript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#juvenilia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ruralIdyll'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ruralIdyll'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#pedagogy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#villanelle'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ghostStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#camp'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#appendix'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#music'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#historicalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#revue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epigram'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#localHistory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lifeWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LifeWritingGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#looseLeaf'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#biography'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#serial'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SerialForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bookSeries'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SerialForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#serialVolume'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SerialForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#serialPeriodical'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SerialForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#soundRecordingMusical'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#folkSong'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#folkSong'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#folkSong'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lecture'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#imitation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fantasy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#song'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#song'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SongGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dedication'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#phdThesis'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dub'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fable'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#balladOpera'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#balladOpera'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#courtshipFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#courtshipFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#RomanceGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#occasionalPoetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#journal'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sketchBook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#cartographicMaterials'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#diasporic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#diasporic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#epithalamium'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#chapbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#fascicle'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#poeticDrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#versePoem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#episodicLiterature'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#adaptation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#manuscript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#juvenile'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#topographicalPoetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feminist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feminist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FeministGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#feminist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#cautionaryTale'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#graveyardPoetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sonnet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#clerihew'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#documentary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#narrativePoetry'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#radioScript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#research'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#parody'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#textbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#bornDigital'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lgbtq'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lgbtq'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#photograph'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#photograph'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comingOut'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comingOut'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#musicalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#musicalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfManners'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#improvisation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#adventureWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#threeDimensionalObject'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#moralityOrMysteryPlay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#politicalStatement'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#drawing'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#drawing'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dialogueOfTheDead'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#alphabet'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AlphabetForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#visualArt'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#dictionary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#interview'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#advertisement'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AdvertisementForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfHumours'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#apology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#prophecy'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#vignette'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#photoEssay'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#reflection'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#collection'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#novelOfSensibility'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#devotional'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#devotional'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sexualAwakeningFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#comedyOfMenace'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#collectiveCreation'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#criticism'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#thriller'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#lampoon'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#criminology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#website'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#film'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#film'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#cookbook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#realia'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#directory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#broadside'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#instructionalText'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#playScript'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#archivalMaterial'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#periodicalFeature'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#JournalForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#commonplaceBook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#summary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#theatreForYoungAudiences'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anthology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#paranormal'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#graphicNovel'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#mixedMaterials'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#programNotes'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#thematicWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#freeVerse'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#chronology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#war'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#war'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#mockForms'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nonFiction'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#questNarrative'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ephemera'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#maResearchPaper'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#theology'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#exhibitionCatalogue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#index'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#RecordForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#costumeDrama'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#artistsBook'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#soundRecordingNonmusical'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nationalist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#nationalist'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#webpage'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#historicalOverview'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#grammar'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#business'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#catalogue'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#architecturalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#architecturalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#architecturalWriting'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#anacreontic'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#maThesis'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#prosePoem'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#atlas'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#eyeWitness'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#announcement'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#socialReform'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#erotica'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#environmental'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#partExcerpt'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#commentary'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'}},\n",
       " {'genre1': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#sensational'},\n",
       "  'genre2': {'type': 'uri',\n",
       "   'value': 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'}}]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['results']['bindings']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "449"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data['results']['bindings'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges = set()\n",
    "for res in data['results']['bindings']: \n",
    "    edges.add((res['genre1']['value'], res['genre2']['value']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('http://sparql.cwrc.ca/ontologies/genre#abridgement',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#acrostic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#adaptation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#adventureWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#advertisement',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AdvertisementForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#afterpiece',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#afterword',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#agitprop',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#agitprop',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#allegory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#almanac',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CalendarForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#alphabet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AlphabetForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anacreontic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anagram',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#animalStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#animation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#animation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#annotation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#announcement',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#answer',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#answer',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anthem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anthem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anthem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#anthology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#aphorism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ProverbForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#apology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#appendix',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#architecturalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#architecturalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#architecturalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#archivalMaterial',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#artCriticism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#artistsBook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#atlas',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#autobiography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ballad',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#balladOpera