Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea25d66a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 460\n",
      "-rw-r--r-- 1 wpickard 127854 Sep  5  2018 CSI01_stim_lists.txt\n",
      "-rw-r--r-- 1 wpickard 127854 Sep  5  2018 CSI02_stim_lists.txt\n",
      "-rw-r--r-- 1 wpickard 127822 Sep  5  2018 CSI03_stim_lists.txt\n",
      "-rw-r--r-- 1 wpickard  75765 Sep  5  2018 CSI04_stim_lists.txt\n"
     ]
    }
   ],
   "source": [
    "%ll ../babbage/public-datasets/bold5000/ROIs/stim_lists/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3dafd68-b537-443d-bffd-4acfe0731d23",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "52dcf192",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1916\n"
     ]
    }
   ],
   "source": [
    "!cat ../babbage/public-datasets/bold5000/ROIs/stim_lists/CSI01_stim_lists.txt | grep '^n[0-9].*' | wc -l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "60d06540",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 399264\n",
      "-rw-r--r-- 1 wpickard 68143736 Oct 11 13:05 CSI1_ROIs_TR1.h5\n",
      "-rw-r--r-- 1 wpickard 68150967 Sep  4  2018 CSI1_ROIs_TR2.h5\n",
      "-rw-r--r-- 1 wpickard 68111988 Oct 11 13:05 CSI1_ROIs_TR34.h5\n",
      "-rw-r--r-- 1 wpickard 68129709 Sep  4  2018 CSI1_ROIs_TR3.h5\n",
      "-rw-r--r-- 1 wpickard 68146827 Sep  4  2018 CSI1_ROIs_TR4.h5\n",
      "-rw-r--r-- 1 wpickard 68147503 Sep  4  2018 CSI1_ROIs_TR5.h5\n"
     ]
    }
   ],
   "source": [
    "%ll ../babbage/public-datasets/bold5000/ROIs/CSI1/h5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3f5cc5d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "eba90d6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "hf = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI1/h5/CSI1_ROIs_TR1.h5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5272dee6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<KeysViewHDF5 ['LHEarlyVis', 'LHLOC', 'LHOPA', 'LHPPA', 'LHRSC', 'RHEarlyVis', 'RHLOC', 'RHOPA', 'RHPPA', 'RHRSC']>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hf.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4c177499",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<HDF5 dataset \"LHLOC\": shape (5254, 152), type \"<f8\">"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hf['LHLOC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7a4c9a66",
   "metadata": {},
   "outputs": [],
   "source": [
    "hf2 = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI1/h5/CSI1_ROIs_TR2.h5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9877e17e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<KeysViewHDF5 ['LHEarlyVis', 'LHLOC', 'LHOPA', 'LHPPA', 'LHRSC', 'RHEarlyVis', 'RHLOC', 'RHOPA', 'RHPPA', 'RHRSC']>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hf2.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e7a72aa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = hf2['LHLOC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "21a1bb86",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5a226a27",
   "metadata": {},
   "outputs": [],
   "source": [
    "np_data = np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8303c7c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5254, 152)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8dc1261a",
   "metadata": {},
   "outputs": [],
   "source": [
    "csi2_lhloc = np.array(h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI2/h5/CSI2_ROIs_TR34.h5', 'r')['LHLOC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6e78b659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5254, 327)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csi2_lhloc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c13c3942",
   "metadata": {},
   "outputs": [],
   "source": [
    "csi1 = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI1/h5/CSI1_ROIs_TR34.h5', 'r')\n",
    "csi2 = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI2/h5/CSI2_ROIs_TR34.h5', 'r')\n",
    "csi3 = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI3/h5/CSI3_ROIs_TR34.h5', 'r')\n",
    "csi4 = h5py.File('../babbage/public-datasets/bold5000/ROIs/CSI4/h5/CSI4_ROIs_TR34.h5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "6b484ed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5254, 152)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csi1['LHLOC'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "a1fd32dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5254, 327)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csi2['LHLOC'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "3c8e5ecd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5254, 430)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csi3['LHLOC'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "9a7cb72f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3108, 455)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csi4['LHLOC'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "c04710bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: <HDF5 file \"CSI1_ROIs_TR34.h5\" (mode r+)>\n",
      "LHEarlyVis shape: (5254, 210)\n",
      "LHLOC shape: (5254, 152)\n",
      "LHOPA shape: (5254, 101)\n",
      "LHPPA shape: (5254, 131)\n",
      "LHRSC shape: (5254, 86)\n",
      "RHEarlyVis shape: (5254, 285)\n",
      "RHLOC shape: (5254, 190)\n",
      "RHOPA shape: (5254, 187)\n",
      "RHPPA shape: (5254, 200)\n",
      "RHRSC shape: (5254, 143)\n",
      "Subject: <HDF5 file \"CSI2_ROIs_TR34.h5\" (mode r+)>\n",
      "LHEarlyVis shape: (5254, 254)\n",
      "LHLOC shape: (5254, 327)\n",
      "LHOPA shape: (5254, 85)\n",
      "LHPPA shape: (5254, 172)\n",
      "LHRSC shape: (5254, 59)\n",
      "RHEarlyVis shape: (5254, 241)\n",
      "RHLOC shape: (5254, 561)\n",
      "RHOPA shape: (5254, 95)\n",
      "RHPPA shape: (5254, 198)\n",
      "RHRSC shape: (5254, 278)\n",
      "Subject: <HDF5 file \"CSI3_ROIs_TR34.h5\" (mode r+)>\n",
      "LHEarlyVis shape: (5254, 522)\n",
      "LHLOC shape: (5254, 430)\n",
      "LHOPA shape: (5254, 187)\n",
      "LHPPA shape: (5254, 112)\n",
      "LHRSC shape: (5254, 78)\n",
      "RHEarlyVis shape: (5254, 696)\n",
      "RHLOC shape: (5254, 597)\n",
      "RHOPA shape: (5254, 205)\n",
      "RHPPA shape: (5254, 161)\n",
      "RHRSC shape: (5254, 116)\n",
      "Subject: <HDF5 file \"CSI4_ROIs_TR34.h5\" (mode r+)>\n",
      "LHEarlyVis shape: (3108, 408)\n",
      "LHLOC shape: (3108, 455)\n",
      "LHOPA shape: (3108, 279)\n",
      "LHPPA shape: (3108, 157)\n",
      "LHRSC shape: (3108, 51)\n",
      "RHEarlyVis shape: (3108, 356)\n",
      "RHLOC shape: (3108, 417)\n",
      "RHOPA shape: (3108, 335)\n",
      "RHPPA shape: (3108, 187)\n",
      "RHRSC shape: (3108, 142)\n"
     ]
    }
   ],
   "source": [
    "for subject in [csi1, csi2, csi3, csi4]:\n",
    "    print(f'Subject: {subject}')\n",
    "    for key, value in subject.items():\n",
    "        print(f'{key} shape: {value.shape}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "d0c2b00d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "cdb74b9b-ef6b-40d0-95f9-12e44cc85b85",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "4bd6cb7e-16cf-4df3-8e52-a0ea2b03c6e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "for key in csi1.keys():\n",
    "    df[key] = list(csi1[key])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "0086ea36-7da5-40ab-bbc1-4644b9f14625",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.0007332996202192993, 0.012742927021082125,...</td>\n",
       "      <td>[-0.010073865387316364, -0.016242933708728004,...</td>\n",
       "      <td>[-0.0007190054046507183, 0.015712804006128397,...</td>\n",
       "      <td>[0.009640645082200293, 0.00620421546485009, 0....</td>\n",
       "      <td>[0.00022896090203213546, -0.000101091228016807...</td>\n",
       "      <td>[-0.017438124464051824, -0.016415346568266247,...</td>\n",
       "      <td>[0.017152408363833232, 0.012395771684620905, -...</td>\n",
       "      <td>[0.001060014012804079, 0.0037969468624613123, ...</td>\n",
       "      <td>[-0.017432118504920477, -0.011206780725019462,...</td>\n",
       "      <td>[0.010523216881553926, 0.018616894109178304, -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-0.00408365372866439, 0.024045989311775824, 0...</td>\n",
       "      <td>[-0.006417351988315173, -0.014367437005644718,...</td>\n",
       "      <td>[0.007962392055901293, 0.012567941117704533, -...</td>\n",
       "      <td>[0.009565928987776246, 0.008896546161765401, 0...</td>\n",
