GMML_V3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import csv\n",
    "import random\n",
    "import time\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "os.chdir(\"C:\\\\Users\\\\Samir\\\\Desktop\\\\ENSAE\\\\GMML\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wordnet_mammal_file = 'wordnet_mammal_hypernyms.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_wordnetload_wor (wordnet_path):\n",
    "    network = {}\n",
    "    with open(wordnet_path, 'r') as f:\n",
    "        reader = csv.reader(f, delimiter='\\t')\n",
    "        for row in reader:\n",
    "            if not row[0]==row[1]:\n",
    "                if row[0] in network:\n",
    "                    network[row[0]].append(row[1])\n",
    "                else:\n",
    "                    network.update({row[0]:[row[1]]})\n",
    "    return network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'kangaroo.n.01': ['marsupial.n.01', 'mammal.n.01', 'metatherian.n.01'],\n",
       " 'domestic_goat.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'goat.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'rock_squirrel.n.01': ['ground_squirrel.n.02',\n",
       "  'squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'vizsla.n.01': ['dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'pointer.n.04',\n",
       "  'hunting_dog.n.01'],\n",
       " 'dandie_dinmont.n.01': ['mammal.n.01',\n",
       "  'terrier.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'broodmare.n.01': ['horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mare.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01'],\n",
       " 'lesser_kudu.n.01': ['placental.n.01',\n",
       "  'kudu.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'water_shrew.n.01': ['insectivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'shrew.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'silky_anteater.n.01': ['placental.n.01',\n",
       "  'edentate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'anteater.n.02'],\n",
       " 'giant_kangaroo.n.01': ['metatherian.n.01',\n",
       "  'kangaroo.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'seattle_slew.n.01': ['thoroughbred.n.02',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'horse.n.01',\n",
       "  'racehorse.n.01'],\n",
       " 'boxer.n.04': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'working_dog.n.01'],\n",
       " 'rabbit.n.01': ['placental.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'mammal.n.01',\n",
       "  'leporid.n.01'],\n",
       " 'longhorn.n.01': ['bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'cattle.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01',\n",
       "  'beef.n.01'],\n",
       " 'blue_fox.n.01': ['fox.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'arctic_fox.n.01',\n",
       "  'canine.n.02'],\n",
       " 'woolly_monkey.n.01': ['new_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'vole.n.01': ['mammal.n.01',\n",
       "  'wood_rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'western_big-eared_bat.n.01': ['long-eared_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'vespertilian_bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'shetland_sheepdog.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'shepherd_dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'coati.n.01': ['carnivore.n.01',\n",
       "  'procyonid.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'wild_boar.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'swine.n.01'],\n",
       " 'post_horse.n.01': ['placental.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'australian_sea_lion.n.01': ['seal.n.09',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'eared_seal.n.01',\n",
       "  'sea_lion.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'coondog.n.01': ['placental.n.01',\n",
       "  'hound.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'coonhound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01'],\n",
       " 'schipperke.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'watchdog.n.02',\n",
       "  'canine.n.02',\n",
       "  'working_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01'],\n",
       " 'black_rat.n.01': ['rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'rat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'waterbuck.n.01': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'hack.n.06': ['odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01'],\n",
       " 'central_chimpanzee.n.01': ['anthropoid_ape.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'chimpanzee.n.01',\n",
       "  'great_ape.n.01'],\n",
       " 'lesser_panda.n.01': ['mammal.n.01',\n",
       "  'procyonid.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'wether.n.01': ['ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'sheep.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'collie.n.01': ['shepherd_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01'],\n",
       " 'prancer.n.01': ['horse.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'doberman.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'pinscher.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'watchdog.n.02'],\n",
       " 'pygmy_marmoset.n.01': ['monkey.n.01',\n",
       "  'new_world_monkey.n.01',\n",
       "  'marmoset.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'phalanger.n.01': ['metatherian.n.01', 'mammal.n.01', 'marsupial.n.01'],\n",
       " 'ferret_badger.n.01': ['badger.n.02',\n",
       "  'placental.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'cave_myotis.n.01': ['placental.n.01',\n",
       "  'bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'vespertilian_bat.n.01'],\n",
       " 'desmodus_rotundus.n.01': ['vampire_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'malinois.n.01': ['shepherd_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'belgian_sheepdog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01'],\n",
       " 'mexican_pocket_mouse.n.01': ['placental.n.01',\n",
       "  'pocket_rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'pocket_mouse.n.01',\n",
       "  'rat.n.01'],\n",
       " 'hackney.n.02': ['odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'harness_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01'],\n",
       " 'american_flying_squirrel.n.01': ['mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'placental.n.01'],\n",
       " 'syrian_bear.n.01': ['brown_bear.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bear.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'dugong.n.01': ['sea_cow.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'collared_pika.n.01': ['pika.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lagomorph.n.01'],\n",
       " 'grey.n.07': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'gib.n.02': ['tom.n.02',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'domestic_cat.n.01'],\n",
       " 'eurasian_otter.n.01': ['placental.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'otter.n.02'],\n",
       " 'tree_squirrel.n.01': ['rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'squirrel.n.01'],\n",
       " 'plantigrade_mammal.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'cotswold.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sheep.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'welsh_pony.n.01': ['equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'pony.n.05',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01'],\n",
       " 'american_foxhound.n.01': ['carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'hound.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'foxhound.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'addax.n.01': ['bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'antelope.n.01'],\n",
       " 'aberdeen_angus.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'cattle.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'beef.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'clydesdale.n.01': ['ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'draft_horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'angora.n.02': ['goat.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_goat.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'prototherian.n.01': ['mammal.n.01'],\n",
       " 'grade.n.09': ['cattle.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'yearling.n.02': ['racehorse.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'nyala.n.02': ['antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'harnessed_antelope.n.01'],\n",
       " 'springer.n.02': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cow.n.01',\n",
       "  'placental.n.01'],\n",
       " 'striped_skunk.n.01': ['mammal.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'skunk.n.04',\n",
       "  'carnivore.n.01'],\n",
       " 'coonhound.n.01': ['hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hound.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'cur.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'exmoor.n.02': ['pony.n.05',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01'],\n",
       " 'white-tailed_jackrabbit.n.01': ['mammal.n.01',\n",
       "  'jackrabbit.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'hare.n.01',\n",
       "  'leporid.n.01',\n",
       "  'placental.n.01'],\n",
       " 'kitty.n.04': ['feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01'],\n",
       " 'hazel_mouse.n.01': ['dormouse.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'ocelot.n.01': ['feline.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01'],\n",
       " 'baleen_whale.n.01': ['whale.n.02',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'porcupine.n.01': ['mammal.n.01', 'rodent.n.01', 'placental.n.01'],\n",
       " 'rudapithecus.n.01': ['hominid.n.01',\n",
       "  'dryopithecine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'blacktail_jackrabbit.n.01': ['lagomorph.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'leporid.n.01',\n",
       "  'jackrabbit.n.01',\n",
       "  'hare.n.01'],\n",
       " 'drill.n.02': ['baboon.n.01',\n",
       "  'monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'placental.n.01'],\n",
       " 'bluetick.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'hound.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'vaquita.n.01': ['mammal.n.01',\n",
       "  'porpoise.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'toothed_whale.n.01'],\n",
       " 'tiger_cat.n.01': ['wildcat.n.03',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'wheel_horse.n.01': ['equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'draft_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hound.n.01': ['dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'bighorn.n.02': ['ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mountain_sheep.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'chinchilla.n.03': ['mammal.n.01', 'placental.n.01', 'rodent.n.01'],\n",
       " 'raccoon_dog.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'palfrey.n.01': ['mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'rorqual.n.01': ['baleen_whale.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02'],\n",
       " 'sassaby.n.01': ['even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'sloth_bear.n.01': ['carnivore.n.01',\n",
       "  'bear.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'rogue_elephant.n.01': ['proboscidean.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'elephant.n.01'],\n",
       " 'white_elephant.n.02': ['proboscidean.n.01',\n",
       "  'indian_elephant.n.01',\n",
       "  'placental.n.01',\n",
       "  'elephant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pachyderm.n.01'],\n",
       " 'virginia_deer.n.01': ['placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'deer.n.01'],\n",
       " 'lakeland_terrier.n.01': ['carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'wirehair.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'billy.n.02': ['ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'goat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'omaha.n.04': ['equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'horse.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'soft-coated_wheaten_terrier.n.01': ['terrier.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bedlington_terrier.n.01': ['hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'wisent.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bison.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01'],\n",
       " 'sable_antelope.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'staffordshire_bullterrier.n.01': ['hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'terrier.n.01',\n",
       "  'placental.n.01',\n",
       "  'bullterrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'american_staffordshire_terrier.n.01': ['mammal.n.01',\n",
       "  'bullterrier.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01'],\n",
       " 'belgian_hare.n.01': ['placental.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'rabbit.n.01',\n",
       "  'mammal.n.01',\n",
       "  'leporid.n.01'],\n",
       " 'aquatic_mammal.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'tibetan_terrier.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01'],\n",
       " 'exmoor.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'placental.n.01',\n",
       "  'sheep.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'procyonid.n.01': ['placental.n.01', 'carnivore.n.01', 'mammal.n.01'],\n",
       " 'canada_lynx.n.01': ['wildcat.n.03',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'lynx.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01'],\n",
       " 'old_english_sheepdog.n.01': ['shepherd_dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'raccoon.n.02': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'procyonid.n.01'],\n",
       " 'leafnose_bat.n.01': ['bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'pygmy_sperm_whale.n.01': ['cetacean.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'whale.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'african_hunting_dog.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'wild_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'spearnose_bat.n.01': ['placental.n.01',\n",
       "  'bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'percheron.n.01': ['horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'draft_horse.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'blenheim_spaniel.n.01': ['placental.n.01',\n",
       "  'english_toy_spaniel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'toy_spaniel.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'toy_dog.n.01'],\n",
       " 'afghan_hound.n.01': ['mammal.n.01',\n",
       "  'hound.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'persian_cat.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'dun.n.01': ['horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'saddle_horse.n.01'],\n",
       " 'nail-tailed_wallaby.n.01': ['mammal.n.01',\n",
       "  'wallaby.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'kangaroo.n.01'],\n",
       " 'three-year-old_horse.n.01': ['horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'sporting_dog.n.01': ['placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'new_world_tapir.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'tapir.n.01'],\n",
       " 'muskrat.n.02': ['placental.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'banteng.n.01': ['ungulate.n.01',\n",
       "  'ox.n.02',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'bovine.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'yak.n.02': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ox.n.02',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'panther.n.02': ['leopard.n.02',\n",
       "  'feline.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'gibbon.n.02': ['ape.n.01',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'lesser_ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'tamarisk_gerbil.n.01': ['mammal.n.01',\n",
       "  'gerbil.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'beagle.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'hound.n.01'],\n",
       " 'small_civet.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'civet.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hind.n.02': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'placental.n.01',\n",
       "  'red_deer.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'blue_point_siamese.n.01': ['feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'siamese_cat.n.01',\n",
       "  'cat.n.01'],\n",
       " 'babirusa.n.01': ['swine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'wire-haired_fox_terrier.n.01': ['carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'fox_terrier.n.01',\n",
       "  'terrier.n.01'],\n",
       " 'wood_rabbit.n.01': ['rabbit.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'leporid.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'pacific_walrus.n.01': ['walrus.n.01',\n",
       "  'placental.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'long-tailed_porcupine.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'old_world_porcupine.n.01',\n",
       "  'placental.n.01',\n",
       "  'porcupine.n.01'],\n",
       " 'hyrax.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'airedale.n.01': ['carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'silky_tamarin.n.01': ['monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marmoset.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'new_world_monkey.n.01',\n",
       "  'tamarin.n.01'],\n",
       " 'gomphothere.n.01': ['mammal.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'placental.n.01',\n",
       "  'elephant.n.01'],\n",
       " 'nanny.n.02': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'goat.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'urial.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'placental.n.01'],\n",
       " 'bullock.n.02': ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'lapdog.n.01': ['placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'german_short-haired_pointer.n.01': ['sporting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'pointer.n.04',\n",
       "  'placental.n.01'],\n",