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#balladOpera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ballade',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ballade',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ballet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bergamasque',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bestiary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bibliographicRecord',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#RecordForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bibliography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bildungsroman',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#biographicalDictionary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#biography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bisexualFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bisexualFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#blackComedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#book',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bookSeries',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SerialForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bornDigital',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#boutsRimÃ©s',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#broadside',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#burletta',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#business',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cabaret',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#calendar',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CalendarForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#camp',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#captivityNarrative',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cartographicMaterials',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#catalogue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#catechism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#catechism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cautionaryTale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#chapbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#chapter',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#charade',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#childrensLiterature',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#chronology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#clerihew',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#closetDrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#collection',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#collectiveCreation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#colouringBook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#column',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedyOfHumours',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedyOfIntrigue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedyOfManners',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedyOfMenace',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comicbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comingOut',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comingOut',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#commentary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#commonplaceBook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CollectionForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#computerProgram',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#conductLiterature',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#conversionNarrative',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#costumeDrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#courtshipFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#courtshipFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#RomanceGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#criminology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#criticalAnalysis',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#criticism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dedication',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#detective',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dialogueOfTheDead',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dialogueOrDebate',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#diary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#diasporic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#diasporic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dictionary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#didactic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#digital',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#directory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dissertation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#document',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#documentary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#domestic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#domestic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#drama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#drawing',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#drawing',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dreamVision',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dub',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#eclogue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#elegy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#encyclopaedia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#environmental',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ephemera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epicTheatre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epigram',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epilogue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#episodicLiterature',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epistle',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epistolary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epitaph',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epithalamium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epyllion',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#erotica',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#essay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#eulogy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#exhibitionCatalogue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#exploration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#eyeWitness',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fable',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fabliau',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fantasy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#farce',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fascicle',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FeministGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feministTheory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FeministGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feministTheory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feministTheory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#film',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#film',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#filmScript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#filmTvScript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#filmTvScript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#folkSong',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#folkSong',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#folkSong',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#folkTale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#freeVerse',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#gardening',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#genealogy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#georgic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ghostStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#giftbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#gothic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#governmentReport',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#grammar',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#graphicNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#graveyardPoetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#guerillaTheatre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#guidebook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#hagiography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#hagiography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#haiku',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#harlequinade',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#heroic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#historicalOverview',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#historicalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#history',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#hymn',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#hymn',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#hymn',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#illustrated',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#imitation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#immigration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#immigration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#improvisation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#index',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#RecordForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#industrialNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#industrialNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#industrialNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#informationalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#instructionalText',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#interview',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#introduction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#journal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#journalism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#juvenile',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#juvenilia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#kitchenSinkDrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lais',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lampoon',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lecture',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#legalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#legend',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#legendFolktale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lesbian',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lesbian',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#letter',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lettersFromTheDeadToTheLiving',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#libretto',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#libretto',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lifeWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LifeWritingGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#literaryCriticism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#liturgy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#liturgy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#localHistory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#longPoem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#looseLeaf',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#love',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lyric',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#maResearchPaper',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#maThesis',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#magicRealist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#manifesto',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#manual',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#manuscript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#TextualMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#map',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#CartographicForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#masque',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#masque',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#medicalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#melodrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#memoir',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#microform',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#military',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#mimeograph',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#mixedMaterials',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#mockForms',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#monologue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#moralityOrMysteryPlay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#multimedia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#music',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#musicalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#musicalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#musicology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#mystery',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#myth',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#narrativePoetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nationalTale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nationalTale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nationalist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nationalist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#newspaper',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nonFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#notatedMusic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalNotationForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#notebook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#novel