       "      <td>[-0.009156423434542763, 0.05101432852634284, -...</td>\n",
       "      <td>[0.023224237413044226, 0.0353701650767394, 0.0...</td>\n",
       "      <td>[-0.02891731908691263, 0.0021785745731643016, ...</td>\n",
       "      <td>[0.002489846229923792, 0.0018723380324673074, ...</td>\n",
       "      <td>[0.007377422572302858, 0.008999538046607606, 0...</td>\n",
       "      <td>[0.00757396440199707, 0.015204065415015091, -0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-0.018311249668538348, -0.004089993007096237,...</td>\n",
       "      <td>[-0.017487259608276205, -0.004371767173131182,...</td>\n",
       "      <td>[0.0005859454783991519, -0.0022891711986499936...</td>\n",
       "      <td>[0.02933940348470025, -0.012800744352464786, -...</td>\n",
       "      <td>[-0.008140340415565245, -0.04236308780771805, ...</td>\n",
       "      <td>[0.01316850981965961, 0.0014648381254350525, -...</td>\n",
       "      <td>[-0.001998435218477617, 0.0069175267470489386,...</td>\n",
       "      <td>[0.014475440262399785, -0.004527195106635453, ...</td>\n",
       "      <td>[-0.0012363335041166205, 0.010682580183073767,...</td>\n",
       "      <td>[-0.024525205155412268, 0.011177942608016102, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[-0.0036358480255496263, -0.005777085248153142...</td>\n",
       "      <td>[-0.0014113604454632817, 0.020365468531680607,...</td>\n",
       "      <td>[0.012450292006283163, 0.003063120950630369, -...</td>\n",
       "      <td>[0.016324929197585283, 0.03552697615129019, -0...</td>\n",
       "      <td>[0.004641235352692994, -0.014883833619833267, ...</td>\n",
       "      <td>[-0.027106648625108892, -0.03938701425992952, ...</td>\n",
       "      <td>[0.00798473039401235, 0.006827167514875424, -0...</td>\n",
       "      <td>[0.003354165450599697, 0.002991356168815449, 0...</td>\n",
       "      <td>[0.00015382638565329156, 0.005530484400725495,...</td>\n",
       "      <td>[0.009531465240619173, -0.019319234736257816, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-0.01030870139350444, -0.016064138259020894, ...</td>\n",
       "      <td>[0.01493559236266165, 0.024060802111018253, 0....</td>\n",
       "      <td>[0.005391067553988603, 0.018118825217784254, 0...</td>\n",
       "      <td>[0.004919489346516212, 0.01058411592366265, 0....</td>\n",
       "      <td>[0.004059522917029128, -0.01289937137776036, 0...</td>\n",
       "      <td>[-0.008160318253698132, -0.005926557660344035,...</td>\n",
       "      <td>[0.003562135896404079, 0.0019933039379347126, ...</td>\n",
       "      <td>[0.010437897433639626, 0.0005288043700255862, ...</td>\n",
       "      <td>[-0.011886311204651664, -0.000482743264098604,...</td>\n",
       "      <td>[0.02548020488763388, 0.010991492131499962, 0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5250</th>\n",
       "      <td>[-0.012078784012960562, -0.02167483808256212, ...</td>\n",
       "      <td>[0.017891098429848193, 0.03322446768832953, -0...</td>\n",
       "      <td>[-0.0019893238813475976, 0.013669359120742835,...</td>\n",
       "      <td>[0.008940782467610554, 0.015124860728704951, 0...</td>\n",
       "      <td>[0.009869190203649778, 0.01680426984422704, 0....</td>\n",
       "      <td>[0.01646279895920465, 0.011708069513139815, 0....</td>\n",
       "      <td>[0.011023134264458374, -0.011279938206026182, ...</td>\n",
       "      <td>[0.009597189636926734, 0.013078594152950972, 0...</td>\n",
       "      <td>[0.025947569767387525, 0.010975654867218708, -...</td>\n",
       "      <td>[-0.004944135186845226, -0.001497345889960939,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5251</th>\n",
       "      <td>[-0.008526761330834843, 0.01818614527015821, 0...</td>\n",
       "      <td>[0.03196713277782655, 0.032462068545924976, 0....</td>\n",
       "      <td>[5.766120257791373e-05, 0.009985042729412547, ...</td>\n",
       "      <td>[0.011807984373427725, -0.007408494477070161, ...</td>\n",
       "      <td>[0.002685608772018225, -0.009789752272959345, ...</td>\n",
       "      <td>[0.022452504350459777, 0.02935295038269948, -0...</td>\n",
       "      <td>[-0.0157243476139395, -0.002804142968302295, -...</td>\n",
       "      <td>[0.007481951934809708, -0.0037096256783461807,...</td>\n",
       "      <td>[-0.021392125117081093, -0.012146419819503587,...</td>\n",
       "      <td>[0.0060688730449791495, -0.0058433655634803905...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5252</th>\n",
       "      <td>[0.014976786776645304, 0.004534045271405831, -...</td>\n",
       "      <td>[0.0024258546240347135, 0.000580538431876615, ...</td>\n",
       "      <td>[0.0038296729873518462, 0.009641090531299405, ...</td>\n",
       "      <td>[0.022157192600674853, 0.010643246800740191, 0...</td>\n",
       "      <td>[0.013571905101952844, 0.04397408765866176, 0....</td>\n",
       "      <td>[0.009079294754454192, -0.016052720703118337, ...</td>\n",
       "      <td>[0.006404753842573196, 0.002827573079790548, 0...</td>\n",
       "      <td>[0.004190081004047361, -0.001178182689673088, ...</td>\n",
       "      <td>[0.026032467801431976, 0.011348057289253047, 0...</td>\n",
       "      <td>[-0.000977379690519824, -0.00595607969355465, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5253</th>\n",
       "      <td>[-0.01136767022599255, 0.009827874563155045, -...</td>\n",
       "      <td>[0.012860543589260615, 0.010023341842353607, 0...</td>\n",
       "      <td>[0.004833541927134085, 0.007132424488999988, -...</td>\n",
       "      <td>[-0.002664698638640173, -0.003142898347613347,...</td>\n",
       "      <td>[-0.016800745646835424, -0.016388655391381228,...</td>\n",
       "      <td>[-0.006925479505956305, -0.027721070393699476,...</td>\n",
       "      <td>[0.00842585863911382, 0.004981201181693168, -0...</td>\n",
       "      <td>[0.015365979849213514, 0.015404945731876304, 0...</td>\n",
       "      <td>[-0.00995667850843628, 0.004464330012195837, -...</td>\n",
       "      <td>[-0.014019361081620024, 0.02519358413852686, -...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5254 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "3     [-0.0036358480255496263, -0.005777085248153142...   \n",
       "4     [-0.01030870139350444, -0.016064138259020894, ...   \n",
       "...                                                 ...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "5250  [-0.012078784012960562, -0.02167483808256212, ...   \n",
       "5251  [-0.008526761330834843, 0.01818614527015821, 0...   \n",
       "5252  [0.014976786776645304, 0.004534045271405831, -...   \n",
       "5253  [-0.01136767022599255, 0.009827874563155045, -...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "3     [-0.0014113604454632817, 0.020365468531680607,...   \n",
       "4     [0.01493559236266165, 0.024060802111018253, 0....   \n",
       "...                                                 ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "5250  [0.017891098429848193, 0.03322446768832953, -0...   \n",
       "5251  [0.03196713277782655, 0.032462068545924976, 0....   \n",
       "5252  [0.0024258546240347135, 0.000580538431876615, ...   \n",
       "5253  [0.012860543589260615, 0.010023341842353607, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "3     [0.012450292006283163, 0.003063120950630369, -...   \n",
       "4     [0.005391067553988603, 0.018118825217784254, 0...   \n",
       "...                                                 ...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "5250  [-0.0019893238813475976, 0.013669359120742835,...   \n",
       "5251  [5.766120257791373e-05, 0.009985042729412547, ...   \n",
       "5252  [0.0038296729873518462, 0.009641090531299405, ...   \n",
       "5253  [0.004833541927134085, 0.007132424488999988, -...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "3     [0.016324929197585283, 0.03552697615129019, -0...   \n",
       "4     [0.004919489346516212, 0.01058411592366265, 0....   \n",
       "...                                                 ...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "5250  [0.008940782467610554, 0.015124860728704951, 0...   \n",
       "5251  [0.011807984373427725, -0.007408494477070161, ...   \n",
       "5252  [0.022157192600674853, 0.010643246800740191, 0...   \n",
       "5253  [-0.002664698638640173, -0.003142898347613347,...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "3     [0.004641235352692994, -0.014883833619833267, ...   \n",