       " 'eastern_chipmunk.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'warhorse.n.03': ['saddle_horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'domestic_llama.n.01': ['llama.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'javanthropus.n.01': ['hominid.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'northern_flying_squirrel.n.01': ['squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'american_flying_squirrel.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'harness_horse.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01'],\n",
       " 'toy_manchester.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'terrier.n.01',\n",
       "  'rat_terrier.n.01',\n",
       "  'manchester_terrier.n.01'],\n",
       " 'homo_habilis.n.01': ['hominid.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'homo.n.02',\n",
       "  'placental.n.01'],\n",
       " 'chimpanzee.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'great_ape.n.01',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'primate.n.02',\n",
       "  'ape.n.01'],\n",
       " 'egyptian_cat.n.01': ['domestic_cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'standard_poodle.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'poodle.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'sambar.n.01': ['ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'potoroo.n.01': ['marsupial.n.01',\n",
       "  'kangaroo.n.01',\n",
       "  'rat_kangaroo.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'chow.n.03': ['dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'spitz.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'lincoln.n.03': ['ungulate.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'sheep.n.01'],\n",
       " 'black_squirrel.n.01': ['mammal.n.01',\n",
       "  'tree_squirrel.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'common_raccoon.n.01': ['raccoon.n.02',\n",
       "  'mammal.n.01',\n",
       "  'procyonid.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'wild_sheep.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'goat_antelope.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pygmy_chimpanzee.n.01': ['primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'chimpanzee.n.01',\n",
       "  'ape.n.01',\n",
       "  'great_ape.n.01',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'eared_seal.n.01': ['mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'placental.n.01'],\n",
       " 'lesser_rorqual.n.01': ['rorqual.n.01',\n",
       "  'whale.n.02',\n",
       "  'cetacean.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'baleen_whale.n.01'],\n",
       " 'woodland_caribou.n.01': ['even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'deer.n.01',\n",
       "  'caribou.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'gemsbok.n.01': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'oryx.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'tabby.n.02': ['domestic_cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'cat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'marmoset.n.01': ['placental.n.01',\n",
       "  'new_world_monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'monkey.n.01',\n",
       "  'primate.n.02'],\n",
       " 'fawn.n.02': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'deer.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pacer.n.02': ['placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01'],\n",
       " 'beef.n.01': ['ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'baboon.n.01': ['monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'old_world_monkey.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'shire.n.02': ['odd-toed_ungulate.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'draft_horse.n.01'],\n",
       " 'bassarisk.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'procyonid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'coach_horse.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'draft_horse.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'horse.n.01'],\n",
       " 'greater_pichiciego.n.01': ['armadillo.n.01',\n",
       "  'mammal.n.01',\n",
       "  'edentate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'water_rat.n.03': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'guereza.n.01': ['monkey.n.01',\n",
       "  'colobus.n.01',\n",
       "  'placental.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'vampire_bat.n.01': ['carnivorous_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bat.n.01'],\n",
       " 'stablemate.n.01': ['ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01'],\n",
       " 'leveret.n.01': ['lagomorph.n.01',\n",
       "  'hare.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'leporid.n.01'],\n",
       " 'eurasian_hamster.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hamster.n.01',\n",
       "  'placental.n.01'],\n",
       " 'steed.n.01': ['placental.n.01',\n",
       "  'warhorse.n.03',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'harpy.n.03': ['fruit_bat.n.01', 'placental.n.01', 'mammal.n.01', 'bat.n.01'],\n",
       " 'vicuna.n.03': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'irish_wolfhound.n.01': ['placental.n.01',\n",
       "  'hound.n.01',\n",
       "  'canine.n.02',\n",
       "  'wolfhound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'talapoin.n.01': ['mammal.n.01',\n",
       "  'guenon.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'monkey.n.01'],\n",
       " 'stallion.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'male_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01'],\n",
       " 'ermine.n.02': ['musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'weasel.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'wood_rat.n.01': ['rodent.n.01', 'placental.n.01', 'mammal.n.01'],\n",
       " 'dairy_cattle.n.01': ['ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'cattle.n.01'],\n",
       " 'boston_bull.n.01': ['carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'terrier.n.01'],\n",
       " 'harbor_porpoise.n.01': ['cetacean.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'porpoise.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'whale.n.02'],\n",
       " 'cat.n.01': ['placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'pichiciago.n.01': ['armadillo.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'edentate.n.01'],\n",
       " 'domestic_ass.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'ass.n.03',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'homo_soloensis.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'homo.n.02',\n",
       "  'hominid.n.01',\n",
       "  'primate.n.02'],\n",
       " 'kuvasz.n.01': ['watchdog.n.02',\n",
       "  'working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'black-footed_ferret.n.01': ['placental.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'german_shepherd.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'shepherd_dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cavalry_horse.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'warhorse.n.03',\n",
       "  'equine.n.01'],\n",
       " 'big_cat.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'placental.n.01'],\n",
       " \"thomson's_gazelle.n.01\": ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'gazelle.n.01',\n",
       "  'antelope.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'clumber.n.01': ['spaniel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'ant_bear.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'anteater.n.02',\n",
       "  'edentate.n.01'],\n",
       " 'rat.n.01': ['rodent.n.01', 'placental.n.01', 'mammal.n.01'],\n",
       " 'sinanthropus.n.01': ['primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'hominid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'charolais.n.01': ['cattle.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'beef.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'citation.n.06': ['thoroughbred.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'horse.n.01'],\n",
       " 'liver-spotted_dalmatian.n.01': ['placental.n.01',\n",
       "  'dalmatian.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01'],\n",
       " 'tapir.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'flying_phalanger.n.01': ['phalanger.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'atlantic_walrus.n.01': ['walrus.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'pinniped_mammal.n.01'],\n",
       " 'gelding.n.01': ['mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'male_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'alaskan_brown_bear.n.01': ['placental.n.01',\n",
       "  'brown_bear.n.01',\n",
       "  'bear.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'jackass_bat.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'vespertilian_bat.n.01'],\n",
       " 'bull.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'cattle.n.01',\n",
       "  'bovine.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'jaguar.n.01': ['mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'affirmed.n.01': ['equine.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'stud.n.04': ['male_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'stallion.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'cattalo.n.01': ['even-toed_ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'beef.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'two-year-old_horse.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'ewe.n.03': ['placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sheep.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'standard_schnauzer.n.01': ['mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'schnauzer.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02'],\n",
       " 'ox.n.02': ['even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'zinjanthropus.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'australopithecine.n.01',\n",
       "  'primate.n.02'],\n",
       " 'genet.n.03': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'viverrine.n.01'],\n",
       " 'gordon_setter.n.01': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'setter.n.02',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'groundhog.n.01': ['rodent.n.01',\n",
       "  'marmot.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'earless_seal.n.01': ['seal.n.09',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'killer_whale.n.01': ['toothed_whale.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'whale.n.02',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01'],\n",
       " 'jerboa_rat.n.01': ['rat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'plains_pocket_mouse.n.01': ['mammal.n.01',\n",
       "  'pocket_mouse.n.01',\n",
       "  'rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'pocket_rat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'curly-coated_retriever.n.01': ['retriever.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'broadtail.n.02': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'sheep.n.01'],\n",
       " 'fanaloka.n.01': ['viverrine.n.01',\n",
       "  'civet.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " \"grevy's_zebra.n.01\": ['zebra.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'homo_sapiens_sapiens.n.01': ['homo_sapiens.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'homo.n.02'],\n",
       " 'english_setter.n.01': ['sporting_dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'setter.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'wombat.n.01': ['mammal.n.01', 'marsupial.n.01', 'metatherian.n.01'],\n",
       " 'whirlaway.n.01': ['placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01'],\n",
       " 'heifer.n.01': ['mammal.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'cow.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'uakari.n.01': ['new_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'hognose_bat.n.01': ['carnivorous_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'northern_pocket_gopher.n.01': ['gopher.n.04',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'rat.n.01',\n",
       "  'pocket_rat.n.01'],\n",
       " 'crabeater_seal.n.01': ['placental.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'seal.n.09'],\n",
       " 'kiang.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_ass.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ass.n.03'],\n",
       " 'sennenhunde.n.01': ['placental.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01'],\n",
       " 'tatouay.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'armadillo.n.01',\n",
       "  'edentate.n.01'],\n",
       " 'white-footed_mouse.n.01': ['rodent.n.01',\n",
       "  'wood_mouse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'mouse.n.01',\n",
       "  'placental.n.01'],\n",
       " 'false_vampire.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'leafnose_bat.n.01'],\n",
       " 'tiglon.n.01': ['feline.n.01',\n",
       "  'placental.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'golden_hamster.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hamster.n.01',\n",
       "  'placental.n.01'],\n",
       " 'appaloosa.n.01': ['placental.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01'],\n",
       " 'neandertal_man.n.01': ['mammal.n.01',\n",
       "  'homo.n.02',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'hominid.n.01'],\n",
       " 'angora.n.03': ['rabbit.n.01',\n",
       "  'leporid.n.01',\n",
       "  'placental.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'basset.n.01': ['dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'marten.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'musteline_mammal.n.01'],\n",
       " 'golden_mole.n.01': ['mammal.n.01',\n",
       "  'insectivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mole.n.06'],\n",
       " 'common_dolphin.n.01': ['whale.n.02',\n",
       "  'dolphin.n.02',\n",
       "  'placental.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'sivapithecus.n.01': ['mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02'],\n",
       " 'friesian.n.01': ['bovine.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'water_buffalo.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'old_world_buffalo.n.01'],\n",
       " 'short-tailed_shrew.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'insectivore.n.01',\n",
       "  'shrew.n.02'],\n",
       " 'serval.n.01': ['carnivore.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'war_admiral.n.01': ['placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'dachshund.n.01': ['dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'pomeranian.n.01': ['spitz.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02'],\n",
       " 'gaur.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'asian_wild_ox.n.01',\n",
       "  'ox.n.02',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'cotton_mouse.n.01': ['mouse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wood_mouse.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'steller_sea_lion.n.01': ['placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'eared_seal.n.01',\n",
       "  'sea_lion.n.01'],\n",
       " 'bucking_bronco.n.01': ['ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mustang.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'pony.n.01',\n",
       "  'horse.n.01',\n",
       "  'bronco.n.01',\n",
       "  'equine.n.01'],\n",
       " 'rock_wallaby.n.01': ['marsupial.n.01',\n",
       "  'wallaby.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01',\n",
       "  'kangaroo.n.01'],\n",
       " 'carthorse.n.01': ['equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'draft_horse.n.01'],\n",
       " 'tamarau.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'old_world_buffalo.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'buckskin.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'equine.n.01'],\n",
       " 'brahman.n.04': ['bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'bonnet_macaque.n.01': ['placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'macaque.n.01',\n",
       "  'mammal.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'monkey.n.01'],\n",
       " 'entlebucher.n.01': ['sennenhunde.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01'],\n",
       " 'newfoundland.n.01': ['canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'durham.n.02': ['beef.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'common_wallaby.n.01': ['mammal.n.01',\n",
       "  'kangaroo.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'wallaby.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'mantled_ground_squirrel.n.01': ['ground_squirrel.n.02',\n",
       "  'squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'bullterrier.n.01': ['hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'gorilla.n.01': ['great_ape.n.01',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02'],\n",
       " 'jackrabbit.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'leporid.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'hare.n.01'],\n",
       " 'roe_deer.n.01': ['even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'deer.n.01'],\n",
       " 'imperial_mammoth.n.01': ['elephant.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'mammoth.n.01',\n",
       "  'placental.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'rabbit-eared_bandicoot.n.01': ['metatherian.n.01',\n",
       "  'bandicoot.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'chickeree.n.01': ['rodent.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'tree_squirrel.n.01'],\n",
       " 'reynard.n.01': ['mammal.n.01',\n",
       "  'fox.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'clydesdale_terrier.n.01': ['carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'skye_terrier.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02'],\n",
       " 'bear_cub.n.01': ['bear.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'stoat.n.01': ['musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ermine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'weasel.n.02'],\n",
       " 'gnu.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'rhodesian_man.n.01': ['mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'homo.n.02',\n",
       "  'hominid.n.01',\n",
       "  'placental.n.01'],\n",
       " 'ram.n.05': ['sheep.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'santa_gertrudis.n.01': ['ruminant.n.01',\n",
       "  'beef.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'cattle.n.01'],\n",
       " 'mountain_sheep.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'eastern_chimpanzee.n.01': ['chimpanzee.n.01',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'great_ape.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ape.n.01'],\n",