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#novelOfSensibility',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#novella',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#obituary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#occasionalPoetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ode',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#offprint',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oneActPlay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#opera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#opera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oralHistory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oralHistory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oratorio',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oratorio',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#oratorio',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#orientalist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#orientalist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pageant',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#painting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#painting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pamphlet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PrintMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#panegyric',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pantomime',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#parable',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paratext',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#parody',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#partExcerpt',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#passionPlay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#passionPlay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pastoral',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pedagogy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#performance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#performance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#performancePoetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#periodicalFeature',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#petition',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#phdThesis',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#philosophical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#philosophy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#photoEssay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#photograph',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#photograph',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#physicalTheatre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#picaresque',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pindaric',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#playScript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#poeticDrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#poetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#polemic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#politicalStatement',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#politicalWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#popular',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prayer',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#preSchool',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prefatoryPiece',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#profileOfAuthor',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#programNotes',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#proletarianWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prologue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#propaganda',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prophecy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prosePoem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#proverb',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ProverbForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#psalm',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#psalm',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#psalm',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#psychoanalytical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#puppetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#questNarrative',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#quiz',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#radioDrama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#radioScript',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#realia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#realist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#record',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#RecordForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#reflection',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#regional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#religious',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#research',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#revengeComedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#revengeComedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#revengeTragedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#review',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#revue',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#riddle',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#robinsonades',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#romance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#RomanceGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ruralIdyll',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#ruralIdyll',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sageWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#satire',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#satire',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scholarlyWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#schoolFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scienceFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scientificWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scrapbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#script',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scripture',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scripture',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#seaStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sensationNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sensationNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sensational',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sentimental',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sentimental',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sequel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#serial',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SerialForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#serialPeriodical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SerialForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#serialVolume',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SerialForm'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sermon',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sermon',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sexualAwakeningFiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#shortStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#silverForkNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sketch',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sketchBook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#slaveNarrative',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#socialReform',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#socialScience',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#song',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#song',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sonnet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#soundRecordingMusical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#soundRecordingNonmusical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#speech',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#suffragist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#summary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#survey',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#temperance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#temperance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#testimony',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#textbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#theatreForYoungAudiences',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#theatreOfCruelty',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#theatreOfTheAbsurd',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#thematicWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#theology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#thesaurus',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#threeDimensionalObject',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#thriller',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#topographicalPoetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#tractPamphlet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#tractPamphlet',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#tragedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#tragicomedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#translation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#travel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#travel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#treatise',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#utopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#verseNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#verseNovel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#versePoem',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#videoGame',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#videoRecording',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#videoRecording',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#vignette',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#villanelle',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#visualArt',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#webpage',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#website',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#western',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#youngAdultWriting',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#Ã\\xa0Clef',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre')}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All is-a relations on the ontology:  449\n"
     ]
    }
   ],
   "source": [
    "#All is-a relations on the ontology: \n",
    "print(\"All is-a relations on the ontology: \", len(edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genre classes:  57\n"
     ]
    }
   ],
   "source": [
    "genre_classes = set() \n",
    "for res in data['results']['bindings']: \n",
    "    genre_classes.add(res['genre2']['value'])\n",
    "print(\"Number of genre classes: \", len(genre_classes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1100057\n",
      "1100000\n"
     ]
    }
   ],
   "source": [
    "#Create genre classes IDs \n",
    "genre_classes_ids = dict()\n",
    "j = GENRE_CLASSES_ID_BEGIN\n",
    "for genre_class in genre_classes:\n",
    "    genre_classes_ids[genre_class] = j\n",
    "    j += 1\n",
    "    \n",
    "print(j)\n",
    "print(GENRE_CLASSES_ID_BEGIN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'http://sparql.cwrc.ca/ontologies/genre#AlphabetForm': 1100000,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#TextualMedium': 1100001,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#CatalogueForm': 1100002,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre': 1100003,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#IllustratedForm': 1100004,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre': 1100005,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre': 1100006,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre': 1100007,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#FeministGenre': 1100008,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#AdvertisementForm': 1100009,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#DigitalMedium': 1100010,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#StandaloneWork': 1100011,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#LifeWritingGenre': 1100012,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium': 1100013,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre': 1100014,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre': 1100015,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre': 1100016,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre': 1100017,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre': 1100018,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre': 1100019,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre': 1100020,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ProverbForm': 1100021,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#JournalForm': 1100022,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#SongGenre': 1100023,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre': 1100024,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre': 1100025,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ScriptForm': 1100026,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#MusicalNotationForm': 1100027,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre': 1100028,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#RecordForm': 1100029,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre': 1100030,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium': 1100031,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre': 1100032,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre': 1100033,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#CalendarForm': 1100034,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#SerialForm': 1100035,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#CollectionForm': 1100036,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre': 1100037,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium': 1100038,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre': 1100039,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre': 1100040,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PrintMedium': 1100041,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium': 1100042,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork': 1100043,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre': 1100044,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre': 1100045,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre': 1100046,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre': 1100047,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#MovingMedium': 1100048,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#RomanceGenre': 1100049,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre': 1100050,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#CartographicForm': 1100051,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre': 1100052,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium': 1100053,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre': 1100054,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#OperaGenre': 1100055,\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre': 1100056}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre_classes_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create edges dict \n",