       "4     [0.004059522917029128, -0.01289937137776036, 0...   \n",
       "...                                                 ...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "5250  [0.009869190203649778, 0.01680426984422704, 0....   \n",
       "5251  [0.002685608772018225, -0.009789752272959345, ...   \n",
       "5252  [0.013571905101952844, 0.04397408765866176, 0....   \n",
       "5253  [-0.016800745646835424, -0.016388655391381228,...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "3     [-0.027106648625108892, -0.03938701425992952, ...   \n",
       "4     [-0.008160318253698132, -0.005926557660344035,...   \n",
       "...                                                 ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "5250  [0.01646279895920465, 0.011708069513139815, 0....   \n",
       "5251  [0.022452504350459777, 0.02935295038269948, -0...   \n",
       "5252  [0.009079294754454192, -0.016052720703118337, ...   \n",
       "5253  [-0.006925479505956305, -0.027721070393699476,...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "3     [0.00798473039401235, 0.006827167514875424, -0...   \n",
       "4     [0.003562135896404079, 0.0019933039379347126, ...   \n",
       "...                                                 ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "5250  [0.011023134264458374, -0.011279938206026182, ...   \n",
       "5251  [-0.0157243476139395, -0.002804142968302295, -...   \n",
       "5252  [0.006404753842573196, 0.002827573079790548, 0...   \n",
       "5253  [0.00842585863911382, 0.004981201181693168, -0...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "3     [0.003354165450599697, 0.002991356168815449, 0...   \n",
       "4     [0.010437897433639626, 0.0005288043700255862, ...   \n",
       "...                                                 ...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "5250  [0.009597189636926734, 0.013078594152950972, 0...   \n",
       "5251  [0.007481951934809708, -0.0037096256783461807,...   \n",
       "5252  [0.004190081004047361, -0.001178182689673088, ...   \n",
       "5253  [0.015365979849213514, 0.015404945731876304, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "3     [0.00015382638565329156, 0.005530484400725495,...   \n",
       "4     [-0.011886311204651664, -0.000482743264098604,...   \n",
       "...                                                 ...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "5250  [0.025947569767387525, 0.010975654867218708, -...   \n",
       "5251  [-0.021392125117081093, -0.012146419819503587,...   \n",
       "5252  [0.026032467801431976, 0.011348057289253047, 0...   \n",
       "5253  [-0.00995667850843628, 0.004464330012195837, -...   \n",
       "\n",
       "                                                  RHRSC  \n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  \n",
       "3     [0.009531465240619173, -0.019319234736257816, ...  \n",
       "4     [0.02548020488763388, 0.010991492131499962, 0....  \n",
       "...                                                 ...  \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  \n",
       "5250  [-0.004944135186845226, -0.001497345889960939,...  \n",
       "5251  [0.0060688730449791495, -0.0058433655634803905...  \n",
       "5252  [-0.000977379690519824, -0.00595607969355465, ...  \n",
       "5253  [-0.014019361081620024, 0.02519358413852686, -...  \n",
       "\n",
       "[5254 rows x 10 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "9fe09b6d-370c-4ded-824a-bdd081033bdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in df:\n",
    "    df[col + '_mean'] = df[col].apply(np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "2e3a1bf9-d7e0-44cd-9cca-fc7e7b6de028",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['image'] = pd.read_csv('bold5000/ROIs/stim_lists/CSI01_stim_lists.txt', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "47fdc04d-2c04-4b01-999c-0ed489782650",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "      <th>...</th>\n",
       "      <th>LHLOC_mean</th>\n",
       "      <th>LHOPA_mean</th>\n",
       "      <th>LHPPA_mean</th>\n",
       "      <th>LHRSC_mean</th>\n",
       "      <th>RHEarlyVis_mean</th>\n",
       "      <th>RHLOC_mean</th>\n",
       "      <th>RHOPA_mean</th>\n",
       "      <th>RHPPA_mean</th>\n",
       "      <th>RHRSC_mean</th>\n",
       "      <th>image</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>0.004827</td>\n",
       "      <td>0.002717</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.001302</td>\n",
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       "      <th>1</th>\n",
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       "      <td>...</td>\n",
       "      <td>0.000556</td>\n",
       "      <td>0.007286</td>\n",
       "      <td>0.008123</td>\n",
       "      <td>-0.002906</td>\n",
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       "    <tr>\n",
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       "      <td>-0.001614</td>\n",
       "      <td>0.001143</td>\n",
       "      <td>-0.002343</td>\n",
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       "      <td>-0.005385</td>\n",
       "      <td>n07695742_5848.JPEG</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>...</td>\n",
       "      <td>0.001307</td>\n",
       "      <td>0.003601</td>\n",
       "      <td>0.005148</td>\n",
       "      <td>0.001336</td>\n",
       "      <td>0.005857</td>\n",
       "      <td>0.001512</td>\n",
       "      <td>0.000648</td>\n",
       "      <td>0.004600</td>\n",
       "      <td>-0.001624</td>\n",
       "      <td>COCO_train2014_000000420713.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-0.01030870139350444, -0.016064138259020894, ...</td>\n",
       "      <td>[0.01493559236266165, 0.024060802111018253, 0....</td>\n",
       "      <td>[0.005391067553988603, 0.018118825217784254, 0...</td>\n",
       "      <td>[0.004919489346516212, 0.01058411592366265, 0....</td>\n",
       "      <td>[0.004059522917029128, -0.01289937137776036, 0...</td>\n",
       "      <td>[-0.008160318253698132, -0.005926557660344035,...</td>\n",
       "      <td>[0.003562135896404079, 0.0019933039379347126, ...</td>\n",
       "      <td>[0.010437897433639626, 0.0005288043700255862, ...</td>\n",
       "      <td>[-0.011886311204651664, -0.000482743264098604,...</td>\n",
       "      <td>[0.02548020488763388, 0.010991492131499962, 0....</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004656</td>\n",
       "      <td>0.006210</td>\n",
       "      <td>0.007275</td>\n",
       "      <td>-0.000906</td>\n",
       "      <td>0.003203</td>\n",
       "      <td>0.004495</td>\n",
       "      <td>0.004283</td>\n",
       "      <td>0.009814</td>\n",
       "      <td>0.004179</td>\n",
       "      <td>COCO_train2014_000000488558.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004871</td>\n",
       "      <td>0.008997</td>\n",
       "      <td>0.008606</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>0.011612</td>\n",
       "      <td>0.008266</td>\n",
       "      <td>0.005739</td>\n",
       "      <td>0.010024</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>n03459775_11670.JPEG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5250</th>\n",
       "      <td>[-0.012078784012960562, -0.02167483808256212, ...</td>\n",
       "      <td>[0.017891098429848193, 0.03322446768832953, -0...</td>\n",
       "      <td>[-0.0019893238813475976, 0.013669359120742835,...</td>\n",
       "      <td>[0.008940782467610554, 0.015124860728704951, 0...</td>\n",
       "      <td>[0.009869190203649778, 0.01680426984422704, 0....</td>\n",
       "      <td>[0.01646279895920465, 0.011708069513139815, 0....</td>\n",
       "      <td>[0.011023134264458374, -0.011279938206026182, ...</td>\n",
       "      <td>[0.009597189636926734, 0.013078594152950972, 0...</td>\n",
       "      <td>[0.025947569767387525, 0.010975654867218708, -...</td>\n",
       "      <td>[-0.004944135186845226, -0.001497345889960939,...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003400</td>\n",
       "      <td>0.006987</td>\n",
       "      <td>0.007112</td>\n",
       "      <td>0.004685</td>\n",
       "      <td>0.007980</td>\n",
       "      <td>0.003387</td>\n",
       "      <td>0.008734</td>\n",
       "      <td>0.010876</td>\n",
       "      <td>0.010040</td>\n",