       " 'pacific_bottlenose_dolphin.n.01': ['placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02',\n",
       "  'dolphin.n.02',\n",
       "  'bottlenose_dolphin.n.01',\n",
       "  'toothed_whale.n.01'],\n",
       " 'domestic_cat.n.01': ['carnivore.n.01',\n",
       "  'cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'attack_dog.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'watchdog.n.02'],\n",
       " 'ungulata.n.01': ['placental.n.01', 'mammal.n.01'],\n",
       " 'deer.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'domestic_sheep.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'welsh.n.03': ['ruminant.n.01',\n",
       "  'cattle.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'solo_man.n.01': ['placental.n.01',\n",
       "  'homo.n.02',\n",
       "  'homo_soloensis.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'primate.n.02'],\n",
       " 'great_dane.n.01': ['mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'pithecanthropus.n.01': ['placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'hominid.n.01'],\n",
       " 'lhasa.n.02': ['carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'terrier.n.01'],\n",
       " 'italian_greyhound.n.01': ['carnivore.n.01',\n",
       "  'hound.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'greyhound.n.01'],\n",
       " 'bull.n.11': ['mammal.n.01', 'placental.n.01'],\n",
       " 'jersey.n.05': ['ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'cattle.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'polo_pony.n.01': ['mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'hare.n.01': ['leporid.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'trotting_horse.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'wirehair.n.01': ['placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'lionet.n.01': ['placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'lion.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'zebu.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'brahman.n.04',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'glutton.n.02': ['mammal.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'irish_water_spaniel.n.01': ['hunting_dog.n.01',\n",
       "  'water_spaniel.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'spaniel.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'sealyham_terrier.n.01': ['wirehair.n.01',\n",
       "  'welsh_terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'terrier.n.01'],\n",
       " 'musk_kangaroo.n.01': ['kangaroo.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'monkey.n.01': ['primate.n.02', 'mammal.n.01', 'placental.n.01'],\n",
       " 'baronduki.n.01': ['placental.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'guinea_pig.n.02': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cavy.n.01',\n",
       "  'placental.n.01'],\n",
       " 'ass.n.03': ['ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'harnessed_antelope.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'numbat.n.01': ['dasyurid_marsupial.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'mammal.n.01',\n",
       "  'metatherian.n.01'],\n",
       " 'large_poodle.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'poodle.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'roan.n.02': ['equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'great_ape.n.01': ['mammal.n.01',\n",
       "  'ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'entellus.n.01': ['old_world_monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'langur.n.01',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'primate.n.02': ['mammal.n.01', 'placental.n.01'],\n",
       " 'squirrel_monkey.n.01': ['new_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'monkey.n.01'],\n",
       " 'wild_goat.n.01': ['goat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'anoa.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'old_world_buffalo.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'hunting_dog.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'native_cat.n.01': ['mammal.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'dasyure.n.01',\n",
       "  'dasyurid_marsupial.n.01',\n",
       "  'metatherian.n.01'],\n",
       " 'feline.n.01': ['mammal.n.01', 'placental.n.01', 'carnivore.n.01'],\n",
       " 'bandicoot.n.01': ['mammal.n.01', 'marsupial.n.01', 'metatherian.n.01'],\n",
       " 'mare.n.01': ['mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'homo_sapiens.n.01': ['primate.n.02',\n",
       "  'homo.n.02',\n",
       "  'mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'placental.n.01'],\n",
       " 'river_dolphin.n.01': ['toothed_whale.n.01',\n",
       "  'whale.n.02',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'placental.n.01'],\n",
       " 'wharf_rat.n.02': ['rodent.n.01',\n",
       "  'rat.n.01',\n",
       "  'brown_rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'cardigan.n.02': ['dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'corgi.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'saki.n.03': ['primate.n.02',\n",
       "  'monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'new_world_monkey.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'zoril.n.01': ['mammal.n.01',\n",
       "  'muishond.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'weasel.n.02',\n",
       "  'musteline_mammal.n.01'],\n",
       " 'dark_horse.n.02': ['equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'shepherd_dog.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'world.n.08': ['mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'homo.n.02',\n",
       "  'hominid.n.01'],\n",
       " 'giant_schnauzer.n.01': ['schnauzer.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'irish_terrier.n.01': ['mammal.n.01',\n",
       "  'terrier.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'keeshond.n.01': ['canine.n.02',\n",
       "  'spitz.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'aardwolf.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hyena.n.01',\n",
       "  'canine.n.02'],\n",
       " 'pembroke.n.01': ['dog.n.01',\n",
       "  'corgi.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'foxhound.n.01': ['canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'red_fox.n.03': ['carnivore.n.01',\n",
       "  'fox.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02'],\n",
       " 'hooded_skunk.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'skunk.n.04',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'woolly_indris.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lemur.n.01',\n",
       "  'primate.n.02'],\n",
       " 'pouched_mouse.n.01': ['metatherian.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'dasyurid_marsupial.n.01'],\n",
       " 'miniature_poodle.n.01': ['placental.n.01',\n",
       "  'poodle.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'pocket_rat.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rat.n.01'],\n",
       " 'japanese_deer.n.01': ['deer.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'slender_loris.n.01': ['primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'lemur.n.01',\n",
       "  'placental.n.01'],\n",
       " 'cow.n.02': ['placental.n.01', 'mammal.n.01'],\n",
       " 'merino.n.01': ['bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'sheep.n.01',\n",
       "  'domestic_sheep.n.01'],\n",
       " 'bullock.n.01': ['ruminant.n.01',\n",
       "  'bull.n.01',\n",
       "  'bovine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'placental.n.01'],\n",
       " 'black-and-tan_coonhound.n.01': ['hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'coonhound.n.01'],\n",
       " 'protohippus.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'greater_swiss_mountain_dog.n.01': ['working_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'sennenhunde.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'chigetai.n.01': ['ass.n.03',\n",
       "  'onager.n.02',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'wild_ass.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'southern_flying_squirrel.n.01': ['placental.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'american_flying_squirrel.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'mangabey.n.01': ['old_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'sled_dog.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'spouter.n.03': ['cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'tennessee_walker.n.01': ['equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'pangolin.n.01': ['placental.n.01', 'mammal.n.01'],\n",
       " 'old_world_porcupine.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'porcupine.n.01'],\n",
       " 'sewer_rat.n.01': ['brown_rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'rat.n.01'],\n",
       " 'swamp_rabbit.n.02': ['wood_rabbit.n.01',\n",
       "  'rabbit.n.01',\n",
       "  'placental.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'leporid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cheviot.n.01': ['ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'sheep.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'english_toy_spaniel.n.01': ['carnivore.n.01',\n",
       "  'toy_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'toy_spaniel.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'collared_peccary.n.01': ['even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'peccary.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'mountain_goat.n.01': ['goat_antelope.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01'],\n",
       " 'yorkshire_terrier.n.01': ['mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'terrier.n.01'],\n",
       " 'fisher.n.02': ['mammal.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'marten.n.01',\n",
       "  'placental.n.01'],\n",
       " 'cinnamon_bear.n.01': ['american_black_bear.n.01',\n",
       "  'bear.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'liver_chestnut.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01'],\n",
       " 'howler_monkey.n.01': ['placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'monkey.n.01',\n",
       "  'new_world_monkey.n.01'],\n",
       " 'sow.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'swine.n.01'],\n",
       " 'bird_dog.n.01': ['sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'pooch.n.01': ['canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'manchester_terrier.n.01': ['dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'rat_terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'mouser.n.01': ['carnivore.n.01',\n",
       "  'cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'american_shrew_mole.n.01': ['mammal.n.01',\n",
       "  'mole.n.06',\n",
       "  'placental.n.01',\n",
       "  'shrew_mole.n.01',\n",
       "  'insectivore.n.01'],\n",
       " 'count_fleet.n.01': ['thoroughbred.n.02',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'racehorse.n.01'],\n",
       " 'peba.n.01': ['armadillo.n.01',\n",
       "  'edentate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'asiatic_shrew_mole.n.01': ['insectivore.n.01',\n",
       "  'mole.n.06',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'shrew_mole.n.01'],\n",
       " 'hudson_bay_collared_lemming.n.01': ['placental.n.01',\n",
       "  'pied_lemming.n.01',\n",
       "  'lemming.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'bunny.n.02': ['leporid.n.01',\n",
       "  'placental.n.01',\n",
       "  'rabbit.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lagomorph.n.01'],\n",
       " 'rat_terrier.n.01': ['hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'langur.n.01': ['placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'european_wood_mouse.n.01': ['mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'field_mouse.n.02',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'whale.n.02': ['aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'american_black_bear.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bear.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'paca.n.01': ['mammal.n.01', 'placental.n.01', 'rodent.n.01'],\n",
       " 'wolfhound.n.01': ['carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'mountain_nyala.n.01': ['mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'bezoar_goat.n.01': ['goat.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'wild_goat.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'muntjac.n.01': ['mammal.n.01',\n",
       "  'deer.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01'],\n",
       " 'skye_terrier.n.01': ['terrier.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'douroucouli.n.01': ['monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'new_world_monkey.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'prairie_dog.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'lucy.n.01': ['hominid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'australopithecine.n.01',\n",
       "  'australopithecus_afarensis.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hack.n.07': ['horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'seeing_eye_dog.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'guide_dog.n.01',\n",
       "  'working_dog.n.01'],\n",
       " 'grivet.n.01': ['mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'guenon.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'monkey.n.01'],\n",
       " 'rhodesian_ridgeback.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'manatee.n.01': ['aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'sea_cow.n.01'],\n",
       " 'pinniped_mammal.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'farm_horse.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'thoroughbred.n.02': ['placental.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'english_springer.n.01': ['placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'spaniel.n.01',\n",
       "  'springer_spaniel.n.01',\n",
       "  'sporting_dog.n.01'],\n",
       " 'quagga.n.01': ['equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'bouvier_des_flandres.n.01': ['placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'shepherd_dog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'poodle.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'stepper.n.03': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01'],\n",
       " 'rottweiler.n.01': ['shepherd_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'tarsius_syrichta.n.01': ['primate.n.02',\n",
       "  'tarsier.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'affenpinscher.n.01': ['placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'watchdog.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pinscher.n.01'],\n",
       " 'tailless_tenrec.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'tenrec.n.01',\n",
       "  'insectivore.n.01'],\n",
       " 'eastern_dasyure.n.01': ['dasyure.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dasyurid_marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'lemur.n.01': ['primate.n.02', 'mammal.n.01', 'placental.n.01'],\n",
       " 'muishond.n.01': ['placental.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'weasel.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'sheep.n.01': ['ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'elk.n.01': ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'deer.n.01'],\n",
       " 'boarhound.n.01': ['mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hound.n.01',\n",
       "  'placental.n.01'],\n",
       " 'woolly_rhinoceros.n.01': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'rhinoceros.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'rambouillet.n.01': ['domestic_sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'sheep.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'grasshopper_mouse.n.01': ['placental.n.01',\n",
       "  'vole.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'wood_rat.n.01'],\n",
       " 'homo.n.02': ['mammal.n.01',\n",
       "  'hominid.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01'],\n",
       " 'dall_sheep.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_sheep.n.01'],\n",
       " 'prairie_vole.n.01': ['rodent.n.01',\n",
       "  'wood_rat.n.01',\n",
       "  'vole.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'ground_squirrel.n.02': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'squirrel.n.01'],\n",
       " 'hairy-legged_vampire_bat.n.01': ['mammal.n.01',\n",
       "  'bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'vampire_bat.n.01',\n",
       "  'carnivorous_bat.n.01'],\n",
       " 'white-lipped_peccary.n.01': ['peccary.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'dwarf_sperm_whale.n.01': ['whale.n.02',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'mule_deer.n.01': ['deer.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'digitigrade_mammal.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'peccary.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'siamang.n.01': ['ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'lesser_ape.n.01'],\n",
       " 'wild_ass.n.01': ['ass.n.03',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'antelope.n.01': ['mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'kanchil.n.01': ['chevrotain.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'giant_eland.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'eland.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'timber_wolf.n.01': ['carnivore.n.01',\n",
       "  'wolf.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'european_hare.n.01': ['leporid.n.01',\n",
       "  'hare.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'lagomorph.n.01'],\n",
       " 'guernsey.n.02': ['bovid.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'bovine.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'warrigal.n.01': ['equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'european_rabbit.n.01': ['lagomorph.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rabbit.n.01',\n",
       "  'leporid.n.01'],\n",
       " 'tom.n.02': ['cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pug.n.01': ['dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'white_wolf.n.01': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'wolf.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'new_world_mouse.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'zebra.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'leonberg.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01'],\n",