    "edges_dict = dict() \n",
    "for pair in list(edges): \n",
    "    if pair[0] not in edges_dict.keys(): \n",
    "        edges_dict[pair[0]] = [pair[1]]\n",
    "    else: \n",
    "        edges_dict[pair[0]].append(pair[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'http://sparql.cwrc.ca/ontologies/genre#exhibitionCatalogue': ['http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#serialVolume': ['http://sparql.cwrc.ca/ontologies/genre#SerialForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comedy': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#clerihew': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fable': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#prayer': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#legendFolktale': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epistle': ['http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#philosophy': ['http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dissertation': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#conditionOfEnglandNovel': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#business': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#musicalWriting': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#topographicalPoetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sensationNovel': ['http://sparql.cwrc.ca/ontologies/genre#MysteryGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#musicology': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#instructionalText': ['http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#moralityOrMysteryPlay': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#schoolFiction': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#answer': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ballet': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#domestic': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#tragedy': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comingOut': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#drama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bibliography': ['http://sparql.cwrc.ca/ontologies/genre#CollectionForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#guidebook': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dialogueOfTheDead': ['http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#liturgy': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#phdThesis': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#notatedMusic': ['http://sparql.cwrc.ca/ontologies/genre#MusicalNotationForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#acrostic': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#feministTheory': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FeministGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ballad': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#anagram': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#captivityNarrative': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#radioDrama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#didactic': ['http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#realist': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#opera': ['http://sparql.cwrc.ca/ontologies/genre#OperaGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#mockForms': ['http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#anthem': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#colouringBook': ['http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#informationalWriting': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#partExcerpt': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#oratorio': ['http://sparql.cwrc.ca/ontologies/genre#SongGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#apology': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#animation': ['http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#governmentReport': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#physicalTheatre': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fiction': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#feminist': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FeministGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bestiary': ['http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#chapter': ['http://sparql.cwrc.ca/ontologies/genre#TextualMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lullaby': ['http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#criminology': ['http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pantomime': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#hymn': ['http://sparql.cwrc.ca/ontologies/genre#MusicalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#reflection': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#melodrama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#nurseryRhyme': ['http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#religious': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#criticism': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#theatreForYoungAudiences': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#imitation': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#painting': ['http://sparql.cwrc.ca/ontologies/genre#StillImageMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#western': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#advertisement': ['http://sparql.cwrc.ca/ontologies/genre#AdvertisementForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#autobiography': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sundaySchoolStory': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#serialPeriodical': ['http://sparql.cwrc.ca/ontologies/genre#SerialForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dance': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#eyeWitness': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#essay': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#memoir': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#politicalWriting': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#immigration': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dictionary': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#cabaret': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#webpage': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#novel': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epitaph': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#freeVerse': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#popular': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#document': ['http://sparql.cwrc.ca/ontologies/genre#TextualMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#archivalMaterial': ['http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#improvisation': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#calendar': ['http://sparql.cwrc.ca/ontologies/genre#CalendarForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#psychoanalytical': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#balladOpera': ['http://sparql.cwrc.ca/ontologies/genre#OperaGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#kitchenSinkDrama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#devotional': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#agitprop': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#proverb': ['http://sparql.cwrc.ca/ontologies/genre#ProverbForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#cartographicMaterials': ['http://sparql.cwrc.ca/ontologies/genre#CartographicForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#vignette': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lyric': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#narrativePoetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#letter': ['http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#documentary': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#scienceFiction': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#villanelle': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#anacreontic': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#looseLeaf': ['http://sparql.cwrc.ca/ontologies/genre#TextualMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#revue': ['http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#suffragist': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#novelOfSensibility': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epyllion': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#paratext': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#historicalWriting': ['http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#allegory': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#chapbook': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#prefatoryPiece': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#regional': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#hagiography': ['http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#manual': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#juvenilia': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#journalism': ['http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#elegy': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#serial': ['http://sparql.cwrc.ca/ontologies/genre#SerialForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#chronology': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#psalm': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#architecturalWriting': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bornDigital': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lgbtq': ['http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#atlas': ['http://sparql.cwrc.ca/ontologies/genre#CartographicForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sketchBook': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sageWriting': ['http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bildungsroman': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#speech': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#socialScience': ['http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#threeDimensionalObject': ['http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#monologue': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#realia': ['http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sentimental': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#parody': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sexualAwakeningFiction': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epic': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#afterword': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#biblicalParaphrase': ['http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#performancePoetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#harlequinade': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#satire': ['http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#gardening': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#appendix': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#military': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epithalamium': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#adventureWriting': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#versePoem': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bisexualFiction': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epistolary': ['http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epigram': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#localHistory': ['http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#costumeDrama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#afterpiece': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#photograph': ['http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#folkSong': ['http://sparql.cwrc.ca/ontologies/genre#SongGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#travel': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#Ã\\xa0Clef': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#politicalStatement': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#film': ['http://sparql.cwrc.ca/ontologies/genre#MovingMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#filmTvScript': ['http://sparql.cwrc.ca/ontologies/genre#ScriptForm',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#legalWriting': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dedication': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#camp': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#guerillaTheatre': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#detective': ['http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#youngAdultWriting': ['http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#robinsonades': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ruralIdyll': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#passionPlay': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