       "      <td>COCO_train2014_000000523236.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5251</th>\n",
       "      <td>[-0.008526761330834843, 0.01818614527015821, 0...</td>\n",
       "      <td>[0.03196713277782655, 0.032462068545924976, 0....</td>\n",
       "      <td>[5.766120257791373e-05, 0.009985042729412547, ...</td>\n",
       "      <td>[0.011807984373427725, -0.007408494477070161, ...</td>\n",
       "      <td>[0.002685608772018225, -0.009789752272959345, ...</td>\n",
       "      <td>[0.022452504350459777, 0.02935295038269948, -0...</td>\n",
       "      <td>[-0.0157243476139395, -0.002804142968302295, -...</td>\n",
       "      <td>[0.007481951934809708, -0.0037096256783461807,...</td>\n",
       "      <td>[-0.021392125117081093, -0.012146419819503587,...</td>\n",
       "      <td>[0.0060688730449791495, -0.0058433655634803905...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008630</td>\n",
       "      <td>0.004916</td>\n",
       "      <td>0.001651</td>\n",
       "      <td>-0.004846</td>\n",
       "      <td>0.010173</td>\n",
       "      <td>0.009859</td>\n",
       "      <td>0.007659</td>\n",
       "      <td>0.006047</td>\n",
       "      <td>-0.002275</td>\n",
       "      <td>dinosaur4.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5252</th>\n",
       "      <td>[0.014976786776645304, 0.004534045271405831, -...</td>\n",
       "      <td>[0.0024258546240347135, 0.000580538431876615, ...</td>\n",
       "      <td>[0.0038296729873518462, 0.009641090531299405, ...</td>\n",
       "      <td>[0.022157192600674853, 0.010643246800740191, 0...</td>\n",
       "      <td>[0.013571905101952844, 0.04397408765866176, 0....</td>\n",
       "      <td>[0.009079294754454192, -0.016052720703118337, ...</td>\n",
       "      <td>[0.006404753842573196, 0.002827573079790548, 0...</td>\n",
       "      <td>[0.004190081004047361, -0.001178182689673088, ...</td>\n",
       "      <td>[0.026032467801431976, 0.011348057289253047, 0...</td>\n",
       "      <td>[-0.000977379690519824, -0.00595607969355465, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004962</td>\n",
       "      <td>0.007631</td>\n",
       "      <td>0.012284</td>\n",
       "      <td>0.005515</td>\n",
       "      <td>0.007794</td>\n",
       "      <td>0.003719</td>\n",
       "      <td>0.009141</td>\n",
       "      <td>0.008327</td>\n",
       "      <td>0.009764</td>\n",
       "      <td>COCO_train2014_000000244132.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5253</th>\n",
       "      <td>[-0.01136767022599255, 0.009827874563155045, -...</td>\n",
       "      <td>[0.012860543589260615, 0.010023341842353607, 0...</td>\n",
       "      <td>[0.004833541927134085, 0.007132424488999988, -...</td>\n",
       "      <td>[-0.002664698638640173, -0.003142898347613347,...</td>\n",
       "      <td>[-0.016800745646835424, -0.016388655391381228,...</td>\n",
       "      <td>[-0.006925479505956305, -0.027721070393699476,...</td>\n",
       "      <td>[0.00842585863911382, 0.004981201181693168, -0...</td>\n",
       "      <td>[0.015365979849213514, 0.015404945731876304, 0...</td>\n",
       "      <td>[-0.00995667850843628, 0.004464330012195837, -...</td>\n",
       "      <td>[-0.014019361081620024, 0.02519358413852686, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003811</td>\n",
       "      <td>0.001953</td>\n",
       "      <td>0.002380</td>\n",
       "      <td>-0.000953</td>\n",
       "      <td>-0.003878</td>\n",
       "      <td>0.005696</td>\n",
       "      <td>-0.001511</td>\n",
       "      <td>0.003054</td>\n",
       "      <td>-0.003129</td>\n",
       "      <td>COCO_train2014_000000292845.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5254 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "3     [-0.0036358480255496263, -0.005777085248153142...   \n",
       "4     [-0.01030870139350444, -0.016064138259020894, ...   \n",
       "...                                                 ...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "5250  [-0.012078784012960562, -0.02167483808256212, ...   \n",
       "5251  [-0.008526761330834843, 0.01818614527015821, 0...   \n",
       "5252  [0.014976786776645304, 0.004534045271405831, -...   \n",
       "5253  [-0.01136767022599255, 0.009827874563155045, -...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "3     [-0.0014113604454632817, 0.020365468531680607,...   \n",
       "4     [0.01493559236266165, 0.024060802111018253, 0....   \n",
       "...                                                 ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "5250  [0.017891098429848193, 0.03322446768832953, -0...   \n",
       "5251  [0.03196713277782655, 0.032462068545924976, 0....   \n",
       "5252  [0.0024258546240347135, 0.000580538431876615, ...   \n",
       "5253  [0.012860543589260615, 0.010023341842353607, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "3     [0.012450292006283163, 0.003063120950630369, -...   \n",
       "4     [0.005391067553988603, 0.018118825217784254, 0...   \n",
       "...                                                 ...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "5250  [-0.0019893238813475976, 0.013669359120742835,...   \n",
       "5251  [5.766120257791373e-05, 0.009985042729412547, ...   \n",
       "5252  [0.0038296729873518462, 0.009641090531299405, ...   \n",
       "5253  [0.004833541927134085, 0.007132424488999988, -...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "3     [0.016324929197585283, 0.03552697615129019, -0...   \n",
       "4     [0.004919489346516212, 0.01058411592366265, 0....   \n",
       "...                                                 ...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "5250  [0.008940782467610554, 0.015124860728704951, 0...   \n",
       "5251  [0.011807984373427725, -0.007408494477070161, ...   \n",
       "5252  [0.022157192600674853, 0.010643246800740191, 0...   \n",
       "5253  [-0.002664698638640173, -0.003142898347613347,...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "3     [0.004641235352692994, -0.014883833619833267, ...   \n",
       "4     [0.004059522917029128, -0.01289937137776036, 0...   \n",
       "...                                                 ...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "5250  [0.009869190203649778, 0.01680426984422704, 0....   \n",
       "5251  [0.002685608772018225, -0.009789752272959345, ...   \n",
       "5252  [0.013571905101952844, 0.04397408765866176, 0....   \n",
       "5253  [-0.016800745646835424, -0.016388655391381228,...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "3     [-0.027106648625108892, -0.03938701425992952, ...   \n",
       "4     [-0.008160318253698132, -0.005926557660344035,...   \n",
       "...                                                 ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "5250  [0.01646279895920465, 0.011708069513139815, 0....   \n",
       "5251  [0.022452504350459777, 0.02935295038269948, -0...   \n",
       "5252  [0.009079294754454192, -0.016052720703118337, ...   \n",
       "5253  [-0.006925479505956305, -0.027721070393699476,...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "3     [0.00798473039401235, 0.006827167514875424, -0...   \n",
       "4     [0.003562135896404079, 0.0019933039379347126, ...   \n",
       "...                                                 ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "5250  [0.011023134264458374, -0.011279938206026182, ...   \n",
       "5251  [-0.0157243476139395, -0.002804142968302295, -...   \n",
       "5252  [0.006404753842573196, 0.002827573079790548, 0...   \n",
       "5253  [0.00842585863911382, 0.004981201181693168, -0...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "3     [0.003354165450599697, 0.002991356168815449, 0...   \n",
       "4     [0.010437897433639626, 0.0005288043700255862, ...   \n",
       "...                                                 ...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "5250  [0.009597189636926734, 0.013078594152950972, 0...   \n",
       "5251  [0.007481951934809708, -0.0037096256783461807,...   \n",
       "5252  [0.004190081004047361, -0.001178182689673088, ...   \n",
       "5253  [0.015365979849213514, 0.015404945731876304, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "3     [0.00015382638565329156, 0.005530484400725495,...   \n",
       "4     [-0.011886311204651664, -0.000482743264098604,...   \n",