       " 'pinche.n.01': ['new_world_monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'monkey.n.01',\n",
       "  'tamarin.n.01',\n",
       "  'marmoset.n.01'],\n",
       " 'big_brown_bat.n.01': ['bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'vespertilian_bat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'mexican_hairless.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01'],\n",
       " 'american_marten.n.01': ['musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'marten.n.01'],\n",
       " 'asian_wild_ox.n.01': ['placental.n.01',\n",
       "  'ox.n.02',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " \"steller's_sea_cow.n.01\": ['aquatic_mammal.n.01',\n",
       "  'sea_cow.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'old_world_buffalo.n.01': ['ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'ord_kangaroo_rat.n.01': ['kangaroo_rat.n.01',\n",
       "  'rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pocket_rat.n.01'],\n",
       " 'lynx.n.02': ['wildcat.n.03',\n",
       "  'placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'alley_cat.n.01': ['feline.n.01',\n",
       "  'placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'serow.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'goat_antelope.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'flying_mouse.n.01': ['flying_phalanger.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'phalanger.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'common_eland.n.01': ['placental.n.01',\n",
       "  'eland.n.01',\n",
       "  'antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'phyllostomus_hastatus.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'grizzly.n.01': ['mammal.n.01',\n",
       "  'brown_bear.n.01',\n",
       "  'bear.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'silky_pocket_mouse.n.01': ['rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'pocket_mouse.n.01',\n",
       "  'pocket_rat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'racehorse.n.01': ['equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01'],\n",
       " 'elephant_seal.n.01': ['mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'earless_seal.n.01',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01'],\n",
       " 'starnose_mole.n.01': ['mole.n.06',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'insectivore.n.01'],\n",
       " 'gazella_subgutturosa.n.01': ['placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'gazelle.n.01',\n",
       "  'antelope.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'kerry_blue_terrier.n.01': ['terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01'],\n",
       " 'colobus.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'old_world_monkey.n.01',\n",
       "  'monkey.n.01'],\n",
       " 'male_horse.n.01': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01'],\n",
       " 'sea_otter.n.01': ['musteline_mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'flying_fox.n.01': ['placental.n.01',\n",
       "  'fruit_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'black-tailed_deer.n.01': ['mule_deer.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'deer.n.01'],\n",
       " 'mouse-eared_bat.n.01': ['mammal.n.01',\n",
       "  'bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'chestnut.n.06': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'burro.n.01': ['domestic_ass.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ass.n.03',\n",
       "  'equine.n.01'],\n",
       " 'kid.n.05': ['bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'goat.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hereford.n.01': ['ungulate.n.01',\n",
       "  'beef.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'snow_leopard.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'indri.n.01': ['lemur.n.01', 'primate.n.02', 'placental.n.01', 'mammal.n.01'],\n",
       " 'cocker_spaniel.n.01': ['carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'spaniel.n.01'],\n",
       " 'kob.n.01': ['ungulate.n.01',\n",
       "  'waterbuck.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'brocket.n.02': ['deer.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'red_deer.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'european_lemming.n.01': ['rodent.n.01',\n",
       "  'lemming.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'kinkajou.n.01': ['placental.n.01',\n",
       "  'procyonid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'toothed_whale.n.01': ['mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'carabao.n.01': ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'old_world_buffalo.n.01',\n",
       "  'water_buffalo.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'harbor_seal.n.01': ['mammal.n.01',\n",
       "  'earless_seal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'placental.n.01',\n",
       "  'pinniped_mammal.n.01'],\n",
       " 'shetland_pony.n.01': ['equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'pony.n.05',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'water_spaniel.n.01': ['sporting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'spaniel.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'papillon.n.01': ['toy_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'toy_spaniel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'eastern_grey_squirrel.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'tree_squirrel.n.01'],\n",
       " 'arabian.n.02': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'equine.n.01'],\n",
       " 'pinscher.n.01': ['watchdog.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'northern_bog_lemming.n.01': ['lemming.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'eland.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'weimaraner.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'civet.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'saiga.n.01': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'antelope.n.01'],\n",
       " 'jennet.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'ass.n.03',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'pilot_whale.n.01': ['dolphin.n.02',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02',\n",
       "  'toothed_whale.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'grampus.n.02': ['placental.n.01',\n",
       "  'whale.n.02',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'cetacean.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'beaked_whale.n.01': ['toothed_whale.n.01',\n",
       "  'whale.n.02',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01'],\n",
       " 'redbone.n.01': ['canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'borzoi.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wolfhound.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hound.n.01'],\n",
       " 'mapinguari.n.01': ['mammal.n.01',\n",
       "  'mylodontid.n.01',\n",
       "  'edentate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'common_shrew.n.01': ['placental.n.01',\n",
       "  'insectivore.n.01',\n",
       "  'shrew.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'fur_seal.n.02': ['pinniped_mammal.n.01',\n",
       "  'eared_seal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'binturong.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'civet.n.01',\n",
       "  'viverrine.n.01'],\n",
       " 'scottish_deerhound.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'hound.n.01'],\n",
       " 'anthropoid_ape.n.01': ['ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'marco_polo_sheep.n.01': ['ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'greyhound.n.01': ['mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'field_spaniel.n.01': ['hunting_dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'spaniel.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'griffon.n.03': ['canine.n.02',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'forest_goat.n.01': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'pocket_mouse.n.01': ['placental.n.01',\n",
       "  'rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'pocket_rat.n.01'],\n",
       " 'hart.n.03': ['placental.n.01',\n",
       "  'deer.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'red_deer.n.01',\n",
       "  'ruminant.n.01'],\n",
       " \"pere_david's_deer.n.01\": ['placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'swine.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'vixen.n.02': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'fox.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'malamute.n.01': ['sled_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'western_grey_squirrel.n.01': ['squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'tree_squirrel.n.01',\n",
       "  'placental.n.01'],\n",
       " 'elephant.n.01': ['pachyderm.n.01',\n",
       "  'mammal.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'placental.n.01'],\n",
       " 'striped_muishond.n.01': ['muishond.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'weasel.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'flat-coated_retriever.n.01': ['retriever.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'gallant_fox.n.01': ['thoroughbred.n.02',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'racehorse.n.01'],\n",
       " 'margay.n.01': ['wildcat.n.03',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'saber-toothed_tiger.n.01': ['carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'deer_mouse.n.01': ['mouse.n.01',\n",
       "  'wood_mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'jack.n.12': ['ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ass.n.03'],\n",
       " 'bengal_tiger.n.01': ['placental.n.01',\n",
       "  'tiger.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'mandrill.n.01': ['primate.n.02',\n",
       "  'baboon.n.01',\n",
       "  'monkey.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'asiatic_black_bear.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'bear.n.01'],\n",
       " 'lioness.n.01': ['big_cat.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lion.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01'],\n",
       " 'bloodhound.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'australopithecus_boisei.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'australopithecine.n.01',\n",
       "  'hominid.n.01'],\n",
       " 'milking_shorthorn.n.01': ['ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cattle.n.01',\n",
       "  'bovid.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'jerboa.n.01': ['mammal.n.01', 'rodent.n.01', 'placental.n.01'],\n",
       " 'bongo.n.02': ['mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'norfolk_terrier.n.01': ['terrier.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'serotine.n.01': ['vespertilian_bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'welsh_terrier.n.01': ['placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'wirehair.n.01',\n",
       "  'mammal.n.01',\n",
       "  'terrier.n.01'],\n",
       " 'west_highland_white_terrier.n.01': ['terrier.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'water_dog.n.02': ['sporting_dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01'],\n",
       " 'hominid.n.01': ['primate.n.02', 'mammal.n.01', 'placental.n.01'],\n",
       " 'takin.n.01': ['goat_antelope.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'wildcat.n.03': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01'],\n",
       " 'blue_whale.n.01': ['baleen_whale.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02'],\n",
       " 'hooded_seal.n.01': ['aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'placental.n.01',\n",
       "  'earless_seal.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'walrus.n.01': ['aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'secretariat.n.02': ['racehorse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'placental.n.01'],\n",
       " 'taguan.n.01': ['placental.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'asiatic_flying_squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cape_buffalo.n.01': ['bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'old_world_buffalo.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'whippet.n.01': ['carnivore.n.01',\n",
       "  'greyhound.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'hound.n.01'],\n",
       " 'kangaroo_rat.n.01': ['placental.n.01',\n",
       "  'rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pocket_rat.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'aoudad.n.01': ['placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'bottlenose_dolphin.n.01': ['aquatic_mammal.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'toothed_whale.n.01',\n",
       "  'whale.n.02',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01'],\n",
       " 'lechwe.n.01': ['ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'waterbuck.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'flickertail.n.01': ['placental.n.01',\n",
       "  'ground_squirrel.n.02',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'squirrel.n.01'],\n",
       " 'lion.n.01': ['carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hartebeest.n.01': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'antelope.n.01'],\n",
       " 'watchdog.n.02': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02'],\n",
       " 'finback.n.01': ['rorqual.n.01',\n",
       "  'whale.n.02',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'baleen_whale.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'placental.n.01': ['mammal.n.01'],\n",
       " 'pricket.n.02': ['ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'deer.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'red_poll.n.01': ['bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'eastern_cottontail.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'rabbit.n.01',\n",
       "  'leporid.n.01',\n",
       "  'wood_rabbit.n.01'],\n",
       " 'tabby.n.01': ['mammal.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'rodent.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'murine.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'leopard_cat.n.01': ['placental.n.01',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01'],\n",
       " 'coydog.n.01': ['carnivore.n.01',\n",
       "  'coyote.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'wolf.n.01'],\n",
       " 'big-eared_bat.n.01': ['mammal.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'false_vampire.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'java_man.n.01': ['mammal.n.01',\n",
       "  'homo.n.02',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'hominid.n.01',\n",
       "  'homo_erectus.n.01'],\n",
       " 'macaque.n.01': ['placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'old_world_monkey.n.01'],\n",
       " 'american_harvest_mouse.n.01': ['rodent.n.01',\n",
       "  'new_world_mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'toy_dog.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'brown_rat.n.01': ['placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'rat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'hog.n.03': ['mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'swine.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'eohippus.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'grey_fox.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'fox.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'bovine.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'walker_hound.n.01': ['hound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'foxhound.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'ibex.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'goat.n.01',\n",
       "  'wild_goat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'longwool.n.01': ['bovid.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'sheep.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'nilgai.n.01': ['ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'quarter_horse.n.01': ['horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'africander.n.01': ['ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'cattle.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'belgian_sheepdog.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'shepherd_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01'],\n",
       " 'stalking-horse.n.04': ['horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'apar.n.01': ['placental.n.01',\n",
       "  'edentate.n.01',\n",
       "  'armadillo.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'three-toed_sloth.n.01': ['placental.n.01',\n",
       "  'edentate.n.01',\n",
       "  'sloth.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'gayal.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ox.n.02',\n",
       "  'bovine.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'asian_wild_ox.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'malayan_tapir.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'tapir.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cairn.n.02': ['placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'chiacoan_peccary.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'peccary.n.01'],\n",
       " 'rhinoceros.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'naked_mole_rat.n.01': ['mammal.n.01', 'fossorial_mammal.n.01'],\n",
       " 'loir.n.01': ['mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'dormouse.n.01',\n",
       "  'placental.n.01'],\n",
       " 'hack.n.08': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'saddle_horse.n.01'],\n",
       " 'eskimo_dog.n.01': ['working_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'south_american_sea_lion.n.01': ['placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'eared_seal.n.01',\n",
       "  'seal.n.09',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'sea_lion.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'lippizan.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'insectivore.n.01': ['placental.n.01', 'mammal.n.01'],\n",
       " 'smiledon_californicus.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'saber-toothed_tiger.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'norwegian_elkhound.n.01': ['hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'hound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'stirk.n.01': ['placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'cattle.n.01'],\n",
       " 'mustang.n.01': ['ungulate.n.01',\n",