#oneActPlay': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#historicalOverview': ['http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lifeWriting': ['http://sparql.cwrc.ca/ontologies/genre#LifeWritingGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#haiku': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#thematicWriting': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#childrensLiterature': ['http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#videoRecording': ['http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MovingMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#annotation': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sonnet': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#journal': ['http://sparql.cwrc.ca/ontologies/genre#JournalForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dreamVision': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#record': ['http://sparql.cwrc.ca/ontologies/genre#RecordForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#quiz': ['http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ephemera': ['http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comedyOfHumours': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ode': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#socialReform': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#oralHistory': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#computerProgram': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#criticalAnalysis': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#folkTale': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#orientalist': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#utopia': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#industrialNovel': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#theatreOfCruelty': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#temperance': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#war': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#legend': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#slaveNarrative': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#longPoem': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#music': ['http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#programNotes': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#playScript': ['http://sparql.cwrc.ca/ontologies/genre#ScriptForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#mixedMaterials': ['http://sparql.cwrc.ca/ontologies/genre#ThreeDimensionalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#artCriticism': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pedagogy': ['http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#picaresque': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#testimony': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#collectiveCreation': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#soundRecordingMusical': ['http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#preSchool': ['http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#radioScript': ['http://sparql.cwrc.ca/ontologies/genre#ScriptForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#history': ['http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#microform': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#panegyric': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#eclogue': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#soundRecordingNonmusical': ['http://sparql.cwrc.ca/ontologies/genre#SoundRecordingMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#drawing': ['http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#StillImageMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#polemic': ['http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#eulogy': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#giftbook': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#multimedia': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#tractPamphlet': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#maResearchPaper': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#libretto': ['http://sparql.cwrc.ca/ontologies/genre#OperaGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScriptForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#introduction': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#illustrated': ['http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#medicalWriting': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#summary': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#thesaurus': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epilogue': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#courtshipFiction': ['http://sparql.cwrc.ca/ontologies/genre#RomanceGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sequel': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pageant': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#prosePoem': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#verseNovel': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lais': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#almanac': ['http://sparql.cwrc.ca/ontologies/genre#CalendarForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#manuscript': ['http://sparql.cwrc.ca/ontologies/genre#TextualMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#survey': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bibliographicRecord': ['http://sparql.cwrc.ca/ontologies/genre#RecordForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#georgic': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#encyclopaedia': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#translation': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#cautionaryTale': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#cookbook': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#performance': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#farce': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fairytale': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comicbook': ['http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dialogueOrDebate': ['http://sparql.cwrc.ca/ontologies/genre#DialogueOrDebateGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#song': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dub': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bookSeries': ['http://sparql.cwrc.ca/ontologies/genre#SerialForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comedyOfManners': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fabliau': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#closetDrama': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#manifesto': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#scholarlyWriting': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#conversionNarrative': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#riddle': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#novella': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#announcement': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#photoEssay': ['http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#mimeograph': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#directory': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lesbian': ['http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#proletarianWriting': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#nationalTale': ['http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#love': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#adaptation': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#genealogy': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#obituary': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#revengeTragedy': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comedyOfIntrigue': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#animalStory': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#nonFiction': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sensational': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lecture': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#prophecy': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pindaric': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#anthology': ['http://sparql.cwrc.ca/ontologies/genre#CollectionForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#offprint': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#philosophical': ['http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#nationalist': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sketch': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#treatise': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#catalogue': ['http://sparql.cwrc.ca/ontologies/genre#CatalogueForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#masque': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#prologue': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dystopia': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#conductLiterature': ['http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#petition': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lampoon': ['http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#graphicNovel': ['http://sparql.cwrc.ca/ontologies/genre#IllustratedForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#artistsBook': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#book': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#sermon': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#notebook': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pamphlet': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#episodicLiterature': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#diasporic': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#parable': ['http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#thriller': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#boutsRimÃ©s': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#revengeComedy': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#commonplaceBook': ['http://sparql.cwrc.ca/ontologies/genre#CollectionForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#map': ['http://sparql.cwrc.ca/ontologies/genre#CartographicForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#catechism': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#interview': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#epicTheatre': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#review': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#graveyardPoetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#script': ['http://sparql.cwrc.ca/ontologies/genre#ScriptForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#bergamasque': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#collection': ['http://sparql.cwrc.ca/ontologies/genre#CollectionForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#comedyOfMenace': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#diary': ['http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#heroic': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#propaganda': ['http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#biographicalDictionary': ['http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#scripture': ['http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#theatreOfTheAbsurd': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#visualArt': ['http://sparql.cwrc.ca/ontologies/genre#VisualArtMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#dramaticMonologue': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#videoGame': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#magicRealist': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#environmental': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#lettersFromTheDeadToTheLiving': ['http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#theology': ['http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#research': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#poeticDrama': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#aphorism': ['http://sparql.cwrc.ca/ontologies/genre#ProverbForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#tragicomedy': ['http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#column': ['http://sparql.cwrc.ca/ontologies/genre#JournalForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#seaStory': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#burletta': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#exploration': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#myth': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ghostStory': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#questNarrative': ['http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#alphabet': ['http://sparql.cwrc.ca/ontologies/genre#AlphabetForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#grammar': ['http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#paranormal': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#mystery': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#poetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#biography': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#juvenile': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#erotica': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#ballade': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#shortStory': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#romance': ['http://sparql.cwrc.ca/ontologies/genre#RomanceGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fascicle': ['http://sparql.cwrc.ca/ontologies/genre#EmbeddedWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#filmScript': ['http://sparql.cwrc.ca/ontologies/genre#ScriptForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#commentary': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#puppetry': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#charade': ['http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#scrapbook': ['http://sparql.cwrc.ca/ontologies/genre#StandaloneWork'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#index': ['http://sparql.cwrc.ca/ontologies/genre#RecordForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#digital': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#literaryCriticism': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#fantasy': ['http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#silverForkNovel': ['http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#textbook': ['http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#pastoral': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#scientificWriting': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#blackComedy': ['http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#maThesis': ['http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#periodicalFeature': ['http://sparql.cwrc.ca/ontologies/genre#JournalForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#broadside': ['http://sparql.cwrc.ca/ontologies/genre#PrintMedium'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#abridgement': ['http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#newspaper': ['http://sparql.cwrc.ca/ontologies/genre#JournalForm'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#gothic': ['http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#occasionalPoetry': ['http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#profileOfAuthor': ['http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'],\n",