       "...                                                 ...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "5250  [0.025947569767387525, 0.010975654867218708, -...   \n",
       "5251  [-0.021392125117081093, -0.012146419819503587,...   \n",
       "5252  [0.026032467801431976, 0.011348057289253047, 0...   \n",
       "5253  [-0.00995667850843628, 0.004464330012195837, -...   \n",
       "\n",
       "                                                  RHRSC  ...  LHLOC_mean  \\\n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  ...   -0.000512   \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  ...    0.000556   \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  ...    0.000668   \n",
       "3     [0.009531465240619173, -0.019319234736257816, ...  ...    0.001307   \n",
       "4     [0.02548020488763388, 0.010991492131499962, 0....  ...    0.004656   \n",
       "...                                                 ...  ...         ...   \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  ...    0.004871   \n",
       "5250  [-0.004944135186845226, -0.001497345889960939,...  ...    0.003400   \n",
       "5251  [0.0060688730449791495, -0.0058433655634803905...  ...    0.008630   \n",
       "5252  [-0.000977379690519824, -0.00595607969355465, ...  ...    0.004962   \n",
       "5253  [-0.014019361081620024, 0.02519358413852686, -...  ...    0.003811   \n",
       "\n",
       "      LHOPA_mean  LHPPA_mean  LHRSC_mean  RHEarlyVis_mean  RHLOC_mean  \\\n",
       "0       0.003895    0.006683    0.004827         0.002717    0.001780   \n",
       "1       0.007286    0.008123   -0.002906         0.008042    0.003517   \n",
       "2      -0.000814   -0.001542   -0.001116        -0.001614    0.001143   \n",
       "3       0.003601    0.005148    0.001336         0.005857    0.001512   \n",
       "4       0.006210    0.007275   -0.000906         0.003203    0.004495   \n",
       "...          ...         ...         ...              ...         ...   \n",
       "5249    0.008997    0.008606    0.000404         0.011612    0.008266   \n",
       "5250    0.006987    0.007112    0.004685         0.007980    0.003387   \n",
       "5251    0.004916    0.001651   -0.004846         0.010173    0.009859   \n",
       "5252    0.007631    0.012284    0.005515         0.007794    0.003719   \n",
       "5253    0.001953    0.002380   -0.000953        -0.003878    0.005696   \n",
       "\n",
       "      RHOPA_mean  RHPPA_mean  RHRSC_mean                            image  \n",
       "0       0.001302    0.005665    0.001821             n01930112_19568.JPEG  \n",
       "1       0.008053    0.008152    0.004855             n03733281_29214.JPEG  \n",
       "2      -0.002343   -0.003894   -0.005385              n07695742_5848.JPEG  \n",
       "3       0.000648    0.004600   -0.001624  COCO_train2014_000000420713.jpg  \n",
       "4       0.004283    0.009814    0.004179  COCO_train2014_000000488558.jpg  \n",
       "...          ...         ...         ...                              ...  \n",
       "5249    0.005739    0.010024    0.001500             n03459775_11670.JPEG  \n",
       "5250    0.008734    0.010876    0.010040  COCO_train2014_000000523236.jpg  \n",
       "5251    0.007659    0.006047   -0.002275                    dinosaur4.jpg  \n",
       "5252    0.009141    0.008327    0.009764  COCO_train2014_000000244132.jpg  \n",
       "5253   -0.001511    0.003054   -0.003129  COCO_train2014_000000292845.jpg  \n",
       "\n",
       "[5254 rows x 21 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f18e3367-9c07-4e12-baaa-47afb6f694bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def detect_dataset(image_name):\n",
    "    if re.match(r'^n[0-9]+', image_name):\n",
    "        return 'ImageNet'\n",
    "    elif re.match(r'^COCO', image_name):\n",
    "        return 'COCO'\n",
    "    else:\n",
    "        return 'Scene'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "485afff4-f148-45c9-80f1-507a809bc44d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['image_source'] = df['image'].apply(detect_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "134f2814-1b9e-4e8d-8ea7-b4d6fc0094fd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "62ce7679-70c5-458f-a32c-888bde67ae40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "      <th>...</th>\n",
       "      <th>LHOPA_mean</th>\n",
       "      <th>LHPPA_mean</th>\n",
       "      <th>LHRSC_mean</th>\n",
       "      <th>RHEarlyVis_mean</th>\n",
       "      <th>RHLOC_mean</th>\n",
       "      <th>RHOPA_mean</th>\n",
       "      <th>RHPPA_mean</th>\n",
       "      <th>RHRSC_mean</th>\n",
       "      <th>image</th>\n",
       "      <th>image_source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.0007332996202192993, 0.012742927021082125,...</td>\n",
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       "      <td>[0.009640645082200293, 0.00620421546485009, 0....</td>\n",
       "      <td>[0.00022896090203213546, -0.000101091228016807...</td>\n",
       "      <td>[-0.017438124464051824, -0.016415346568266247,...</td>\n",
       "      <td>[0.017152408363833232, 0.012395771684620905, -...</td>\n",
       "      <td>[0.001060014012804079, 0.0037969468624613123, ...</td>\n",
       "      <td>[-0.017432118504920477, -0.011206780725019462,...</td>\n",
       "      <td>[0.010523216881553926, 0.018616894109178304, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003895</td>\n",
       "      <td>0.006683</td>\n",
       "      <td>0.004827</td>\n",
       "      <td>0.002717</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>0.001302</td>\n",
       "      <td>0.005665</td>\n",
       "      <td>0.001821</td>\n",
       "      <td>n01930112_19568.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-0.00408365372866439, 0.024045989311775824, 0...</td>\n",
       "      <td>[-0.006417351988315173, -0.014367437005644718,...</td>\n",
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       "      <td>[-0.009156423434542763, 0.05101432852634284, -...</td>\n",
       "      <td>[0.023224237413044226, 0.0353701650767394, 0.0...</td>\n",
       "      <td>[-0.02891731908691263, 0.0021785745731643016, ...</td>\n",
       "      <td>[0.002489846229923792, 0.0018723380324673074, ...</td>\n",
       "      <td>[0.007377422572302858, 0.008999538046607606, 0...</td>\n",
       "      <td>[0.00757396440199707, 0.015204065415015091, -0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007286</td>\n",
       "      <td>0.008123</td>\n",
       "      <td>-0.002906</td>\n",
       "      <td>0.008042</td>\n",
       "      <td>0.003517</td>\n",
       "      <td>0.008053</td>\n",
       "      <td>0.008152</td>\n",
       "      <td>0.004855</td>\n",
       "      <td>n03733281_29214.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-0.018311249668538348, -0.004089993007096237,...</td>\n",
       "      <td>[-0.017487259608276205, -0.004371767173131182,...</td>\n",
       "      <td>[0.0005859454783991519, -0.0022891711986499936...</td>\n",
       "      <td>[0.02933940348470025, -0.012800744352464786, -...</td>\n",
       "      <td>[-0.008140340415565245, -0.04236308780771805, ...</td>\n",
       "      <td>[0.01316850981965961, 0.0014648381254350525, -...</td>\n",
       "      <td>[-0.001998435218477617, 0.0069175267470489386,...</td>\n",
       "      <td>[0.014475440262399785, -0.004527195106635453, ...</td>\n",
       "      <td>[-0.0012363335041166205, 0.010682580183073767,...</td>\n",
       "      <td>[-0.024525205155412268, 0.011177942608016102, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000814</td>\n",
       "      <td>-0.001542</td>\n",
       "      <td>-0.001116</td>\n",
       "      <td>-0.001614</td>\n",
       "      <td>0.001143</td>\n",
       "      <td>-0.002343</td>\n",
       "      <td>-0.003894</td>\n",
       "      <td>-0.005385</td>\n",
       "      <td>n07695742_5848.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.008006327274155324, 0.022844701914134347, -...</td>\n",
       "      <td>[0.0005973942654227474, 0.009223013633000406, ...</td>\n",
       "      <td>[0.012418947387206341, 0.003601473854389809, 0...</td>\n",
       "      <td>[0.014288682624057835, -0.002870163645700058, ...</td>\n",
       "      <td>[0.003280111975153305, 0.03159715520041075, 0....</td>\n",
       "      <td>[0.006774101589345393, -0.022699540338286535, ...</td>\n",
       "      <td>[-0.00385907414856795, 0.00226222241341696, 0....</td>\n",
       "      <td>[-0.008522479762203997, 0.012201783962186722, ...</td>\n",