       "  'pony.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'courser.n.03': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'hominoid.n.01': ['primate.n.02', 'mammal.n.01', 'placental.n.01'],\n",
       " 'napu.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'chevrotain.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'atlantic_bottlenose_dolphin.n.01': ['whale.n.02',\n",
       "  'dolphin.n.02',\n",
       "  'toothed_whale.n.01',\n",
       "  'placental.n.01',\n",
       "  'bottlenose_dolphin.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'ayrshire.n.01': ['bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovine.n.01',\n",
       "  'cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'border_collie.n.01': ['mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'shepherd_dog.n.01'],\n",
       " 'norwich_terrier.n.01': ['hunting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'liger.n.01': ['carnivore.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01'],\n",
       " 'devon.n.02': ['cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pine_vole.n.01': ['wood_rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'vole.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'wood_mouse.n.01': ['mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'european_water_shrew.n.01': ['water_shrew.n.01',\n",
       "  'shrew.n.02',\n",
       "  'mammal.n.01',\n",
       "  'insectivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'two-toed_sloth.n.02': ['sloth.n.02',\n",
       "  'placental.n.01',\n",
       "  'edentate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bison.n.01': ['placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'kudu.n.01': ['ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'burmese_cat.n.01': ['cat.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'wolverine.n.03': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'aye-aye.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lemur.n.01',\n",
       "  'primate.n.02'],\n",
       " 'puku.n.01': ['even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'saddle_horse.n.01': ['horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'tarsius_glis.n.01': ['tarsier.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bull_mastiff.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'slender-tailed_meerkat.n.01': ['viverrine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'meerkat.n.01'],\n",
       " 'cow_pony.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01'],\n",
       " 'golden_retriever.n.01': ['hunting_dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'retriever.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'fox_squirrel.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'tree_squirrel.n.01',\n",
       "  'placental.n.01',\n",
       "  'squirrel.n.01'],\n",
       " 'bay.n.07': ['odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'madagascar_cat.n.01': ['primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'lemur.n.01'],\n",
       " 'australopithecus_afarensis.n.01': ['australopithecine.n.01',\n",
       "  'hominid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01'],\n",
       " 'livestock.n.01': ['placental.n.01', 'mammal.n.01'],\n",
       " 'pole_horse.n.01': ['ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'trotting_horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'horse.n.01'],\n",
       " 'banded_palm_civet.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'civet.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'american_red_squirrel.n.01': ['placental.n.01',\n",
       "  'tree_squirrel.n.01',\n",
       "  'squirrel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'mara.n.02': ['mammal.n.01', 'placental.n.01', 'rodent.n.01'],\n",
       " 'pteropus_hypomelanus.n.01': ['mammal.n.01',\n",
       "  'fruit_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'meerkat.n.01': ['viverrine.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bernese_mountain_dog.n.01': ['working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'sennenhunde.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'seizure-alert_dog.n.01': ['dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " \"przewalski's_horse.n.01\": ['ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'wild_horse.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01'],\n",
       " 'sea_lion.n.01': ['aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'eared_seal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'onager.n.02': ['equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'wild_ass.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ass.n.03',\n",
       "  'placental.n.01'],\n",
       " 'pouched_mole.n.01': ['metatherian.n.01', 'marsupial.n.01', 'mammal.n.01'],\n",
       " 'crab-eating_opossum.n.01': ['marsupial.n.01',\n",
       "  'opossum.n.02',\n",
       "  'mammal.n.01',\n",
       "  'metatherian.n.01'],\n",
       " 'pollard.n.02': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'brush-tailed_phalanger.n.01': ['mammal.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'phalanger.n.01'],\n",
       " 'arabian_camel.n.01': ['camel.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'sei_whale.n.01': ['baleen_whale.n.01',\n",
       "  'mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'whale.n.02',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'rorqual.n.01'],\n",
       " 'field_mouse.n.02': ['placental.n.01',\n",
       "  'mouse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'bovid.n.01': ['mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01'],\n",
       " 'lapin.n.02': ['lagomorph.n.01',\n",
       "  'leporid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rabbit.n.01'],\n",
       " 'palomino.n.01': ['horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'prosimian.n.01': ['placental.n.01', 'primate.n.02', 'mammal.n.01'],\n",
       " 'greater_kudu.n.01': ['mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'kudu.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01'],\n",
       " 'macrotus.n.01': ['carnivorous_bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bat.n.01'],\n",
       " 'lerot.n.01': ['placental.n.01',\n",
       "  'dormouse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'horseshoe_bat.n.02': ['leafnose_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'mastiff.n.01': ['mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02'],\n",
       " 'pademelon.n.01': ['marsupial.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wallaby.n.01',\n",
       "  'kangaroo.n.01',\n",
       "  'metatherian.n.01'],\n",
       " 'indian_buffalo.n.01': ['mammal.n.01',\n",
       "  'water_buffalo.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'old_world_buffalo.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'new_world_beaver.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'beaver.n.07'],\n",
       " 'charger.n.01': ['warhorse.n.03',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'cow.n.01': ['even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'cattle.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'pygmy_mouse.n.01': ['wood_mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mouse.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'sausage_dog.n.01': ['mammal.n.01',\n",
       "  'dachshund.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'female_mammal.n.01': ['mammal.n.01'],\n",
       " 'bearded_seal.n.01': ['earless_seal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'seal.n.09'],\n",
       " 'brood_bitch.n.01': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'bitch.n.04',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'masked_shrew.n.01': ['shrew.n.02',\n",
       "  'mammal.n.01',\n",
       "  'insectivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'sir_barton.n.01': ['horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'racehorse.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'cheetah.n.01': ['carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'chihuahua.n.03': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'toy_dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'columbian_mammoth.n.01': ['elephant.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'mammoth.n.01'],\n",
       " 'hispid_pocket_mouse.n.01': ['placental.n.01',\n",
       "  'pocket_rat.n.01',\n",
       "  'rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pocket_mouse.n.01'],\n",
       " 'american_bison.n.01': ['bison.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'red_bat.n.01': ['vespertilian_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'african_elephant.n.01': ['elephant.n.01',\n",
       "  'placental.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'round-tailed_muskrat.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'gerenuk.n.01': ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'smooth-haired_fox_terrier.n.01': ['canine.n.02',\n",
       "  'fox_terrier.n.01',\n",
       "  'terrier.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'new_world_monkey.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'monkey.n.01'],\n",
       " 'platypus.n.01': ['monotreme.n.01', 'prototherian.n.01', 'mammal.n.01'],\n",
       " 'feist.n.01': ['dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'cur.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'wolf.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'coypu.n.01': ['rodent.n.01', 'placental.n.01', 'mammal.n.01'],\n",
       " 'house_mouse.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mouse.n.01'],\n",
       " 'nude_mouse.n.01': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'mouse.n.01',\n",
       "  'placental.n.01'],\n",
       " 'remount.n.01': ['placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'kit_fox.n.02': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'fox.n.01'],\n",
       " 'jaguarundi.n.01': ['carnivore.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'placental.n.01'],\n",
       " 'american_mink.n.01': ['placental.n.01',\n",
       "  'mink.n.03',\n",
       "  'mammal.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'arctic_ground_squirrel.n.01': ['squirrel.n.01',\n",
       "  'rodent.n.01',\n",
       "  'ground_squirrel.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'schnauzer.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'terrier.n.01',\n",
       "  'dog.n.01'],\n",
       " 'indian_elephant.n.01': ['pachyderm.n.01',\n",
       "  'mammal.n.01',\n",
       "  'elephant.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'placental.n.01'],\n",
       " 'weasel.n.02': ['musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'abrocome.n.01': ['rodent.n.01', 'mammal.n.01', 'placental.n.01'],\n",
       " 'jaculus_jaculus.n.01': ['rodent.n.01',\n",
       "  'jerboa.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pteropus_capestratus.n.01': ['bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'fruit_bat.n.01'],\n",
       " 'fissiped_mammal.n.01': ['mammal.n.01', 'placental.n.01', 'carnivore.n.01'],\n",
       " 'irish_setter.n.01': ['placental.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'setter.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01'],\n",
       " 'eurasian_badger.n.01': ['carnivore.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'badger.n.02'],\n",
       " 'little_chief_hare.n.01': ['lagomorph.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pika.n.01',\n",
       "  'placental.n.01'],\n",
       " 'queen.n.09': ['fossorial_mammal.n.01', 'mammal.n.01', 'naked_mole_rat.n.01'],\n",
       " 'phenacomys.n.01': ['vole.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'wood_rat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'gee-gee.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'blacktail_prairie_dog.n.01': ['mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'prairie_dog.n.01'],\n",
       " 'bronco.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'pony.n.01',\n",
       "  'mustang.n.01'],\n",
       " 'little_brown_bat.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'vespertilian_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'hog_badger.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'badger.n.02'],\n",
       " 'pointer.n.04': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'assault.n.03': ['racehorse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'thoroughbred.n.02',\n",
       "  'ungulate.n.01'],\n",
       " 'large_civet.n.01': ['placental.n.01',\n",
       "  'civet.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'roebuck.n.01': ['even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'deer.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'roe_deer.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bandicoot_rat.n.01': ['rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01'],\n",
       " 'retriever.n.01': ['hunting_dog.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'common_zebra.n.01': ['placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'zebra.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'common_lynx.n.01': ['cat.n.01',\n",
       "  'lynx.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'feline.n.01'],\n",
       " 'razorback.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'swine.n.01'],\n",
       " 'puppy.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'kelpie.n.02': ['canine.n.02',\n",
       "  'working_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'shepherd_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'pipistrelle.n.01': ['mammal.n.01',\n",
       "  'bat.n.01',\n",
       "  'vespertilian_bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pacer.n.01': ['equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'lagomorph.n.01': ['placental.n.01', 'mammal.n.01'],\n",
       " 'brocket.n.01': ['ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'hoary_marmot.n.01': ['marmot.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01'],\n",
       " 'alpaca.n.03': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'llama.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'sussex_spaniel.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'spaniel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sporting_dog.n.01'],\n",
       " 'groenendael.n.01': ['belgian_sheepdog.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'shepherd_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'spotted_lynx.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'lynx.n.02',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wildcat.n.03'],\n",
       " 'stag.n.02': ['placental.n.01', 'mammal.n.01', 'buck.n.05'],\n",
       " 'dik-dik.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'hippopotamus.n.01': ['even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'mountain_beaver.n.01': ['placental.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'porker.n.01': ['swine.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'hog.n.03',\n",
       "  'placental.n.01'],\n",
       " 'argali.n.01': ['wild_sheep.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'spaniel.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'dryopithecine.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'hominid.n.01'],\n",
       " 'pole_horse.n.02': ['horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'draft_horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'pony.n.02': ['odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'true_marmoset.n.01': ['marmoset.n.01',\n",
       "  'new_world_monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02'],\n",
       " 'cayuse.n.01': ['horse.n.01',\n",
       "  'pony.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'dormouse.n.01': ['placental.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'plains_pocket_gopher.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'rat.n.01',\n",
       "  'gopher.n.04',\n",
       "  'pocket_rat.n.01'],\n",
       " 'ferret.n.02': ['musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'polecat.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'australopithecus_robustus.n.01': ['hominid.n.01',\n",
       "  'australopithecine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01'],\n",
       " 'patas.n.01': ['monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'orange_bat.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'harvest_mouse.n.02': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mouse.n.01'],\n",
       " 'siberian_husky.n.01': ['sled_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'water_vole.n.01': ['wood_rat.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'vole.n.01'],\n",
       " 'wolf_pup.n.01': ['carnivore.n.01',\n",
       "  'wolf.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'plow_horse.n.01': ['ungulate.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01'],\n",
       " 'llama.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'siamese_cat.n.01': ['placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'cat.n.01'],\n",
       " 'southeastern_pocket_gopher.n.01': ['rat.n.01',\n",
       "  'gopher.n.04',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'pocket_rat.n.01'],\n",
       " 'kaffir_cat.n.01': ['cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'wildcat.n.03'],\n",
       " 'grey_lemming.n.01': ['lemming.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cob.n.02': ['equine.n.01',\n",
       "  'harness_horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'harrier.n.02': ['canine.n.02',\n",
       "  'hound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'white_whale.n.01': ['aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'placental.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02'],\n",
       " 'sloth.n.02': ['edentate.n.01', 'mammal.n.01', 'placental.n.01'],\n",
       " 'american_water_spaniel.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'water_spaniel.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'spaniel.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'leopardess.n.01': ['leopard.n.02',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'tamandua.n.01': ['mammal.n.01',\n",
       "  'edentate.n.01',\n",
       "  'placental.n.01',\n",
       "  'anteater.n.02'],\n",
       " 'longtail_weasel.n.01': ['weasel.n.02',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'fruit_bat.n.01': ['bat.n.01', 'placental.n.01', 'mammal.n.01'],\n",
       " 'springer_spaniel.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'spaniel.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'sporting_dog.n.01'],\n",