       " 'http://sparql.cwrc.ca/ontologies/genre#website': ['http://sparql.cwrc.ca/ontologies/genre#DigitalMedium']}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edges_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('http://sparql.cwrc.ca/ontologies/genre#adaptation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#allegory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#allegory',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#autobiography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#autobiography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bildungsroman',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#bildungsroman',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#biography',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#business',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#comedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ComedicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#commentary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#cookbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#criminology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SocialScienceGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#criticism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#detective',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MysteryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#devotional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#diary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dictionary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReferenceWorkGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#didactic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dissertation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#documentary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#domestic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#domestic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#drama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#drama',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#dystopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#environmental',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#epistolary',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#EpistolaryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#erotica',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#erotica',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#essay',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#exploration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fable',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fairytale',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fantasy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FeministGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#feminist',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#fiction',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#gardening',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#genealogy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#InformationalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#gothic',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#grammar',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#history',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#HistoricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#immigration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#immigration',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#journalism',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#JournalisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#juvenile',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#legend',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lesbian',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lesbian',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LGBTQPlusGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lgbtq',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#love',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#memoir',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#AutobiographicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#military',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#music',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#MusicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#mystery',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#myth',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#novel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#novella',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NovelisticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#opera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#OperaGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#opera',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#parody',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pastoral',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#pedagogy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#performance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PerformanceMedium'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#performance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#philosophical',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#philosophy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PhilosophicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#picaresque',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#poetry',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#popular',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prayer',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#propaganda',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#prophecy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#regional',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#religious',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#research',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ScholarlyGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#review',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#satire',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SatiricalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#satire',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scripture',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#LiteraryGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#scripture',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#sequel',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#song',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoeticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#song',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#paranormal',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ChildrensLiteratureGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#SongGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#lullaby',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DidacticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#temperance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#temperance',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#testimony',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#NarrativeGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#textbook',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PedagogicalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#theology',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ReligiousGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#thriller',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#tragedy',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#DramaticGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#translation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#translation',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#IntertextualGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#utopia',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#FictionalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#PoliticalGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#war',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre'),\n",
       " ('http://sparql.cwrc.ca/ontologies/genre#western',\n",
       "  'http://sparql.cwrc.ca/ontologies/genre#ThematicGenre')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre_is_a_edges = list()\n",
    "for genre in list(df_genres.genre_uri.values): \n",
    "    classes = edges_dict[genre]\n",
    "    for cl in classes: \n",
    "        genre_is_a_edges.append((genre, cl))\n",
    "genre_is_a_edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All new edges:  100\n"
     ]
    }
   ],
   "source": [
    "genre_is_a_edges =list(set(genre_is_a_edges))\n",
    "print(\"All new edges: \", len(genre_is_a_edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Save edges\n",
    "with open(\"edges/genre_is_a_edges_new.pickle\", \"wb\") as f: \n",
    "    pickle.dump(genre_is_a_edges, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "377"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(edges_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_uri</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>3586</td>\n",
       "      <td>25</td>\n",
       "      <td>2005</td>\n",
       "      <td>autism</td>\n",
       "      <td>autism</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>1000257</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1  tag_id  book_count  count        tag_name  \\\n",
       "0         573           575    1584          17     62      adaptation   \n",
       "1         797           799    2112           2     20      allegories   \n",
       "2         798           800    2113          33   1577        allegory   \n",
       "3        1460          1462    3586          25   2005          autism   \n",
       "4        1467          1469    3596         265   3130  auto-biography   \n",
       "\n",
       "       clean_tag                                      stacked_embed  \\\n",
       "0     adaptation  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...   \n",
       "1     allegories  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...   \n",
       "2       allegory  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...   \n",
       "3         autism  [-0.51119936 -0.59016585  0.05876559 ... -0.12...   \n",
       "4  autobiography  [-0.02404164 -0.08033854 -0.32767    ...  0.20...   \n",
       "\n",
       "      genre_name  genre_id                                          genre_uri  \n",
       "0     adaptation   1000212  http://sparql.cwrc.ca/ontologies/genre#adaptation  \n",
       "1       allegory   1000027    http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "2       allegory   1000027    http://sparql.cwrc.ca/ontologies/genre#allegory  \n",
       "3     paranormal   1000257  http://sparql.cwrc.ca/ontologies/genre#paranormal  \n",
       "4  autobiography   1000149  http://sparql.cwrc.ca/ontologies/genre#autobio...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Add the is-a reations to the tags in the folksonomy\n",
    "df_genres.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_class(genre): \n",
    "    genre_uri = genres[genre]\n",
    "    links = edges_dict[genre_uri]\n",
    "    \n",
    "    return links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>book_count</th>\n",
       "      <th>count</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_uri</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>1584</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>1000212</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Intert...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2112</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>allegories</td>\n",
       "      <td>allegories</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Fictio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>2113</td>\n",
       "      <td>33</td>\n",
       "      <td>1577</td>\n",
       "      <td>allegory</td>\n",
       "      <td>allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1000027</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Fictio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>3586</td>\n",
       "      <td>25</td>\n",
       "      <td>2005</td>\n",
       "      <td>autism</td>\n",
       "      <td>autism</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>1000257</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Themat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>3596</td>\n",
       "      <td>265</td>\n",
       "      <td>3130</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>1000149</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Autobi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>14675</td>\n",
       "      <td>14677</td>\n",
       "      <td>31141</td>\n",
       "      <td>121</td>\n",
       "      <td>1509</td>\n",
       "      <td>translations</td>\n",
       "      <td>translations</td>\n",
       "      <td>[-0.36979428 -0.16403413 -0.32276735 ...  0.14...</td>\n",
       "      <td>translation</td>\n",
       "      <td>1000034</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#transla...</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Intert...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>14932</td>\n",