       "      <td>[0.0049679719403497346, 0.0003725234939603063,...</td>\n",
       "      <td>[0.006239764604303685, 0.0214315971739864, 0.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004178</td>\n",
       "      <td>0.005960</td>\n",
       "      <td>0.000853</td>\n",
       "      <td>0.010283</td>\n",
       "      <td>0.007499</td>\n",
       "      <td>0.006386</td>\n",
       "      <td>0.007514</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>n01917289_1429.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[-0.003332402318429617, -0.0057119668511583874...</td>\n",
       "      <td>[-0.023243747891978882, -0.019669040992302107,...</td>\n",
       "      <td>[0.001215857752906173, 0.014544436111422187, 0...</td>\n",
       "      <td>[-0.010715245407507075, -0.0031143930570632695...</td>\n",
       "      <td>[-0.009493682265910859, -0.038222775920328876,...</td>\n",
       "      <td>[0.02133088216843404, 0.013532624752024488, -0...</td>\n",
       "      <td>[-0.005588667915336392, 0.00412134803749096, -...</td>\n",
       "      <td>[0.014580038118250684, 0.002425172980774131, 0...</td>\n",
       "      <td>[0.010722914097136549, 0.018312850460383414, 0...</td>\n",
       "      <td>[0.014684486416297438, -0.01877878929864164, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001602</td>\n",
       "      <td>0.001679</td>\n",
       "      <td>0.001446</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>0.003841</td>\n",
       "      <td>-0.000011</td>\n",
       "      <td>0.003147</td>\n",
       "      <td>-0.003566</td>\n",
       "      <td>n02108551_26574.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5243</th>\n",
       "      <td>[-0.005221619243131347, 0.006236469980865969, ...</td>\n",
       "      <td>[0.02398725076421252, 0.03449611608962513, 0.0...</td>\n",
       "      <td>[-0.0007292933812541807, 0.01598981283906226, ...</td>\n",
       "      <td>[0.0029805676729311456, -0.011216690541489162,...</td>\n",
       "      <td>[0.0033276283326679097, 0.020661913126261363, ...</td>\n",
       "      <td>[-0.010686462401085036, 0.010641627125319277, ...</td>\n",
       "      <td>[-0.009611596213230506, -0.01278596869672243, ...</td>\n",
       "      <td>[-0.004874383745968915, 0.01051393217830262, 0...</td>\n",
       "      <td>[0.0021544770042654735, -0.0018456851426815655...</td>\n",
       "      <td>[-0.00741887390636649, 0.0015939662210172206, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006857</td>\n",
       "      <td>0.006831</td>\n",
       "      <td>0.005572</td>\n",
       "      <td>0.001231</td>\n",
       "      <td>-0.000182</td>\n",
       "      <td>0.007515</td>\n",
       "      <td>0.009306</td>\n",
       "      <td>0.006203</td>\n",
       "      <td>n09421951_5433.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245</th>\n",
       "      <td>[-0.014397490973256155, 0.005007246801481307, ...</td>\n",
       "      <td>[0.001949767801690881, -0.009336854434384837, ...</td>\n",
       "      <td>[-0.005974795097015942, 0.008286712187628824, ...</td>\n",
       "      <td>[0.005076150260192791, 0.015083498439003775, 0...</td>\n",
       "      <td>[-0.012285786025503268, 0.011055061291882091, ...</td>\n",
       "      <td>[0.009907177032926047, 0.0007473426104999811, ...</td>\n",
       "      <td>[0.002451592935202595, 0.0041825216464569165, ...</td>\n",
       "      <td>[0.0005781563417227699, 0.006029890923498173, ...</td>\n",
       "      <td>[-0.007636358454230615, -0.00791666901577241, ...</td>\n",
       "      <td>[0.006481771524644495, 0.016555514343669447, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003744</td>\n",
       "      <td>0.002138</td>\n",
       "      <td>-0.009366</td>\n",
       "      <td>0.003925</td>\n",
       "      <td>0.008507</td>\n",
       "      <td>0.000446</td>\n",
       "      <td>0.002833</td>\n",
       "      <td>-0.009806</td>\n",
       "      <td>n02018207_3567.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5247</th>\n",
       "      <td>[0.012168834435180043, 0.02916689090498855, 0....</td>\n",
       "      <td>[0.018688031005249645, 0.016046747532684855, 0...</td>\n",
       "      <td>[-0.00018501655426165272, 0.013896470837598148...</td>\n",
       "      <td>[0.017529429404220875, 0.006093711965441748, 0...</td>\n",
       "      <td>[0.0032710842421554776, 0.04082133833435561, 0...</td>\n",
       "      <td>[0.00864157322619926, 0.04309468715219355, 0.0...</td>\n",
       "      <td>[-0.005500925676207026, 0.0063158955653292315,...</td>\n",
       "      <td>[-0.006224083855449661, -0.011954001314893214,...</td>\n",
       "      <td>[-0.023262868313581368, -0.029146061686577303,...</td>\n",
       "      <td>[-0.010737078061088397, -0.002406564400707933,...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000946</td>\n",
       "      <td>0.002638</td>\n",
       "      <td>-0.004570</td>\n",
       "      <td>0.003778</td>\n",
       "      <td>0.009884</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>-0.000208</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>n01692333_12353.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5248</th>\n",
       "      <td>[-0.008454626674237728, -0.042242182959429775,...</td>\n",
       "      <td>[-0.021914638134710028, -0.01193683864002826, ...</td>\n",
       "      <td>[0.0028138353932710665, -0.0018118849346542556...</td>\n",
       "      <td>[-0.009217069005517256, 0.00947797310043802, -...</td>\n",
       "      <td>[0.009889217066655569, 0.01016102300366312, -0...</td>\n",
       "      <td>[-0.017311103773502583, -0.03397474262001243, ...</td>\n",
       "      <td>[0.004361534024931888, -0.007090965712854643, ...</td>\n",
       "      <td>[-0.01711795809206414, -0.0013711740891346347,...</td>\n",
       "      <td>[0.00749580089212694, 0.007670999135788175, -0...</td>\n",
       "      <td>[0.019388546016529812, 0.0007423788959994397, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001521</td>\n",
       "      <td>0.003820</td>\n",
       "      <td>0.011692</td>\n",
       "      <td>-0.005147</td>\n",
       "      <td>-0.000122</td>\n",
       "      <td>0.001145</td>\n",
       "      <td>0.002593</td>\n",
       "      <td>0.008858</td>\n",
       "      <td>n03240683_13368.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008997</td>\n",
       "      <td>0.008606</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>0.011612</td>\n",
       "      <td>0.008266</td>\n",
       "      <td>0.005739</td>\n",
       "      <td>0.010024</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>n03459775_11670.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1916 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "5     [0.008006327274155324, 0.022844701914134347, -...   \n",
       "6     [-0.003332402318429617, -0.0057119668511583874...   \n",
       "...                                                 ...   \n",
       "5243  [-0.005221619243131347, 0.006236469980865969, ...   \n",
       "5245  [-0.014397490973256155, 0.005007246801481307, ...   \n",
       "5247  [0.012168834435180043, 0.02916689090498855, 0....   \n",
       "5248  [-0.008454626674237728, -0.042242182959429775,...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "5     [0.0005973942654227474, 0.009223013633000406, ...   \n",
       "6     [-0.023243747891978882, -0.019669040992302107,...   \n",
       "...                                                 ...   \n",
       "5243  [0.02398725076421252, 0.03449611608962513, 0.0...   \n",
       "5245  [0.001949767801690881, -0.009336854434384837, ...   \n",
       "5247  [0.018688031005249645, 0.016046747532684855, 0...   \n",
       "5248  [-0.021914638134710028, -0.01193683864002826, ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "5     [0.012418947387206341, 0.003601473854389809, 0...   \n",
       "6     [0.001215857752906173, 0.014544436111422187, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.0007292933812541807, 0.01598981283906226, ...   \n",
       "5245  [-0.005974795097015942, 0.008286712187628824, ...   \n",
       "5247  [-0.00018501655426165272, 0.013896470837598148...   \n",
       "5248  [0.0028138353932710665, -0.0018118849346542556...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "5     [0.014288682624057835, -0.002870163645700058, ...   \n",
       "6     [-0.010715245407507075, -0.0031143930570632695...   \n",
       "...                                                 ...   \n",