       " 'spider_monkey.n.01': ['monkey.n.01',\n",
       "  'new_world_monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'australopithecine.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'hominid.n.01'],\n",
       " 'skunk.n.04': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'musteline_mammal.n.01'],\n",
       " 'brush-tailed_porcupine.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'old_world_porcupine.n.01',\n",
       "  'porcupine.n.01'],\n",
       " 'fallow_deer.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'deer.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'white_rhinoceros.n.01': ['placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rhinoceros.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'crowbait.n.01': ['saddle_horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bactrian_camel.n.01': ['even-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'camel.n.01'],\n",
       " 'brown_hyena.n.01': ['carnivore.n.01',\n",
       "  'hyena.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cynocephalus_variegatus.n.01': ['flying_lemur.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'galloway.n.02': ['ungulate.n.01',\n",
       "  'beef.n.01',\n",
       "  'cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovine.n.01'],\n",
       " 'welsh_springer_spaniel.n.01': ['carnivore.n.01',\n",
       "  'springer_spaniel.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'spaniel.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01'],\n",
       " 'packhorse.n.01': ['equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'workhorse.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'valley_pocket_gopher.n.01': ['rat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'gopher.n.04',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'pocket_rat.n.01'],\n",
       " 'fur_seal.n.01': ['pinniped_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'seal.n.09',\n",
       "  'eared_seal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'mesohippus.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01'],\n",
       " 'mammoth.n.01': ['pachyderm.n.01',\n",
       "  'elephant.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'proboscidean.n.01'],\n",
       " 'okapi.n.01': ['ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'giraffe.n.01'],\n",
       " 'moke.n.01': ['equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_ass.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ass.n.03',\n",
       "  'mammal.n.01'],\n",
       " 'angora.n.04': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'rock_hyrax.n.01': ['mammal.n.01', 'hyrax.n.01', 'placental.n.01'],\n",
       " 'cougar.n.01': ['cat.n.01',\n",
       "  'feline.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'sea_cow.n.01': ['aquatic_mammal.n.01', 'mammal.n.01', 'placental.n.01'],\n",
       " 'ruminant.n.01': ['ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'river_otter.n.01': ['otter.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'musteline_mammal.n.01'],\n",
       " 'bitch.n.04': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02'],\n",
       " 'maltese_dog.n.01': ['carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'toy_dog.n.01'],\n",
       " 'mole.n.06': ['mammal.n.01', 'placental.n.01', 'insectivore.n.01'],\n",
       " 'yellowbelly_marmot.n.01': ['rodent.n.01',\n",
       "  'marmot.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'alaska_fur_seal.n.01': ['pinniped_mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'eared_seal.n.01',\n",
       "  'fur_seal.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'pachyderm.n.01': ['mammal.n.01', 'placental.n.01'],\n",
       " 'aurochs.n.02': ['even-toed_ungulate.n.01',\n",
       "  'ox.n.02',\n",
       "  'ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01'],\n",
       " 'whitetail_prairie_dog.n.01': ['mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'prairie_dog.n.01'],\n",
       " 'guadalupe_fur_seal.n.01': ['mammal.n.01',\n",
       "  'eared_seal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'fur_seal.n.02',\n",
       "  'seal.n.09',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'porpoise.n.01': ['mammal.n.01',\n",
       "  'dolphin.n.02',\n",
       "  'whale.n.02',\n",
       "  'toothed_whale.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01'],\n",
       " 'suricate.n.01': ['viverrine.n.01',\n",
       "  'meerkat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'ground_sloth.n.01': ['megatherian.n.01',\n",
       "  'edentate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'oryx.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01'],\n",
       " 'narwhal.n.01': ['aquatic_mammal.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02'],\n",
       " 'dinoceras.n.01': ['placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dinocerate.n.01'],\n",
       " 'old_world_least_weasel.n.01': ['musteline_mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'weasel.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'dolphin.n.02': ['whale.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'toothed_whale.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'cetacean.n.01'],\n",
       " 'agouti.n.01': ['placental.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'indian_mongoose.n.01': ['mammal.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'mongoose.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'gazelle.n.01': ['bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'antelope.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'housedog.n.01': ['dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'watchdog.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'mule.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'humpback.n.03': ['baleen_whale.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02'],\n",
       " 'leporid.n.01': ['mammal.n.01', 'lagomorph.n.01', 'placental.n.01'],\n",
       " 'draft_horse.n.01': ['ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'workhorse.n.02'],\n",
       " 'crab-eating_dog.n.01': ['mammal.n.01',\n",
       "  'wild_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'tusker.n.01': ['mammal.n.01'],\n",
       " 'kit_fox.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'fox.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'tiger.n.02': ['carnivore.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'feline.n.01',\n",
       "  'placental.n.01'],\n",
       " 'green_monkey.n.01': ['guenon.n.01',\n",
       "  'placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'old_world_monkey.n.01'],\n",
       " 'fox.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01'],\n",
       " 'hamster.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'impala.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'saluki.n.01': ['mammal.n.01',\n",
       "  'dog.n.01',\n",
       "  'hound.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01'],\n",
       " 'mongoose.n.01': ['carnivore.n.01',\n",
       "  'viverrine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'terrier.n.01': ['dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'new_world_porcupine.n.01': ['rodent.n.01',\n",
       "  'porcupine.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'border_terrier.n.01': ['dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01'],\n",
       " 'bellwether.n.02': ['placental.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'wether.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'sheep.n.01'],\n",
       " 'corgi.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01'],\n",
       " 'capuchin.n.02': ['new_world_monkey.n.01',\n",
       "  'placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'western_chimpanzee.n.01': ['placental.n.01',\n",
       "  'ape.n.01',\n",
       "  'primate.n.02',\n",
       "  'anthropoid_ape.n.01',\n",
       "  'chimpanzee.n.01',\n",
       "  'mammal.n.01',\n",
       "  'great_ape.n.01'],\n",
       " 'bottle-nosed_whale.n.01': ['placental.n.01',\n",
       "  'beaked_whale.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'whale.n.02',\n",
       "  'toothed_whale.n.01',\n",
       "  'cetacean.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'false_saber-toothed_tiger.n.01': ['carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'saber-toothed_tiger.n.01',\n",
       "  'feline.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'markhor.n.01': ['goat.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'wild_goat.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'vespertilian_bat.n.01': ['bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'cro-magnon.n.01': ['mammal.n.01',\n",
       "  'homo.n.02',\n",
       "  'placental.n.01',\n",
       "  'homo_sapiens.n.01',\n",
       "  'primate.n.02',\n",
       "  'hominid.n.01'],\n",
       " 'seal.n.09': ['pinniped_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01'],\n",
       " 'pekinese.n.01': ['carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'toy_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'springbok.n.01': ['antelope.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'gazelle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'mouse.n.01': ['placental.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'meadow_vole.n.01': ['rodent.n.01',\n",
       "  'vole.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'wood_rat.n.01'],\n",
       " 'steenbok.n.01': ['mammal.n.01',\n",
       "  'bovid.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'antelope.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'freetail.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'musk_ox.n.01': ['bovid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'american_mastodon.n.01': ['mastodon.n.01',\n",
       "  'mammal.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'placental.n.01'],\n",
       " 'western_lowland_gorilla.n.01': ['placental.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'ape.n.01',\n",
       "  'gorilla.n.01',\n",
       "  'great_ape.n.01',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'rat_kangaroo.n.01': ['marsupial.n.01',\n",
       "  'kangaroo.n.01',\n",
       "  'mammal.n.01',\n",
       "  'metatherian.n.01'],\n",
       " 'woolly_mammoth.n.01': ['elephant.n.01',\n",
       "  'proboscidean.n.01',\n",
       "  'pachyderm.n.01',\n",
       "  'mammal.n.01',\n",
       "  'mammoth.n.01',\n",
       "  'placental.n.01'],\n",
       " 'steeplechaser.n.01': ['horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01'],\n",
       " 'potto.n.02': ['primate.n.02', 'lemur.n.01', 'placental.n.01', 'mammal.n.01'],\n",
       " 'striped_hyena.n.01': ['hyena.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'chamois.n.02': ['even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'goat_antelope.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'appenzeller.n.01': ['placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'sennenhunde.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'sand_rat.n.02': ['rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'gerbil.n.01'],\n",
       " 'cattle.n.01': ['bovid.n.01',\n",
       "  'bovine.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'mink.n.03': ['musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'anthropoid.n.02': ['placental.n.01', 'mammal.n.01', 'primate.n.02'],\n",
       " 'red_deer.n.01': ['ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'blackbuck.n.01': ['antelope.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'rhesus.n.01': ['monkey.n.01',\n",
       "  'macaque.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'old_world_monkey.n.01'],\n",
       " 'sand_cat.n.01': ['wildcat.n.03',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'feline.n.01',\n",
       "  'placental.n.01'],\n",
       " 'meadow_jumping_mouse.n.01': ['rodent.n.01',\n",
       "  'jumping_mouse.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'jungle_cat.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'wildcat.n.03',\n",
       "  'mammal.n.01',\n",
       "  'cat.n.01',\n",
       "  'feline.n.01'],\n",
       " 'brittany_spaniel.n.01': ['spaniel.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'lion_cub.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'lion.n.01',\n",
       "  'feline.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'big_cat.n.01'],\n",
       " 'palm_cat.n.01': ['carnivore.n.01',\n",
       "  'civet.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'viverrine.n.01'],\n",
       " 'red-backed_mouse.n.01': ['mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'vole.n.01',\n",
       "  'wood_rat.n.01'],\n",
       " 'mouflon.n.01': ['ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mountain_sheep.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wild_sheep.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovid.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'peking_man.n.01': ['homo_erectus.n.01',\n",
       "  'hominid.n.01',\n",
       "  'homo.n.02',\n",
       "  'primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'pocketed_bat.n.01': ['placental.n.01',\n",
       "  'freetail.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01'],\n",
       " 'beaver_rat.n.01': ['rodent.n.01',\n",
       "  'water_rat.n.03',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'kangaroo_mouse.n.01': ['pocket_rat.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'rat.n.01'],\n",
       " 'guide_dog.n.01': ['working_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'ibizan_hound.n.01': ['hound.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'griffon.n.02': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'echidna.n.02': ['monotreme.n.01', 'prototherian.n.01', 'mammal.n.01'],\n",
       " 'brown_swiss.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'dairy_cattle.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'bovine.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'bovid.n.01',\n",
       "  'cattle.n.01',\n",
       "  'placental.n.01'],\n",
       " 'water_vole.n.02': ['rodent.n.01',\n",
       "  'placental.n.01',\n",
       "  'vole.n.01',\n",
       "  'mammal.n.01',\n",
       "  'wood_rat.n.01'],\n",
       " 'equine.n.01': ['ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01'],\n",
       " 'tibetan_mastiff.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'working_dog.n.01',\n",
       "  'mastiff.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01'],\n",
       " 'tiger_cat.n.02': ['cat.n.01',\n",
       "  'placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'domestic_cat.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'least_shrew.n.01': ['insectivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'shrew.n.02',\n",
       "  'placental.n.01'],\n",
       " 'vervet.n.01': ['placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'guenon.n.01',\n",
       "  'mammal.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'primate.n.02'],\n",
       " 'spitz.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01'],\n",
       " 'pied_lemming.n.01': ['placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lemming.n.01'],\n",
       " 'hampshire.n.02': ['mammal.n.01',\n",
       "  'sheep.n.01',\n",
       "  'placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'domestic_sheep.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'rice_rat.n.01': ['placental.n.01', 'rat.n.01', 'mammal.n.01', 'rodent.n.01'],\n",
       " 'angwantibo.n.01': ['lemur.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'tasmanian_devil.n.01': ['dasyurid_marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marsupial.n.01'],\n",
       " 'workhorse.n.02': ['ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01'],\n",
       " 'typical_jerboa.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'rodent.n.01',\n",
       "  'jerboa.n.01'],\n",
       " 'goat.n.01': ['bovid.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'bruin.n.01': ['bear.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'proboscis_monkey.n.01': ['placental.n.01',\n",
       "  'monkey.n.01',\n",
       "  'old_world_monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'buck.n.05': ['mammal.n.01', 'placental.n.01'],\n",
       " 'hare_wallaby.n.01': ['kangaroo.n.01',\n",
       "  'wallaby.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'english_foxhound.n.01': ['foxhound.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'hound.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'musk_deer.n.01': ['ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'deer.n.01'],\n",
       " 'cuscus.n.01': ['marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'mammal.n.01',\n",
       "  'phalanger.n.01'],\n",
       " 'frosted_bat.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'vespertilian_bat.n.01'],\n",
       " 'orangutan.n.01': ['ape.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02',\n",
       "  'great_ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'dingo.n.01': ['canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'wild_dog.n.01'],\n",
       " 'koala.n.01': ['metatherian.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'mammal.n.01',\n",
       "  'phalanger.n.01'],\n",
       " 'packrat.n.02': ['wood_rat.n.01',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'brabancon_griffon.n.01': ['dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'griffon.n.02',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'labrador_retriever.n.01': ['placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'sporting_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'retriever.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'guanaco.n.01': ['llama.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'giraffe.n.01': ['ruminant.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'bettong.n.01': ['mammal.n.01',\n",
       "  'rat_kangaroo.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'kangaroo.n.01'],\n",
       " 'slow_loris.n.01': ['lemur.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'primate.n.02'],\n",
       " \"brewer's_mole.n.01\": ['mammal.n.01',\n",
       "  'mole.n.06',\n",
       "  'insectivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'silverback.n.01': ['great_ape.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'ape.n.01',\n",
       "  'gorilla.n.01',\n",
       "  'placental.n.01',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'squirrel.n.01': ['placental.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'american_saddle_horse.n.01': ['odd-toed_ungulate.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'saddle_horse.n.01',\n",