       "      <td>14934</td>\n",
       "      <td>31667</td>\n",
       "      <td>11</td>\n",
       "      <td>268</td>\n",
       "      <td>utopia</td>\n",
       "      <td>utopia</td>\n",
       "      <td>[-0.3878106  -0.21069324 -0.4752291  ...  0.23...</td>\n",
       "      <td>utopia</td>\n",
       "      <td>1000108</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#utopia</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Fictio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>15155</td>\n",
       "      <td>15157</td>\n",
       "      <td>32130</td>\n",
       "      <td>1044</td>\n",
       "      <td>66056</td>\n",
       "      <td>war</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "      <td>1000262</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Politi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>15156</td>\n",
       "      <td>15158</td>\n",
       "      <td>32131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>war-</td>\n",
       "      <td>war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>war</td>\n",
       "      <td>1000262</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Politi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>15276</td>\n",
       "      <td>15278</td>\n",
       "      <td>32353</td>\n",
       "      <td>115</td>\n",
       "      <td>9899</td>\n",
       "      <td>western</td>\n",
       "      <td>western</td>\n",
       "      <td>[-0.83105254 -0.10517035 -0.5715087  ...  0.13...</td>\n",
       "      <td>western</td>\n",
       "      <td>1000113</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#western</td>\n",
       "      <td>[http://sparql.cwrc.ca/ontologies/genre#Themat...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  tag_id  book_count  count        tag_name  \\\n",
       "0           573           575    1584          17     62      adaptation   \n",
       "1           797           799    2112           2     20      allegories   \n",
       "2           798           800    2113          33   1577        allegory   \n",
       "3          1460          1462    3586          25   2005          autism   \n",
       "4          1467          1469    3596         265   3130  auto-biography   \n",
       "..          ...           ...     ...         ...    ...             ...   \n",
       "107       14675         14677   31141         121   1509    translations   \n",
       "108       14932         14934   31667          11    268          utopia   \n",
       "109       15155         15157   32130        1044  66056             war   \n",
       "110       15156         15158   32131           2      5            war-   \n",
       "111       15276         15278   32353         115   9899         western   \n",
       "\n",
       "         clean_tag                                      stacked_embed  \\\n",
       "0       adaptation  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...   \n",
       "1       allegories  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...   \n",
       "2         allegory  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...   \n",
       "3           autism  [-0.51119936 -0.59016585  0.05876559 ... -0.12...   \n",
       "4    autobiography  [-0.02404164 -0.08033854 -0.32767    ...  0.20...   \n",
       "..             ...                                                ...   \n",
       "107   translations  [-0.36979428 -0.16403413 -0.32276735 ...  0.14...   \n",
       "108         utopia  [-0.3878106  -0.21069324 -0.4752291  ...  0.23...   \n",
       "109            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "110            war  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   \n",
       "111        western  [-0.83105254 -0.10517035 -0.5715087  ...  0.13...   \n",
       "\n",
       "        genre_name  genre_id  \\\n",
       "0       adaptation   1000212   \n",
       "1         allegory   1000027   \n",
       "2         allegory   1000027   \n",
       "3       paranormal   1000257   \n",
       "4    autobiography   1000149   \n",
       "..             ...       ...   \n",
       "107    translation   1000034   \n",
       "108         utopia   1000108   \n",
       "109            war   1000262   \n",
       "110            war   1000262   \n",
       "111        western   1000113   \n",
       "\n",
       "                                             genre_uri  \\\n",
       "0    http://sparql.cwrc.ca/ontologies/genre#adaptation   \n",
       "1      http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "2      http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "3    http://sparql.cwrc.ca/ontologies/genre#paranormal   \n",
       "4    http://sparql.cwrc.ca/ontologies/genre#autobio...   \n",
       "..                                                 ...   \n",
       "107  http://sparql.cwrc.ca/ontologies/genre#transla...   \n",
       "108      http://sparql.cwrc.ca/ontologies/genre#utopia   \n",
       "109         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "110         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "111     http://sparql.cwrc.ca/ontologies/genre#western   \n",
       "\n",
       "                                                 class  \n",
       "0    [http://sparql.cwrc.ca/ontologies/genre#Intert...  \n",
       "1    [http://sparql.cwrc.ca/ontologies/genre#Fictio...  \n",
       "2    [http://sparql.cwrc.ca/ontologies/genre#Fictio...  \n",
       "3    [http://sparql.cwrc.ca/ontologies/genre#Themat...  \n",
       "4    [http://sparql.cwrc.ca/ontologies/genre#Autobi...  \n",
       "..                                                 ...  \n",
       "107  [http://sparql.cwrc.ca/ontologies/genre#Intert...  \n",
       "108  [http://sparql.cwrc.ca/ontologies/genre#Fictio...  \n",
       "109  [http://sparql.cwrc.ca/ontologies/genre#Politi...  \n",
       "110  [http://sparql.cwrc.ca/ontologies/genre#Politi...  \n",
       "111  [http://sparql.cwrc.ca/ontologies/genre#Themat...  \n",
       "\n",
       "[112 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genres[\"class\"] = df_genres[\"genre_name\"].apply(add_class)\n",
    "df_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def explode(df, lst_cols, fill_value='', preserve_index=False):\n",
    "    # make sure `lst_cols` is list-alike\n",
    "    if (lst_cols is not None\n",
    "        and len(lst_cols) > 0\n",
    "        and not isinstance(lst_cols, (list, tuple, np.ndarray, pd.Series))):\n",
    "        lst_cols = [lst_cols]\n",
    "    # all columns except `lst_cols`\n",
    "    idx_cols = df.columns.difference(lst_cols)\n",
    "    # calculate lengths of lists\n",
    "    lens = df[lst_cols[0]].str.len()\n",
    "    # preserve original index values    \n",
    "    idx = np.repeat(df.index.values, lens)\n",
    "    # create \"exploded\" DF\n",
    "    res = (pd.DataFrame({\n",
    "                col:np.repeat(df[col].values, lens)\n",
    "                for col in idx_cols},\n",
    "                index=idx)\n",
    "             .assign(**{col:np.concatenate(df.loc[lens>0, col].values)\n",
    "                            for col in lst_cols}))\n",
    "    # append those rows that have empty lists\n",
    "    if (lens == 0).any():\n",
    "        # at least one list in cells is empty\n",
    "        res = (res.append(df.loc[lens==0, idx_cols], sort=False)\n",
    "                  .fillna(fill_value))\n",
    "    # revert the original index order\n",
    "    res = res.sort_index()\n",
    "    # reset index if requested\n",
    "    if not preserve_index:        \n",
    "        res = res.reset_index(drop=True)\n",
    "    return res\n",
    "df_links = explode(df_genres, [\"class\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>book_count</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>count</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_uri</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>17</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>62</td>\n",
       "      <td>1000212</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>1584</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Interte...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2</td>\n",
       "      <td>allegories</td>\n",
       "      <td>20</td>\n",
       "      <td>1000027</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>2112</td>\n",
       "      <td>allegories</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Fiction...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>33</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1577</td>\n",
       "      <td>1000027</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>2113</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Fiction...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>25</td>\n",
       "      <td>autism</td>\n",
       "      <td>2005</td>\n",
       "      <td>1000257</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>3586</td>\n",
       "      <td>autism</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Themati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>265</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>3130</td>\n",
       "      <td>1000149</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>3596</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Autobio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>15155</td>\n",
       "      <td>15157</td>\n",
       "      <td>1044</td>\n",
       "      <td>war</td>\n",
       "      <td>66056</td>\n",
       "      <td>1000262</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>32130</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Politic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>15155</td>\n",
       "      <td>15157</td>\n",
       "      <td>1044</td>\n",
       "      <td>war</td>\n",
       "      <td>66056</td>\n",
       "      <td>1000262</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>32130</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Themati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>15156</td>\n",
       "      <td>15158</td>\n",
       "      <td>2</td>\n",
       "      <td>war</td>\n",
       "      <td>5</td>\n",
       "      <td>1000262</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>32131</td>\n",
       "      <td>war-</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Politic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>15156</td>\n",
       "      <td>15158</td>\n",
       "      <td>2</td>\n",
       "      <td>war</td>\n",
       "      <td>5</td>\n",
       "      <td>1000262</td>\n",
       "      <td>war</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#war</td>\n",
       "      <td>[ 0.5518989   0.50877196 -0.49524078 ...  0.10...</td>\n",
       "      <td>32131</td>\n",
       "      <td>war-</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Themati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>15276</td>\n",
       "      <td>15278</td>\n",
       "      <td>115</td>\n",
       "      <td>western</td>\n",
       "      <td>9899</td>\n",
       "      <td>1000113</td>\n",
       "      <td>western</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#western</td>\n",
       "      <td>[-0.83105254 -0.10517035 -0.5715087  ...  0.13...</td>\n",
       "      <td>32353</td>\n",
       "      <td>western</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Themati...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>131 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  book_count      clean_tag  count  genre_id  \\\n",
       "0           573           575          17     adaptation     62   1000212   \n",
       "1           797           799           2     allegories     20   1000027   \n",
       "2           798           800          33       allegory   1577   1000027   \n",
       "3          1460          1462          25         autism   2005   1000257   \n",
       "4          1467          1469         265  autobiography   3130   1000149   \n",
       "..          ...           ...         ...            ...    ...       ...   \n",
       "126       15155         15157        1044            war  66056   1000262   \n",
       "127       15155         15157        1044            war  66056   1000262   \n",
       "128       15156         15158           2            war      5   1000262   \n",
       "129       15156         15158           2            war      5   1000262   \n",
       "130       15276         15278         115        western   9899   1000113   \n",
       "\n",
       "        genre_name                                          genre_uri  \\\n",
       "0       adaptation  http://sparql.cwrc.ca/ontologies/genre#adaptation   \n",
       "1         allegory    http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "2         allegory    http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "3       paranormal  http://sparql.cwrc.ca/ontologies/genre#paranormal   \n",
       "4    autobiography  http://sparql.cwrc.ca/ontologies/genre#autobio...   \n",
       "..             ...                                                ...   \n",
       "126            war         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "127            war         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "128            war         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "129            war         http://sparql.cwrc.ca/ontologies/genre#war   \n",
       "130        western     http://sparql.cwrc.ca/ontologies/genre#western   \n",
       "\n",
       "                                         stacked_embed  tag_id  \\\n",
       "0    [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...    1584   \n",
       "1    [-0.7937539  -0.0359518  -0.28845835 ...  0.14...    2112   \n",
       "2    [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...    2113   \n",
       "3    [-0.51119936 -0.59016585  0.05876559 ... -0.12...    3586   \n",
       "4    [-0.02404164 -0.08033854 -0.32767    ...  0.20...    3596   \n",
       "..                                                 ...     ...   \n",
       "126  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   32130   \n",
       "127  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   32130   \n",
       "128  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   32131   \n",
       "129  [ 0.5518989   0.50877196 -0.49524078 ...  0.10...   32131   \n",
       "130  [-0.83105254 -0.10517035 -0.5715087  ...  0.13...   32353   \n",