       "5243  [0.0029805676729311456, -0.011216690541489162,...   \n",
       "5245  [0.005076150260192791, 0.015083498439003775, 0...   \n",
       "5247  [0.017529429404220875, 0.006093711965441748, 0...   \n",
       "5248  [-0.009217069005517256, 0.00947797310043802, -...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "5     [0.003280111975153305, 0.03159715520041075, 0....   \n",
       "6     [-0.009493682265910859, -0.038222775920328876,...   \n",
       "...                                                 ...   \n",
       "5243  [0.0033276283326679097, 0.020661913126261363, ...   \n",
       "5245  [-0.012285786025503268, 0.011055061291882091, ...   \n",
       "5247  [0.0032710842421554776, 0.04082133833435561, 0...   \n",
       "5248  [0.009889217066655569, 0.01016102300366312, -0...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "5     [0.006774101589345393, -0.022699540338286535, ...   \n",
       "6     [0.02133088216843404, 0.013532624752024488, -0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.010686462401085036, 0.010641627125319277, ...   \n",
       "5245  [0.009907177032926047, 0.0007473426104999811, ...   \n",
       "5247  [0.00864157322619926, 0.04309468715219355, 0.0...   \n",
       "5248  [-0.017311103773502583, -0.03397474262001243, ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "5     [-0.00385907414856795, 0.00226222241341696, 0....   \n",
       "6     [-0.005588667915336392, 0.00412134803749096, -...   \n",
       "...                                                 ...   \n",
       "5243  [-0.009611596213230506, -0.01278596869672243, ...   \n",
       "5245  [0.002451592935202595, 0.0041825216464569165, ...   \n",
       "5247  [-0.005500925676207026, 0.0063158955653292315,...   \n",
       "5248  [0.004361534024931888, -0.007090965712854643, ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "5     [-0.008522479762203997, 0.012201783962186722, ...   \n",
       "6     [0.014580038118250684, 0.002425172980774131, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.004874383745968915, 0.01051393217830262, 0...   \n",
       "5245  [0.0005781563417227699, 0.006029890923498173, ...   \n",
       "5247  [-0.006224083855449661, -0.011954001314893214,...   \n",
       "5248  [-0.01711795809206414, -0.0013711740891346347,...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "5     [0.0049679719403497346, 0.0003725234939603063,...   \n",
       "6     [0.010722914097136549, 0.018312850460383414, 0...   \n",
       "...                                                 ...   \n",
       "5243  [0.0021544770042654735, -0.0018456851426815655...   \n",
       "5245  [-0.007636358454230615, -0.00791666901577241, ...   \n",
       "5247  [-0.023262868313581368, -0.029146061686577303,...   \n",
       "5248  [0.00749580089212694, 0.007670999135788175, -0...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "\n",
       "                                                  RHRSC  ...  LHOPA_mean  \\\n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  ...    0.003895   \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  ...    0.007286   \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  ...   -0.000814   \n",
       "5     [0.006239764604303685, 0.0214315971739864, 0.0...  ...    0.004178   \n",
       "6     [0.014684486416297438, -0.01877878929864164, 0...  ...    0.001602   \n",
       "...                                                 ...  ...         ...   \n",
       "5243  [-0.00741887390636649, 0.0015939662210172206, ...  ...    0.006857   \n",
       "5245  [0.006481771524644495, 0.016555514343669447, -...  ...    0.003744   \n",
       "5247  [-0.010737078061088397, -0.002406564400707933,...  ...    0.000946   \n",
       "5248  [0.019388546016529812, 0.0007423788959994397, ...  ...    0.001521   \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  ...    0.008997   \n",
       "\n",
       "      LHPPA_mean  LHRSC_mean  RHEarlyVis_mean  RHLOC_mean  RHOPA_mean  \\\n",
       "0       0.006683    0.004827         0.002717    0.001780    0.001302   \n",
       "1       0.008123   -0.002906         0.008042    0.003517    0.008053   \n",
       "2      -0.001542   -0.001116        -0.001614    0.001143   -0.002343   \n",
       "5       0.005960    0.000853         0.010283    0.007499    0.006386   \n",
       "6       0.001679    0.001446         0.000180    0.003841   -0.000011   \n",
       "...          ...         ...              ...         ...         ...   \n",
       "5243    0.006831    0.005572         0.001231   -0.000182    0.007515   \n",
       "5245    0.002138   -0.009366         0.003925    0.008507    0.000446   \n",
       "5247    0.002638   -0.004570         0.003778    0.009884    0.000222   \n",
       "5248    0.003820    0.011692        -0.005147   -0.000122    0.001145   \n",
       "5249    0.008606    0.000404         0.011612    0.008266    0.005739   \n",
       "\n",
       "      RHPPA_mean  RHRSC_mean                 image  image_source  \n",
       "0       0.005665    0.001821  n01930112_19568.JPEG      ImageNet  \n",
       "1       0.008152    0.004855  n03733281_29214.JPEG      ImageNet  \n",
       "2      -0.003894   -0.005385   n07695742_5848.JPEG      ImageNet  \n",
       "5       0.007514    0.000834   n01917289_1429.JPEG      ImageNet  \n",
       "6       0.003147   -0.003566  n02108551_26574.JPEG      ImageNet  \n",
       "...          ...         ...                   ...           ...  \n",
       "5243    0.009306    0.006203   n09421951_5433.JPEG      ImageNet  \n",
       "5245    0.002833   -0.009806   n02018207_3567.JPEG      ImageNet  \n",
       "5247   -0.000208   -0.002361  n01692333_12353.JPEG      ImageNet  \n",
       "5248    0.002593    0.008858  n03240683_13368.JPEG      ImageNet  \n",
       "5249    0.010024    0.001500  n03459775_11670.JPEG      ImageNet  \n",
       "\n",
       "[1916 rows x 22 columns]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_df = df[df.image_source == 'ImageNet'].copy()\n",
    "imagenet_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "c8b6149e-c9bd-4819-9900-d48c0b59840b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     /s/chopin/a/grad/wpickard/nltk_data...\n",
      "[nltk_data]   Unzipping corpora/wordnet.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "b043f24b-8c12-4a06-baaf-0eb12697f2f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import wordnet as wn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "57c7de6f-eaed-4aec-b891-e01a9eb96788",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synsets('coral fungus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "33d435f5-c1f3-430a-917b-601fe9fb37c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('drilling_platform.n.01')"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 3240683)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "6452a25e-99e3-4ec2-a4ea-07774a795512",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('object.n.01'),\n",
       "  Synset('whole.n.02'),\n",
       "  Synset('artifact.n.01'),\n",
       "  Synset('instrumentality.n.03'),\n",
       "  Synset('equipment.n.01'),\n",
       "  Synset('gear.n.04'),\n",
       "  Synset('rig.n.01'),\n",
       "  Synset('drill_rig.n.01'),\n",
       "  Synset('drilling_platform.n.01')]]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 3240683).hypernym_paths()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "14da823d-f3be-4104-8355-d7e0ceaaf0ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'drilling_platform.n.01'"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 3240683).name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "76c14f24-080a-4040-b415-342ac301a0ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_synset_name(imagenet_name):\n",
    "    offset = re.search(r'(?<=^n)[0-9]+', imagenet_name).group(0)\n",
    "    synset = wn.synset_from_pos_and_offset('n', int(offset))\n",
    "    return synset.name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "5ee2cae7-e572-410e-a6e8-814f7f0faa1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_synset(imagenet_name):\n",
    "    offset = re.search(r'(?<=^n)[0-9]+', imagenet_name).group(0)\n",
    "    synset = wn.synset_from_pos_and_offset('n', int(offset))\n",
    "    return synset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "78b124f4-aa77-4046-b680-a3c764ed665f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n03459775_11670.JPEG\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'grille.n.02'"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_synset_name('n03459775_11670.JPEG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "eef64aec-647d-4fe6-af0c-74278a886511",