       "  'mammal.n.01',\n",
       "  'horse.n.01'],\n",
       " 'barren_ground_caribou.n.01': ['placental.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'caribou.n.01',\n",
       "  'mammal.n.01',\n",
       "  'deer.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01'],\n",
       " 'aegyptopithecus.n.01': ['hominoid.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'primate.n.02'],\n",
       " 'tamarin.n.01': ['marmoset.n.01',\n",
       "  'monkey.n.01',\n",
       "  'primate.n.02',\n",
       "  'new_world_monkey.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'wapiti.n.01': ['even-toed_ungulate.n.01',\n",
       "  'deer.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'dusky-footed_woodrat.n.01': ['mammal.n.01',\n",
       "  'packrat.n.02',\n",
       "  'placental.n.01',\n",
       "  'rodent.n.01',\n",
       "  'wood_rat.n.01'],\n",
       " 'tarpan.n.01': ['horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'wild_horse.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'komondor.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'working_dog.n.01',\n",
       "  'shepherd_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01'],\n",
       " 'jird.n.01': ['placental.n.01', 'gerbil.n.01', 'rodent.n.01', 'mammal.n.01'],\n",
       " 'horse.n.01': ['mammal.n.01',\n",
       "  'equine.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'ungulate.n.01'],\n",
       " 'stone_marten.n.01': ['placental.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'mammal.n.01',\n",
       "  'marten.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'marsh_hare.n.01': ['rabbit.n.01',\n",
       "  'placental.n.01',\n",
       "  'wood_rabbit.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'leporid.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'plott_hound.n.01': ['hound.n.01',\n",
       "  'dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'mammal.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01'],\n",
       " 'bowhead.n.01': ['baleen_whale.n.01',\n",
       "  'mammal.n.01',\n",
       "  'whale.n.02',\n",
       "  'placental.n.01',\n",
       "  'aquatic_mammal.n.01',\n",
       "  'cetacean.n.01'],\n",
       " 'silver_fox.n.01': ['fox.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'red_fox.n.03',\n",
       "  'mammal.n.01'],\n",
       " 'viscacha.n.01': ['rodent.n.01', 'mammal.n.01', 'placental.n.01'],\n",
       " 'harp_seal.n.01': ['aquatic_mammal.n.01',\n",
       "  'pinniped_mammal.n.01',\n",
       "  'seal.n.09',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'earless_seal.n.01'],\n",
       " 'old_world_beaver.n.01': ['rodent.n.01',\n",
       "  'beaver.n.07',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'eastern_pipistrel.n.01': ['mammal.n.01',\n",
       "  'vespertilian_bat.n.01',\n",
       "  'carnivorous_bat.n.01',\n",
       "  'bat.n.01',\n",
       "  'placental.n.01'],\n",
       " 'mountain_gorilla.n.01': ['ape.n.01',\n",
       "  'gorilla.n.01',\n",
       "  'primate.n.02',\n",
       "  'mammal.n.01',\n",
       "  'great_ape.n.01',\n",
       "  'placental.n.01',\n",
       "  'anthropoid_ape.n.01'],\n",
       " 'king_charles_spaniel.n.01': ['mammal.n.01',\n",
       "  'canine.n.02',\n",
       "  'toy_dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'toy_spaniel.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'galago.n.01': ['primate.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lemur.n.01'],\n",
       " 'indian_rhinoceros.n.01': ['rhinoceros.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'crab-eating_raccoon.n.01': ['procyonid.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'raccoon.n.02'],\n",
       " 'wallaby.n.01': ['mammal.n.01',\n",
       "  'marsupial.n.01',\n",
       "  'metatherian.n.01',\n",
       "  'kangaroo.n.01'],\n",
       " 'nonstarter.n.02': ['mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'horse.n.01',\n",
       "  'racehorse.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'equine.n.01',\n",
       "  'placental.n.01'],\n",
       " 'red_fox.n.02': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'fox.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'caracal.n.01': ['placental.n.01',\n",
       "  'feline.n.01',\n",
       "  'cat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lynx.n.02',\n",
       "  'wildcat.n.03',\n",
       "  'carnivore.n.01'],\n",
       " 'hinny.n.01': ['placental.n.01',\n",
       "  'equine.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'mammal.n.01',\n",
       "  'odd-toed_ungulate.n.01'],\n",
       " 'snowshoe_hare.n.01': ['leporid.n.01',\n",
       "  'mammal.n.01',\n",
       "  'lagomorph.n.01',\n",
       "  'hare.n.01',\n",
       "  'placental.n.01'],\n",
       " 'marsupial.n.01': ['mammal.n.01', 'metatherian.n.01'],\n",
       " 'miniature_schnauzer.n.01': ['dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'terrier.n.01',\n",
       "  'schnauzer.n.01',\n",
       "  'hunting_dog.n.01',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'canine.n.02'],\n",
       " 'ape.n.01': ['placental.n.01', 'primate.n.02', 'mammal.n.01'],\n",
       " 'spotted_hyena.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'hyena.n.01'],\n",
       " 'toy_terrier.n.01': ['mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02',\n",
       "  'dog.n.01',\n",
       "  'toy_dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'water_chevrotain.n.01': ['placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'chevrotain.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01'],\n",
       " 'miniature_pinscher.n.01': ['pinscher.n.01',\n",
       "  'mammal.n.01',\n",
       "  'watchdog.n.02',\n",
       "  'working_dog.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'dog.n.01',\n",
       "  'placental.n.01'],\n",
       " 'tigress.n.01': ['big_cat.n.01',\n",
       "  'tiger.n.02',\n",
       "  'feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'rabbit_ears.n.02': ['lagomorph.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'leporid.n.01',\n",
       "  'rabbit.n.01'],\n",
       " 'tiger_cub.n.01': ['feline.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'big_cat.n.01',\n",
       "  'tiger.n.02'],\n",
       " 'shrew.n.02': ['mammal.n.01', 'placental.n.01', 'insectivore.n.01'],\n",
       " 'wild_dog.n.01': ['canine.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01'],\n",
       " 'paranthropus.n.01': ['mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'hominid.n.01',\n",
       "  'primate.n.02',\n",
       "  'australopithecine.n.01'],\n",
       " 'bushbuck.n.01': ['antelope.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'harnessed_antelope.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'horseshoe_bat.n.01': ['bat.n.01',\n",
       "  'leafnose_bat.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'carnivorous_bat.n.01'],\n",
       " 'sable.n.05': ['carnivore.n.01',\n",
       "  'musteline_mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'marten.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'shih-tzu.n.01': ['placental.n.01',\n",
       "  'canine.n.02',\n",
       "  'carnivore.n.01',\n",
       "  'toy_dog.n.01',\n",
       "  'dog.n.01',\n",
       "  'mammal.n.01'],\n",
       " 'pony.n.05': ['mammal.n.01',\n",
       "  'horse.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'odd-toed_ungulate.n.01',\n",
       "  'placental.n.01',\n",
       "  'equine.n.01'],\n",
       " 'black_sheep.n.02': ['sheep.n.01',\n",
       "  'ungulate.n.01',\n",
       "  'even-toed_ungulate.n.01',\n",
       "  'ruminant.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'bovid.n.01'],\n",
       " 'japanese_spaniel.n.01': ['toy_dog.n.01',\n",
       "  'mammal.n.01',\n",
       "  'placental.n.01',\n",
       "  'dog.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'canine.n.02'],\n",
       " 'hog-nosed_skunk.n.01': ['skunk.n.04',\n",
       "  'mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'placental.n.01',\n",
       "  'musteline_mammal.n.01'],\n",
       " 'new_world_least_weasel.n.01': ['musteline_mammal.n.01',\n",
       "  'carnivore.n.01',\n",
       "  'weasel.n.02',\n",
       "  'placental.n.01',\n",
       "  'mammal.n.01'],\n",
       " ...}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "network = load_wordnetload_wor(wordnet_mammal_file)\n",
    "network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def dist(u, v): \n",
    "    \"\"\"Distance de Poincaré (équation 1 de l'article)\"\"\"\n",
    "    return 1 + 2*np.dot(u - v, u - v)/ \\\n",
    "             ((1-np.dot(u, u))*(1-np.dot(v, v)) + EPSILON)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def partial_der(theta, x, gamma): \n",
    "    \"\"\"Dérivée partielle par rapport à theta (equation 4 de l'article)\"\"\"\n",
    "    alpha = (1.0-np.dot(theta, theta))\n",
    "    norm_x = np.dot(x, x)\n",
    "    beta = (1-norm_x)\n",
    "    gamma = gamma\n",
    "    return 4.0/(beta * np.sqrt(gamma*gamma - 1) + EPSILON)*((norm_x- 2*np.dot(theta, x)+1)/(pow(alpha,2)+EPSILON)*theta - x/(alpha + EPSILON))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def update(emb, error_, lr):\n",
    "    \"\"\"Equation d'update (equation 5)\"\"\"\n",
    "    try:\n",
    "        update =  lr*pow((1 - np.dot(emb,emb)), 2)*error_/4\n",
    "        emb = emb - update\n",
    "        if (np.dot(emb, emb) >= 1):\n",
    "            emb = emb/sqrt(np.dot(emb, emb)) - EPSILON\n",
    "        return emb\n",
    "    except Exception as e:\n",
    "        print (e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#connaître les n noeuds les plus proches d'un autre noeud\n",
    "def distance_min(node, n):\n",
    "    #distance de chaque noeud au noeud node\n",
    "    distance_to_node = np.zeros(len(vocab))\n",
    "    #index des mots ayant la plus petite distance aux mots node\n",
    "    index_minimum = np.zeros(n)\n",
    "    for i in range(len(vocab)):\n",
    "        distance_to_node[i] = dist(emb[node],emb[vocab[i]])\n",
    "    index_minimum = np.argpartition(distance_to_node, n)\n",
    "    for i in range(n):\n",
    "        print(vocab[index_minimum[i]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_vocabulary(network):\n",
    "    vocab = list(emb.keys())\n",
    "    vocab_weights = np.zeros(len(vocab))\n",
    "    for key in network:\n",
    "        for u in network[key]:\n",
    "            vocab_weights[vocab.index(u)]+=1\n",
    "    vocab_weights = vocab_weights / np.sum(vocab_weights)\n",
    "    return vocab, vocab_weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def initialize_embedding(network, embedding_size):\n",
    "    \"\"\"Comme dans l'article, on initialise la position des noeuds entre 0.001 et -0.001\"\"\"\n",
    "    emb = {}\n",
    "    gap = 1e-3\n",
    "    for a in network:\n",
    "        for b in network[a]:\n",
    "            emb[b] = np.random.uniform(low=-gap, high=gap, size=(embedding_size,))\n",
    "        emb[a] = np.random.uniform(low=-gap, high=gap, size=(embedding_size,))\n",
    "    return emb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_negative_candidates(network, vocab, vocab_weights, u, num_negs):\n",
    "    \"\"\"Retourne une liste de mots qui ne sont pas liés à celui donné en entrée\"\"\"\n",
    "    negs = []\n",
    "    i = 0\n",
    "    while (len(negs) < num_negs):\n",
    "        neg = np.random.choice(vocab, p=vocab_weights)\n",
    "        #neg = vocab[np.searchsorted(vocab_weights.cumsum(), random.random())]\n",
    "        if not (neg in network[u] or u in network[neg] or neg == u): # neg ne doit pas etre lié à u et vice versa\n",
    "            #or neg in negs\n",
    "            negs.append(neg)\n",
    "    return negs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def euclidian_dist(u,v):\n",
    "    \"\"\"Distance euclidienne\"\"\"\n",
    "    return np.dot(u-v,u-v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def poincare_dist(gamma): \n",
    "    \"\"\"Distance de Poincaré (équation 1 de l'article)\"\"\"\n",
    "    return np.arccosh(gamma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def compute_gamma(vec1, vec2):\n",
    "    euclidean_dists = np.linalg.norm(vec1 - vec2)\n",
    "    norm1 = np.linalg.norm(vec1)\n",
    "    norm2 = np.linalg.norm(vec2)\n",
    "    alpha = 1-norm1**2\n",
    "    beta = 1-norm2**2\n",
    "    gamma = 1 + 2*euclidean_dists/(alpha*beta)\n",
    "    return gamma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def deriv_poincare_theta(theta, x, gamma): \n",
    "    \"\"\"Dérivée partielle par rapport à theta de la distance de Poincare (equation 4 de l'article)\"\"\"\n",
    "    alpha = (1.0-np.dot(theta, theta))\n",
    "    norm_x = np.dot(x, x)\n",
    "    beta = (1-norm_x)\n",
    "    gamma = gamma\n",
    "    return 4.0/(beta * np.sqrt(gamma*gamma - 1))*((norm_x- 2*np.dot(theta, x)+1)/(pow(alpha,2))*theta - x/(alpha))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Initialisation des variables\n",
    "\n",
    "embedding_size = 5 #dimension des vecteurs d'entrainement\n",
    "emb = initialize_embedding(network, embedding_size)# embedding of nodes of network\n",
    "\n",
    "#epochs\n",
    "num_epochs = 2000\n",
    "\n",
    "#burn-in, nombre d'épochs\n",
    "nb_burn_in = 10\n",
    "\n",
    "#nombre de nodes negatives pour l'entrainement\n",
    "num_negs = 20\n",
    "\n",
    "#learning rate\n",
    "lr = 1e-2\n",
    "\n",
    "#learning rate pour le burn-in\n",
    "learning_rate_burn_in = 0.001\n",
    "\n",
    "EPSILON = 0.00001 # evite l'overflow\n",
    "\n",
    "vocab, vocab_weights = get_vocabulary(network)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Randomly uniform distribution\n",
    "for a in network:\n",
    "    for b in network[a]:\n",
    "        emb[b] = np.random.uniform(low=-0.001, high=0.001, size=(embedding_size,))\n",
    "    emb[a] = np.random.uniform(low=-0.001, high=0.001, size=(embedding_size,))\n",
    "\n",
    "vocab = list(emb.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# #on supprime l'origine de la liste du vocabulaire, car il est lié à tous les mots\n",
    "# index_origin = vocab.index(\"mammal.n.01\")\n",
    "\n",
    "# del vocab[index_origin]\n",
    "# vocab_weights = np.delete(vocab_weights, index_origin)\n",
    "\n",
    "# vocab_weights = vocab_weights/sum(vocab_weights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3532.178767367511\n",
      "Epoch #1, temps d'exécution: 8.70 seconds\n",
      "-3528.5496025755315\n",
      "Epoch #2, temps d'exécution: 7.59 seconds\n",
      "-3526.1985436385407\n",
      "Epoch #3, temps d'exécution: 7.93 seconds\n",
      "-3525.1999078308218\n",
      "Epoch #4, temps d'exécution: 7.48 seconds\n",
      "-3524.3506995428243\n",
      "Epoch #5, temps d'exécution: 7.75 seconds\n",
      "-3522.2802266716717\n",
      "Epoch #6, temps d'exécution: 7.62 seconds\n",
      "-3521.9710197242857\n",
      "Epoch #7, temps d'exécution: 7.70 seconds\n",
      "-3520.5863929640113\n",
      "Epoch #8, temps d'exécution: 7.53 seconds\n",
      "-3517.7557862354906\n",
      "Epoch #9, temps d'exécution: 7.45 seconds\n",
      "-3514.796299658758\n",
      "Epoch #10, temps d'exécution: 7.62 seconds\n",
      "-3506.976283006647\n",
      "Epoch #11, temps d'exécution: 7.52 seconds\n",
      "-3489.456506492654\n",
      "Epoch #12, temps d'exécution: 7.62 seconds\n",
      "-3483.486567856044\n",
      "Epoch #13, temps d'exécution: 7.66 seconds\n",
      "-3459.694434203884\n",
      "Epoch #14, temps d'exécution: 7.69 seconds\n",
      "-3442.298316723471\n",
      "Epoch #15, temps d'exécution: 7.48 seconds\n",
      "-3431.5878564070995\n",
      "Epoch #16, temps d'exécution: 7.55 seconds\n",
      "-3423.678783229246\n",
      "Epoch #17, temps d'exécution: 7.68 seconds\n",
      "-3430.1824130863615\n",
      "Epoch #18, temps d'exécution: 7.73 seconds\n",
      "-3406.2352796280834\n",
      "Epoch #19, temps d'exécution: 7.63 seconds\n",
      "-3391.051716665952\n",
      "Epoch #20, temps d'exécution: 7.49 seconds\n",
      "-3399.365598139395\n",
      "Epoch #21, temps d'exécution: 7.52 seconds\n",
      "-3373.7977456157246\n",
      "Epoch #22, temps d'exécution: 7.58 seconds\n",
      "-3371.065972133798\n",
      "Epoch #23, temps d'exécution: 7.48 seconds\n",
      "-3371.860870507017\n",
      "Epoch #24, temps d'exécution: 7.75 seconds\n",
      "-3364.7213567811077\n",
      "Epoch #25, temps d'exécution: 7.43 seconds\n",
      "-3368.917478636853\n",
      "Epoch #26, temps d'exécution: 7.69 seconds\n",
      "-3322.017572364002\n",
      "Epoch #27, temps d'exécution: 7.65 seconds\n",
      "-3335.050508373099\n",
      "Epoch #28, temps d'exécution: 7.73 seconds\n",
      "-3308.1245850948626\n",
      "Epoch #29, temps d'exécution: 7.71 seconds\n",
      "-3310.6641742815787\n",
      "Epoch #30, temps d'exécution: 7.59 seconds\n",
      "-3327.153259987168\n",
      "Epoch #31, temps d'exécution: 7.73 seconds\n",
      "-3300.3226334369556\n",
      "Epoch #32, temps d'exécution: 7.58 seconds\n",
      "-3291.8028852836774\n",
      "Epoch #33, temps d'exécution: 7.95 seconds\n",
      "-3298.645251888975\n",
      "Epoch #34, temps d'exécution: 7.55 seconds\n",
      "-3266.8677281333703\n",
      "Epoch #35, temps d'exécution: 7.69 seconds\n",
      "-3263.058479400915\n",
      "Epoch #36, temps d'exécution: 7.64 seconds\n",
      "-3261.69930685186\n",
      "Epoch #37, temps d'exécution: 7.79 seconds\n",
      "-3260.068820741049\n",
      "Epoch #38, temps d'exécution: 7.59 seconds\n",
      "-3242.7341380846337\n",
      "Epoch #39, temps d'exécution: 7.65 seconds\n",
      "-3273.1054769415623\n",
      "Epoch #40, temps d'exécution: 7.86 seconds\n",
      "-3226.2880193235155\n",
      "Epoch #41, temps d'exécution: 7.62 seconds\n",
      "-3247.789021752911\n",
      "Epoch #42, temps d'exécution: 7.58 seconds\n",
      "-3247.903773156329\n",
      "Epoch #43, temps d'exécution: 7.67 seconds\n",
      "-3239.289208136932\n",
      "Epoch #44, temps d'exécution: 7.63 seconds\n",
      "-3226.6295761282954\n",
      "Epoch #45, temps d'exécution: 7.76 seconds\n",
      "-3190.304167469578\n",
      "Epoch #46, temps d'exécution: 7.70 seconds\n",
      "-3184.9322660444395\n",
      "Epoch #47, temps d'exécution: 7.57 seconds\n",
      "-3171.0291293941955\n",
      "Epoch #48, temps d'exécution: 7.54 seconds\n",
      "-3228.505484891395\n",
      "Epoch #49, temps d'exécution: 7.67 seconds\n",
      "-3214.9732706784844\n",
      "Epoch #50, temps d'exécution: 7.80 seconds\n",