       "\n",
       "           tag_name                                              class  \n",
       "0        adaptation  http://sparql.cwrc.ca/ontologies/genre#Interte...  \n",
       "1        allegories  http://sparql.cwrc.ca/ontologies/genre#Fiction...  \n",
       "2          allegory  http://sparql.cwrc.ca/ontologies/genre#Fiction...  \n",
       "3            autism  http://sparql.cwrc.ca/ontologies/genre#Themati...  \n",
       "4    auto-biography  http://sparql.cwrc.ca/ontologies/genre#Autobio...  \n",
       "..              ...                                                ...  \n",
       "126             war  http://sparql.cwrc.ca/ontologies/genre#Politic...  \n",
       "127             war  http://sparql.cwrc.ca/ontologies/genre#Themati...  \n",
       "128            war-  http://sparql.cwrc.ca/ontologies/genre#Politic...  \n",
       "129            war-  http://sparql.cwrc.ca/ontologies/genre#Themati...  \n",
       "130         western  http://sparql.cwrc.ca/ontologies/genre#Themati...  \n",
       "\n",
       "[131 rows x 12 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_links[\"class_id\"] = df_links[\"class\"].apply(lambda x: genre_classes_ids[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>book_count</th>\n",
       "      <th>clean_tag</th>\n",
       "      <th>count</th>\n",
       "      <th>genre_id</th>\n",
       "      <th>genre_name</th>\n",
       "      <th>genre_uri</th>\n",
       "      <th>stacked_embed</th>\n",
       "      <th>tag_id</th>\n",
       "      <th>tag_name</th>\n",
       "      <th>class</th>\n",
       "      <th>class_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>17</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>62</td>\n",
       "      <td>1000212</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#adaptation</td>\n",
       "      <td>[ 0.02827154 -0.39966932 -0.4262851  ...  0.13...</td>\n",
       "      <td>1584</td>\n",
       "      <td>adaptation</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Interte...</td>\n",
       "      <td>1100052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>797</td>\n",
       "      <td>799</td>\n",
       "      <td>2</td>\n",
       "      <td>allegories</td>\n",
       "      <td>20</td>\n",
       "      <td>1000027</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[-0.7937539  -0.0359518  -0.28845835 ...  0.14...</td>\n",
       "      <td>2112</td>\n",
       "      <td>allegories</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Fiction...</td>\n",
       "      <td>1100019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "      <td>800</td>\n",
       "      <td>33</td>\n",
       "      <td>allegory</td>\n",
       "      <td>1577</td>\n",
       "      <td>1000027</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#allegory</td>\n",
       "      <td>[-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...</td>\n",
       "      <td>2113</td>\n",
       "      <td>allegory</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Fiction...</td>\n",
       "      <td>1100019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1460</td>\n",
       "      <td>1462</td>\n",
       "      <td>25</td>\n",
       "      <td>autism</td>\n",
       "      <td>2005</td>\n",
       "      <td>1000257</td>\n",
       "      <td>paranormal</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#paranormal</td>\n",
       "      <td>[-0.51119936 -0.59016585  0.05876559 ... -0.12...</td>\n",
       "      <td>3586</td>\n",
       "      <td>autism</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Themati...</td>\n",
       "      <td>1100047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1467</td>\n",
       "      <td>1469</td>\n",
       "      <td>265</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>3130</td>\n",
       "      <td>1000149</td>\n",
       "      <td>autobiography</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#autobio...</td>\n",
       "      <td>[-0.02404164 -0.08033854 -0.32767    ...  0.20...</td>\n",
       "      <td>3596</td>\n",
       "      <td>auto-biography</td>\n",
       "      <td>http://sparql.cwrc.ca/ontologies/genre#Autobio...</td>\n",
       "      <td>1100032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1  book_count      clean_tag  count  genre_id  \\\n",
       "0         573           575          17     adaptation     62   1000212   \n",
       "1         797           799           2     allegories     20   1000027   \n",
       "2         798           800          33       allegory   1577   1000027   \n",
       "3        1460          1462          25         autism   2005   1000257   \n",
       "4        1467          1469         265  autobiography   3130   1000149   \n",
       "\n",
       "      genre_name                                          genre_uri  \\\n",
       "0     adaptation  http://sparql.cwrc.ca/ontologies/genre#adaptation   \n",
       "1       allegory    http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "2       allegory    http://sparql.cwrc.ca/ontologies/genre#allegory   \n",
       "3     paranormal  http://sparql.cwrc.ca/ontologies/genre#paranormal   \n",
       "4  autobiography  http://sparql.cwrc.ca/ontologies/genre#autobio...   \n",
       "\n",
       "                                       stacked_embed  tag_id        tag_name  \\\n",
       "0  [ 0.02827154 -0.39966932 -0.4262851  ...  0.13...    1584      adaptation   \n",
       "1  [-0.7937539  -0.0359518  -0.28845835 ...  0.14...    2112      allegories   \n",
       "2  [-7.8196716e-01  2.9064909e-01 -2.5628287e-01 ...    2113        allegory   \n",
       "3  [-0.51119936 -0.59016585  0.05876559 ... -0.12...    3586          autism   \n",
       "4  [-0.02404164 -0.08033854 -0.32767    ...  0.20...    3596  auto-biography   \n",
       "\n",
       "                                               class  class_id  \n",
       "0  http://sparql.cwrc.ca/ontologies/genre#Interte...   1100052  \n",
       "1  http://sparql.cwrc.ca/ontologies/genre#Fiction...   1100019  \n",
       "2  http://sparql.cwrc.ca/ontologies/genre#Fiction...   1100019  \n",
       "3  http://sparql.cwrc.ca/ontologies/genre#Themati...   1100047  \n",
       "4  http://sparql.cwrc.ca/ontologies/genre#Autobio...   1100032  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_links.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is-a links:  131\n",
      "Is-a links unique:  100\n"
     ]
    }
   ],
   "source": [
    "# Create genre to class edges \n",
    "genre_to_class_edges = list(zip(list(df_links.genre_id.values), list(df_links.class_id.values)))\n",
    "print(\"Is-a links: \", len(genre_to_class_edges))\n",
    "# Remove duplicates \n",
    "genre_to_class_edges = list(set(genre_to_class_edges))\n",
    "print(\"Is-a links unique: \", len(genre_to_class_edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #Save edges\n",
    "save_edges(genre_to_class_edges, \"edges/genre_to_class_ids_new.edgelist\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Concatenate new edges with previous ones "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "112\n"
     ]
    }
   ],
   "source": [
    "#load book to tag edges without the weights \n",
    "tag_to_genre_edges = list()\n",
    "with open(\"edges/tag_to_genre_ids_new.edgelist\", \"r\") as f: \n",
    "    for line in f: \n",
    "        unweighted_edge = line.split()\n",
    "        edge = (int(unweighted_edge[0]), int(unweighted_edge[1])) \n",
    "        tag_to_genre_edges.append(edge)\n",
    "print(len(tag_to_genre_edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load tag to class edges without the weights \n",
    "genre_to_class_edges = list()\n",
    "with open(\"edges/genre_to_class_ids_new.edgelist\", \"r\") as f: \n",
    "    for line in f: \n",
    "        unweighted_edge = line.split()\n",
    "        edge = (int(unweighted_edge[0]), int(unweighted_edge[1])) \n",
    "        genre_to_class_edges.append(edge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genre_to_class_edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New edges after merging with ontology:  212\n"
     ]
    }
   ],
   "source": [
    "new_edges = genre_to_class_edges + tag_to_genre_edges\n",
    "print(\"New edges after merging with ontology: \", len(new_edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_weighted_edges = [(edge[0], edge[1], HARD_WEIGHT) for edge in new_edges]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1000212, 1100052, 1000000),\n",
       " (1000079, 1100037, 1000000),\n",
       " (1000222, 1100007, 1000000),\n",
       " (1000090, 1100047, 1000000),\n",
       " (1000215, 1100016, 1000000),\n",
       " (1000030, 1100047, 1000000),\n",
       " (1000084, 1100031, 1000000),\n",
       " (1000249, 1100019, 1000000),\n",
       " (1000054, 1100047, 1000000),\n",
       " (1000179, 1100025, 1000000)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_weighted_edges[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load book to tag edges without the weights \n",
    "book_to_tag_edges = list()\n",
    "with open(\"edges/book_tags_full.edgelist\", \"r\") as f: \n",
    "    for line in f: \n",
    "        weighted_edge = line.split(\",\")\n",
    "        edge = (int(weighted_edge[0]), int(weighted_edge[1]), int(weighted_edge[2])) \n",
    "        book_to_tag_edges.append(edge)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1, 30574, 167697),\n",
       " (1, 11305, 37174),\n",
       " (1, 11557, 34173),\n",
       " (1, 8717, 12986),\n",
       " (1, 33114, 12716),\n",
       " (1, 11743, 9954),\n",
       " (1, 14017, 7169),\n",
       " (1, 5207, 6221),\n",
       " (1, 22743, 4974),\n",
       " (1, 32989, 4364)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "book_to_tag_edges[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Book to tag edges:  999912\n"
     ]
    }
   ],
   "source": [
    "print(\"Book to tag edges: \", len(book_to_tag_edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percent of growth of edges:  0.00021201865764187248\n"
     ]
    }
   ],
   "source": [
    "print(\"Percent of growth of edges: \", len(new_edges) / len(book_to_tag_edges))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "concat_edges = book_to_tag_edges + new_weighted_edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(8114, 1000252, 1000000),\n",
       " (8116, 1000252, 1000000),\n",
       " (8130, 1000252, 1000000),\n",
       " (8147, 1000252, 1000000),\n",
       " (8149, 1000252, 1000000),\n",
       " (8150, 1000252, 1000000),\n",
       " (8151, 1000252, 1000000),\n",
       " (8560, 1000251, 1000000),\n",
       " (8573, 1000248, 1000000),\n",
       " (9336, 1000066, 1000000),\n",
       " (9385, 1000243, 1000000),\n",
       " (9389, 1000243, 1000000),\n",
       " (9432, 1000096, 1000000),\n",
       " (9472, 1000235, 1000000),\n",
       " (9482, 1000170, 1000000),\n",
       " (9593, 1000013, 1000000),\n",
       " (9669, 1000220, 1000000),\n",
       " (9697, 1000052, 1000000),\n",
       " (9886, 1000019, 1000000),\n",
       " (9969, 1000019, 1000000),\n",
       " (10059, 1000181, 1000000),\n",
       " (10064, 1000181, 1000000),\n",
       " (10080, 1000181, 1000000),\n",
       " (10081, 1000181, 1000000),\n",
       " (10082, 1000181, 1000000),\n",
       " (10083, 1000181, 1000000),\n",
       " (10084, 1000181, 1000000),\n",
       " (10711, 1000281, 1000000),\n",
       " (10729, 1000093, 1000000),\n",
       " (10753, 1000141, 1000000),\n",
       " (10825, 1000280, 1000000),\n",
       " (10835, 1000280, 1000000),\n",
       " (10886, 1000068, 1000000),\n",
       " (11061, 1000118, 1000000),\n",
       " (11106, 1000203, 1000000),\n",
       " (11148, 1000001, 1000000),\n",
       " (11152, 1000001, 1000000),\n",
       " (11159, 1000001, 1000000),\n",
       " (11162, 1000001, 1000000),\n",
       " (11305, 1000199, 1000000),\n",
       " (11673, 1000215, 1000000),\n",
       " (11743, 1000028, 1000000),\n",
       " (12832, 1000054, 1000000),\n",
       " (12938, 1000011, 1000000),\n",
       " (13446, 1000101, 1000000),\n",
       " (13514, 1000271, 1000000),\n",
       " (14552, 1000154, 1000000),\n",
       " (15316, 1000050, 1000000),\n",
       " (16651, 1000176, 1000000),\n",
       " (16799, 1000213, 1000000),\n",
       " (17865, 1000160, 1000000),\n",
       " (17933, 1000131, 1000000),\n",
       " (18011, 1000225, 1000000),\n",
       " (18014, 1000225, 1000000),\n",
       " (18640, 1000090, 1000000),\n",
       " (19733, 1000055, 1000000),\n",
       " (20047, 1000030, 1000000),\n",
       " (20673, 1000190, 1000000),\n",
       " (20939, 1000111, 1000000),\n",
       " (21011, 1000016, 1000000),\n",
       " (21021, 1000257, 1000000),\n",
       " (21989, 1000069, 1000000),\n",
       " (22025, 1000004, 1000000),\n",
       " (22439, 1000084, 1000000),\n",
       " (22973, 1000257, 1000000),\n",
       " (23034, 1000223, 1000000),\n",
       " (23067, 1000039, 1000000),\n",
       " (23192, 1000186, 1000000),\n",
       " (23283, 1000134, 1000000),\n",
       " (23465, 1000079, 1000000),\n",
       " (23471, 1000024, 1000000),\n",
       " (23584, 1000159, 1000000),\n",
       " (23831, 1000099, 1000000),\n",
       " (23991, 1000010, 1000000),\n",
       " (24141, 1000076, 1000000),\n",
       " (24437, 1000120, 1000000),\n",
       " (24441, 1000239, 1000000),\n",
       " (24502, 1000257, 1000000),\n",
       " (25604, 1000155, 1000000),\n",
       " (25685, 1000156, 1000000),\n",
       " (25773, 1000222, 1000000),\n",
       " (25819, 1000128, 1000000),\n",
       " (26636, 1000143, 1000000),\n",
       " (26966, 1000124, 1000000),\n",
       " (27166, 1000022, 1000000),\n",
       " (28101, 1000200, 1000000),\n",
       " (29011, 1000257, 1000000),\n",
       " (29225, 1000127, 1000000),\n",
       " (29513, 1000038, 1000000),\n",
       " (29579, 1000178, 1000000),\n",
       " (29590, 1000224, 1000000),\n",
       " (30241, 1000267, 1000000),\n",
       " (30358, 1000249, 1000000),\n",
       " (31103, 1000041, 1000000),\n",
       " (31140, 1000034, 1000000),\n",
       " (31141, 1000034, 1000000),\n",
       " (31667, 1000108, 1000000),\n",
       " (32130, 1000262, 1000000),\n",
       " (32131, 1000262, 1000000),\n",
       " (32353, 1000113, 1000000)]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat_edges[-100:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_edges(concat_edges, \"edges/book_tag_class_w_full.edgelist\", weights=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}