      "-3184.783724787288\n",
      "Epoch #51, temps d'exécution: 7.78 seconds\n",
      "-3225.146378578501\n",
      "Epoch #52, temps d'exécution: 7.72 seconds\n",
      "-3160.8978423662898\n",
      "Epoch #53, temps d'exécution: 7.84 seconds\n",
      "-3175.350866755597\n",
      "Epoch #54, temps d'exécution: 7.71 seconds\n",
      "-3169.552651374756\n",
      "Epoch #55, temps d'exécution: 7.77 seconds\n",
      "-3144.328582588286\n",
      "Epoch #56, temps d'exécution: 7.59 seconds\n",
      "-3124.9235859481464\n",
      "Epoch #57, temps d'exécution: 7.63 seconds\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-2594.9257168334802\n",
      "Epoch #132, temps d'exécution: 8.49 seconds\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1090.2419877424047\n",
      "Epoch #261, temps d'exécution: 7.45 seconds\n",
      "-984.7486207091721\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Epoch #392, temps d'exécution: 8.08 seconds\n",
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     "text": [
      "6892.6417457819125\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8643.249771395509\n",
      "Epoch #788, temps d'exécution: 7.52 seconds\n",
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      "10005.9334867911\n",
      "Epoch #904, temps d'exécution: 7.45 seconds\n",
      "10053.430418311518\n",
      "Epoch #905, temps d'exécution: 7.50 seconds\n",
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      "Epoch #906, temps d'exécution: 7.49 seconds\n",
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      "Epoch #918, temps d'exécution: 7.50 seconds\n",
      "10077.058666462299\n",
      "Epoch #919, temps d'exécution: 7.49 seconds\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10511.646418302782\n",
      "Epoch #920, temps d'exécution: 7.46 seconds\n",
      "9939.193490095424\n",
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      "9654.376501383394\n",
      "Epoch #1010, temps d'exécution: 7.54 seconds\n"
     ]
    }
   ],
   "source": [
    "#random.shuffle(vocab)\n",
    "\n",
    "# the leave nodes are not connected to anything\n",
    "for a in emb:\n",
    "    if not a in network:\n",
    "        network[a] = []\n",
    "\n",
    "last_time = time.time()\n",
    "loss_stock = np.zeros(num_epochs+nb_burn_in)\n",
    "for epoch in range(num_epochs+nb_burn_in):\n",
    "    loss_total = 0\n",
    "    if epoch < nb_burn_in:\n",
    "        burn_in = True\n",
    "    else:\n",
    "        burn_in = False\n",
    "    for u in vocab:\n",
    "        if not network[u]: # une node\n",
    "            continue\n",
    "        v = random.choice(network[u]) # u et v sont liés\n",
    "        euclidian_dist_u_v = euclidian_dist(emb[u], emb[v])\n",
    "        gamma_u_v = compute_gamma(emb[u], emb[v])\n",
    "        dist_p_u_v = poincare_dist(gamma_u_v) # distance between the related nodes\n",
    "        \n",
    "        negs = [] # pairs of not related nodes, the first node in the pair is `pos1`\n",
    "        gamma_u_negs = [] # distances entre nodes qui ne sont pas liées\n",
    "        dist_negs = [] # distances entre nodes qui ne sont pas liées\n",
    "        negs = get_negative_candidates(network, vocab, vocab_weights, u, num_negs) \n",
    "        for neg in negs:\n",
    "            gamma_u_neg = compute_gamma(emb[u], emb[neg])\n",
    "            gamma_u_negs.append(gamma_u_neg)\n",
    "            dist_neg = poincare_dist(gamma_u_neg)\n",
    "            dist_negs.append(dist_neg)\n",
    "                \n",
    "        loss_den = 0.0\n",
    "        \n",
    "        # eqn6\n",
    "        for dist_neg in dist_negs:\n",
    "            loss_den += np.exp(-1*dist_neg)\n",
    "        loss = -1*dist_p_u_v - np.log(loss_den)\n",
    "        #loss_euclidian = -1*euclidian_dist_u_v - np.log(loss_den)\n",
    "        loss_total = loss_total + loss\n",
    "        \n",
    "        # derivative of loss wrt positive relation [d(u, v)]\n",
    "        der_p = -1\n",
    "        der_negs = []\n",
    "        # derivative of loss wrt negative relation [d(u, v')]\n",
    "        for dist_neg in dist_negs:\n",
    "            der_negs.append(np.exp(-1*dist_neg)/(loss_den))\n",
    "        # derivative of loss wrt pos1\n",
    "        der_p_u = der_p * deriv_poincare_theta(emb[u], emb[v], gamma_u_v)\n",
    "        # derivative of loss wrt pos2\n",
    "        der_p_v = der_p * deriv_poincare_theta(emb[v], emb[u], gamma_u_v)\n",
    "        \n",
    "        der_negs_final = []        \n",
    "        for (der_neg, neg, gamma_u_neg) in list(zip(der_negs, negs, gamma_u_negs)):\n",
    "            # derivative of loss wrt second element of the pair in neg\n",
    "            der_neg1 = der_neg * deriv_poincare_theta(emb[neg], emb[u], gamma_u_neg)\n",
    "            # derivative of loss wrt first element of the pair in neg\n",
    "            der_neg0 = der_neg * deriv_poincare_theta(emb[u], emb[neg], gamma_u_neg)\n",
    "            der_negs_final.append([der_neg0, der_neg1])\n",
    "        \n",
    "        # update embeddings now\n",
    "        if burn_in:\n",
    "            emb[u] = update(emb[u], -1*der_p_u, learning_rate_burn_in)\n",
    "            emb[v] = update(emb[v], -1*der_p_v, learning_rate_burn_in)  \n",
    "        else:\n",
    "            emb[u] = update(emb[u], -1*der_p_u, lr)\n",
    "            emb[v] = update(emb[v], -1*der_p_v, lr)\n",
    "        for (neg, der_neg) in list(zip(negs, der_negs_final)):\n",
    "            if burn_in:\n",
    "                emb[u] = update(emb[u], -1*der_neg[0], learning_rate_burn_in)\n",
    "                emb[neg] = update(emb[neg], -1*der_neg[1], learning_rate_burn_in)\n",
    "            else:\n",
    "                emb[u] = update(emb[u], -1*der_neg[0], lr)\n",
    "                emb[neg] = update(emb[neg], -1*der_neg[1], lr) \n",
    "    print(loss_total)\n",
    "    loss_stock[epoch] = loss_total\n",
    "                \n",
    "    print('Epoch #%d, temps d\\'exécution: %.2f seconds' % (epoch + 1, time.time() - last_time))\n",
    "    last_time = time.time()\n",
    "#pickle.dump(emb, open('data/train.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Résultats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Idh2Sws/G4yQdiLP9LyQ97MB+AaDo0KhDstINTE59xuIFy8hxfsVwccKpnkl6OAHE4kSw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\nZiEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1cd5ccf9b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(15,15))\n",
    "names = []\n",
    "positions_x = []\n",
    "positions_y = []\n",
    "for key in emb:\n",
    "    names.append(key)\n",
    "    positions_x.append(emb[key][0])\n",
    "    positions_y.append(emb[key][1])\n",
    "\n",
    "plt.scatter(positions_x,positions_y, s=1)\n",
    "k=1\n",
    "plt.text(positions_x[k], positions_y[k], names[k] + \" \" + str(positions_x[k]), fontsize=10)\n",
    "\n",
    "# circle = plt.Circle((0, 0), 1, color='g',fill=False)\n",
    "\n",
    "# plt.axis([-1,1,-1,1])\n",
    "# ax=fig.add_subplot(1,1,1)\n",
    "# ax.add_patch(circle)\n",
    "plt.axhline(y=0, color='k')\n",
    "plt.axvline(x=0, color='k')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def evaluate_mean_rank_and_map(vocab, network, embeddings, max_n=None):\n",
    "    \"\"\"Evalue le mean rank et le MAP pour la reconstruction.\"\"\"\n",
    "    ranks = []\n",
    "    avg_precision_scores = []\n",
    "    for i, item in list(enumerate(vocab, start=0)):\n",
    "        if item not in network or item == \"mammal.n.01\":\n",
    "            continue\n",
    "        item_relations = []\n",
    "        temp = list(embeddings.keys())\n",
    "        for relation in network[item]:\n",
    "            item_relations.append(temp.index(relation))\n",
    "            \n",
    "        item_distances = all_distances_to(item, embeddings)\n",
    "#         print(\"item\", item)\n",
    "        positive_relation_ranks, avg_precision = \\\n",
    "            get_positive_relation_ranks_and_avg_prec(item_distances, item_relations)\n",
    "        ranks += positive_relation_ranks\n",
    "        avg_precision_scores.append(avg_precision)\n",
    "        if max_n is not None and i > max_n:\n",
    "            break\n",
    "    return np.mean(ranks), np.mean(avg_precision_scores)\n",
    "\n",
    "def all_distances_to(item, embeddings):\n",
    "    \"\"\"Retourne une liste des distances d'un mot avec tous les autres\"\"\"\n",
    "    all_distances=np.zeros(len(list(embeddings.keys())))\n",
    "    \n",
    "    for i, elem in list(enumerate(embeddings)):\n",
    "        gamma = compute_gamma(embeddings[item], embeddings[elem])\n",
    "        distance = poincare_dist(gamma)\n",
    "        all_distances[i]=distance\n",
    "    return all_distances\n",
    "    \n",
    "def get_positive_relation_ranks_and_avg_prec(all_distances, positive_relations):\n",
    "    \"\"\"\n",
    "    Given a numpy array of all distances from an item and indices of its positive relations,\n",
    "    compute ranks and Average Precision of positive relations.\n",
    "    \"\"\"\n",
    "#     print(\"positive_relations\", positive_relations)\n",
    "    positive_relation_distances = all_distances[positive_relations]\n",
    "    negative_relation_distances = np.ma.array(all_distances, mask=False)\n",
    "#     value_max = np.nanmax(negative_relation_distances)\n",
    "#     print('value_max', value_max)\n",
    "    inds = np.where(np.isnan(negative_relation_distances))\n",
    "#     if inds[0].shape[0]>0:\n",
    "#         print('inds', inds)\n",
    "#     negative_relation_distances[inds] = value_max\n",
    "\n",
    "#     negative_relation_distances.mask[positive_relations] = True\n",
    "    # Compute how many negative relation distances are less than each positive relation distance, plus 1 for rank\n",
    "    ranks = (negative_relation_distances < positive_relation_distances[:, np.newaxis]).sum(axis=1) + 1\n",
    "#     print(\"ranks :\",ranks)\n",
    "    map_ranks = np.sort(ranks) + np.arange(len(ranks))\n",
    "    avg_precision = ((np.arange(1, len(map_ranks) + 1) / np.sort(map_ranks)).mean())\n",
    "#     print(\"avg_precision\", avg_precision)\n",
    "    return list(ranks), avg_precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean_rank, map_ = evaluate_mean_rank_and_map(vocab, network, emb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WordNet reconstruction\n",
      "Paramètres :\n",
      "Période de burn-in = 10\n",
      "Epochs = 1000\n",
      "Learning rate = 0.01\n",
      "Burn-in learning rate = 0.001\n",
      "Dimension = 20\n",
      "un nombre de nodes négatives de 20\n",
      "epsilon = 1e-05\n",
      "\n",
      "Résultats :\n",
      "Mean Rank = 588.7639865484562 \n",
      "MAP = 0.18647349048755069\n"
     ]
    }
   ],
   "source": [
    "print('WordNet reconstruction')\n",
    "print('Paramètres :')\n",
    "print('Période de burn-in =', nb_burn_in)\n",
    "print(\"Epochs =\", num_epochs)\n",
    "print(\"Learning rate =\", lr)\n",
    "print(\"Burn-in learning rate =\", learning_rate_burn_in)\n",
    "print(\"Dimension =\", embedding_size)\n",
    "print(\"un nombre de nodes négatives de\", num_negs)\n",
    "print(\"epsilon =\", EPSILON)\n",
    "print()\n",
    "print(\"Résultats :\")\n",
    "print('Mean Rank =', mean_rank, \"\\nMAP =\", map_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Prédiction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_root_and_leaf_nodes(data_file):\n",
    "    \"\"\"Return keys of root and leaf nodes from a file with transitive closure relations\"\"\"\n",
    "    root_candidates = set()\n",
    "    leaf_candidates = set()\n",
    "    with open(data_file, 'rb') as f:\n",
    "        for line in f:\n",
    "            nodes = line.split()\n",
    "            root_candidates.update(nodes)\n",
    "            leaf_candidates.update(nodes)\n",
    "    \n",
    "    with open(data_file, 'rb') as f:\n",
    "        for line in f:\n",
    "            node_1, node_2 = line.split()\n",
    "            if node_1 == node_2:\n",
    "                continue\n",
    "            leaf_candidates.discard(node_1)\n",
    "            root_candidates.discard(node_2)\n",
    "    \n",
    "    return (leaf_candidates, root_candidates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train_test_split(data_file, test_ratio=0.1):\n",
    "    train_filename = data_file + '.train'\n",
    "    test_filename = data_file + '.test'\n",
    "    if os.path.exists(train_filename) and os.path.exists(test_filename):\n",
    "        return (train_filename, test_filename)\n",
    "    root_nodes, leaf_nodes = get_root_and_leaf_nodes(data_file)\n",
    "    test_line_candidates = []\n",
    "    line_count = 0\n",
    "    all_nodes = set()\n",
    "    with open(data_file, 'rb') as f:\n",
    "        for i, line in list(enumerate(f)):\n",
    "            node_1, node_2 = line.split()\n",
    "            all_nodes.update([node_1, node_2])\n",
    "            if (\n",
    "                    node_1 not in leaf_nodes\n",
    "                    and node_2 not in leaf_nodes\n",
    "                    and node_1 not in root_nodes\n",
    "                    and node_2 not in root_nodes\n",
    "                    and node_1 != node_2\n",
    "                ):\n",
    "                test_line_candidates.append(i)\n",
    "            line_count += 1\n",
    "\n",
    "    num_test_lines = int(test_ratio * line_count)\n",
    "    test_line_indices = set(random.sample(test_line_candidates, num_test_lines))\n",
    "    train_line_indices = set(l for l in range(line_count) if l not in test_line_indices)\n",
    "    \n",
    "    train_set_nodes = set()\n",
    "    with open(data_file, 'rb') as f:\n",
    "        train_file = open(train_filename, 'wb')\n",
    "        test_file = open(test_filename, 'wb')\n",
    "        for i, line in list(enumerate(f)):\n",
    "            if i in train_line_indices:\n",
    "                train_set_nodes.update(line.split())\n",
    "                train_file.write(line)\n",
    "            elif i in test_line_indices:\n",
    "                test_file.write(line)\n",
    "        train_file.close()\n",
    "        test_file.close()\n",
    "    assert len(train_set_nodes) == len(all_nodes), 'Not all nodes from dataset present in train set relations'\n",
    "    return (train_filename, test_filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def evaluate_mean_rank_and_map_prediction(vocab, embeddings, items, relations, max_n=None):\n",
    "    \"\"\"Evaluate mean rank and MAP for link prediction.\"\"\"\n",
    "    ranks = []\n",
    "    avg_precision_scores = []\n",
    "    for i, item in list(enumerate(items, start=0)):\n",
    "        if item not in relations['unknown'] or item == \"mammal.n.01\":\n",
    "        #or item == \"mammal.n.01\":  # No positive relations to predict for this node\n",
    "            continue\n",
    "        unknown_relations = []\n",
    "        for elem in list(relations['unknown'][item]):\n",
    "            unknown_relations.append(vocab.index(elem))\n",
    "        known_relations = []\n",
    "        for elem in list(relations['known'][item]):\n",
    "            known_relations.append(vocab.index(elem))\n",
    "        \n",
    "        item_distances = all_distances_to(item, embeddings)\n",
    "        unknown_relation_ranks, avg_precision = \\\n",
    "            get_unknown_relation_ranks_and_avg_prec(item_distances, unknown_relations, known_relations)\n",
    "        ranks += unknown_relation_ranks\n",
    "        avg_precision_scores.append(avg_precision)\n",
    "        if max_n is not None and i > max_n:\n",
    "            break\n",
    "    return np.mean(ranks), np.mean(avg_precision_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_unknown_relation_ranks_and_avg_prec(all_distances, unknown_relations, known_relations):\n",
    "    unknown_relation_distances = all_distances[unknown_relations]\n",
    "    negative_relation_distances = np.ma.array(all_distances, mask=False)\n",
    "    negative_relation_distances.mask[unknown_relations] = True\n",
    "    negative_relation_distances.mask[known_relations] = True\n",
    "    # Compute how many negative relation distances are less than each unknown relation distance, plus 1 for rank\n",
    "    ranks = (negative_relation_distances < unknown_relation_distances[:, np.newaxis]).sum(axis=1) + 1\n",
    "    map_ranks = np.sort(ranks) + np.arange(len(ranks))\n",
    "    avg_precision = ((np.arange(1, len(map_ranks) + 1) / np.sort(map_ranks)).mean())\n",
    "    return list(ranks), avg_precision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_filename , test_filename = train_test_split('wordnet_mammal_hypernyms.txt', test_ratio=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "relations = {'known': defaultdict(set), 'unknown': defaultdict(set)}\n",
    "data_files = {'known': train_filename, 'unknown': test_filename}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "items = set()\n",
    "for relation_type, data_file in data_files.items():\n",
    "    with open(data_file, 'r') as f:\n",
    "        reader = csv.reader(f, delimiter='\\t')\n",
    "        for row in reader:\n",
    "            relations[relation_type][row[0]].add(row[1])\n",
    "            items.update([row[0], row[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean_rank, map_ = evaluate_mean_rank_and_map_prediction(vocab, emb, items, relations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Link prediction\n",
      "Paramètres :\n",
      "Période de burn-in = 10\n",
      "Epochs = 1000\n",
      "Learning rate = 0.01\n",
      "Burn-in learning rate = 0.001\n",
      "Dimension = 20\n",
      "un nombre de nodes négatives de 20\n",
      "epsilon = 1e-05\n",
      "\n",
      "Résultats :\n",
      "Mean Rank = 652.8367875647668 \n",
      "MAP = 0.34458414163565143\n"
     ]
    }
   ],
   "source": [
    "print('Link prediction')\n",
    "print('Paramètres :')\n",
    "print('Période de burn-in =', nb_burn_in)\n",
    "print(\"Epochs =\", num_epochs)\n",
    "print(\"Learning rate =\", lr)\n",
    "print(\"Burn-in learning rate =\", learning_rate_burn_in)\n",
    "print(\"Dimension =\", embedding_size)\n",
    "print(\"un nombre de nodes négatives de\", num_negs)\n",
    "print(\"epsilon =\", EPSILON)\n",
    "print()\n",
    "print(\"Résultats :\")\n",
    "print('Mean Rank =', mean_rank, \"\\nMAP =\", map_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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