   "metadata": {},
   "outputs": [],
   "source": [
    "match = re.match(r'(?<=^n)[0-9]+(?=.*$)', 'n03459775_11670.JPEG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "08d29392-0239-4179-ae7a-daff73dfc83b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NoneType"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(match)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "d14cea9f-96fb-4133-94ff-60d6e825ea05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'03459775'"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "match.group(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "f1adcdc8-2ed6-4604-933d-e4705c0a9a2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Synset('hen-of-the-woods.n.01')"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 13052670)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "b5bc8218-b8be-4c31-834b-2c5c81de9234",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('object.n.01'),\n",
       "  Synset('whole.n.02'),\n",
       "  Synset('living_thing.n.01'),\n",
       "  Synset('organism.n.01'),\n",
       "  Synset('fungus.n.01'),\n",
       "  Synset('hen-of-the-woods.n.01')]]"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 13052670).hypernym_paths()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "c7bef950-4fa6-4a3c-a144-44a32d38d70e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Lemma('hen-of-the-woods.n.01.hen-of-the-woods'),\n",
       " Lemma('hen-of-the-woods.n.01.hen_of_the_woods'),\n",
       " Lemma('hen-of-the-woods.n.01.Polyporus_frondosus'),\n",
       " Lemma('hen-of-the-woods.n.01.Grifola_frondosa')]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 13052670).lemmas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "33d34a7c-ede9-48ed-8adb-fddfe56ced9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "      <th>...</th>\n",
       "      <th>RHRSC_mean</th>\n",
       "      <th>image</th>\n",
       "      <th>image_source</th>\n",
       "      <th>synset</th>\n",
       "      <th>ranks</th>\n",
       "      <th>rank_0</th>\n",
       "      <th>rank_1</th>\n",
       "      <th>rank_2</th>\n",
       "      <th>rank_3</th>\n",
       "      <th>rank_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.0007332996202192993, 0.012742927021082125,...</td>\n",
       "      <td>[-0.010073865387316364, -0.016242933708728004,...</td>\n",
       "      <td>[-0.0007190054046507183, 0.015712804006128397,...</td>\n",
       "      <td>[0.009640645082200293, 0.00620421546485009, 0....</td>\n",
       "      <td>[0.00022896090203213546, -0.000101091228016807...</td>\n",
       "      <td>[-0.017438124464051824, -0.016415346568266247,...</td>\n",
       "      <td>[0.017152408363833232, 0.012395771684620905, -...</td>\n",
       "      <td>[0.001060014012804079, 0.0037969468624613123, ...</td>\n",
       "      <td>[-0.017432118504920477, -0.011206780725019462,...</td>\n",
       "      <td>[0.010523216881553926, 0.018616894109178304, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001821</td>\n",
       "      <td>n01930112_19568.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('nematode.n.01')</td>\n",
       "      <td>[{Synset('nematode.n.01')}, {Synset('worm.n.01...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-0.00408365372866439, 0.024045989311775824, 0...</td>\n",
       "      <td>[-0.006417351988315173, -0.014367437005644718,...</td>\n",
       "      <td>[0.007962392055901293, 0.012567941117704533, -...</td>\n",
       "      <td>[0.009565928987776246, 0.008896546161765401, 0...</td>\n",
       "      <td>[-0.009156423434542763, 0.05101432852634284, -...</td>\n",
       "      <td>[0.023224237413044226, 0.0353701650767394, 0.0...</td>\n",
       "      <td>[-0.02891731908691263, 0.0021785745731643016, ...</td>\n",
       "      <td>[0.002489846229923792, 0.0018723380324673074, ...</td>\n",
       "      <td>[0.007377422572302858, 0.008999538046607606, 0...</td>\n",
       "      <td>[0.00757396440199707, 0.015204065415015091, -0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004855</td>\n",
       "      <td>n03733281_29214.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('maze.n.01')</td>\n",
       "      <td>[{Synset('maze.n.01')}, {Synset('system.n.01')...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-0.018311249668538348, -0.004089993007096237,...</td>\n",
       "      <td>[-0.017487259608276205, -0.004371767173131182,...</td>\n",
       "      <td>[0.0005859454783991519, -0.0022891711986499936...</td>\n",
       "      <td>[0.02933940348470025, -0.012800744352464786, -...</td>\n",
       "      <td>[-0.008140340415565245, -0.04236308780771805, ...</td>\n",
       "      <td>[0.01316850981965961, 0.0014648381254350525, -...</td>\n",
       "      <td>[-0.001998435218477617, 0.0069175267470489386,...</td>\n",
       "      <td>[0.014475440262399785, -0.004527195106635453, ...</td>\n",
       "      <td>[-0.0012363335041166205, 0.010682580183073767,...</td>\n",
       "      <td>[-0.024525205155412268, 0.011177942608016102, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005385</td>\n",
       "      <td>n07695742_5848.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('pretzel.n.01')</td>\n",
       "      <td>[{Synset('pretzel.n.01')}, {Synset('cracker.n....</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01'), Synset('entit...</td>\n",
       "      <td>{Synset('matter.n.03'), Synset('physical_entit...</td>\n",
       "      <td>{Synset('matter.n.03'), Synset('substance.n.07')}</td>\n",
       "      <td>{Synset('food.n.01'), Synset('solid.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.008006327274155324, 0.022844701914134347, -...</td>\n",
       "      <td>[0.0005973942654227474, 0.009223013633000406, ...</td>\n",
       "      <td>[0.012418947387206341, 0.003601473854389809, 0...</td>\n",
       "      <td>[0.014288682624057835, -0.002870163645700058, ...</td>\n",
       "      <td>[0.003280111975153305, 0.03159715520041075, 0....</td>\n",
       "      <td>[0.006774101589345393, -0.022699540338286535, ...</td>\n",
       "      <td>[-0.00385907414856795, 0.00226222241341696, 0....</td>\n",
       "      <td>[-0.008522479762203997, 0.012201783962186722, ...</td>\n",
       "      <td>[0.0049679719403497346, 0.0003725234939603063,...</td>\n",
       "      <td>[0.006239764604303685, 0.0214315971739864, 0.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>n01917289_1429.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('brain_coral.n.01')</td>\n",
       "      <td>[{Synset('brain_coral.n.01')}, {Synset('stony_...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[-0.003332402318429617, -0.0057119668511583874...</td>\n",
       "      <td>[-0.023243747891978882, -0.019669040992302107,...</td>\n",
       "      <td>[0.001215857752906173, 0.014544436111422187, 0...</td>\n",
       "      <td>[-0.010715245407507075, -0.0031143930570632695...</td>\n",
       "      <td>[-0.009493682265910859, -0.038222775920328876,...</td>\n",
       "      <td>[0.02133088216843404, 0.013532624752024488, -0...</td>\n",
       "      <td>[-0.005588667915336392, 0.00412134803749096, -...</td>\n",
       "      <td>[0.014580038118250684, 0.002425172980774131, 0...</td>\n",
       "      <td>[0.010722914097136549, 0.018312850460383414, 0...</td>\n",
       "      <td>[0.014684486416297438, -0.01877878929864164, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003566</td>\n",
       "      <td>n02108551_26574.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('tibetan_mastiff.n.01')</td>\n",
       "      <td>[{Synset('tibetan_mastiff.n.01')}, {Synset('ma...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5243</th>\n",
       "      <td>[-0.005221619243131347, 0.006236469980865969, ...</td>\n",
       "      <td>[0.02398725076421252, 0.03449611608962513, 0.0...</td>\n",
       "      <td>[-0.0007292933812541807, 0.01598981283906226, ...</td>\n",
       "      <td>[0.0029805676729311456, -0.011216690541489162,...</td>\n",
       "      <td>[0.0033276283326679097, 0.020661913126261363, ...</td>\n",
       "      <td>[-0.010686462401085036, 0.010641627125319277, ...</td>\n",
       "      <td>[-0.009611596213230506, -0.01278596869672243, ...</td>\n",
       "      <td>[-0.004874383745968915, 0.01051393217830262, 0...</td>\n",
       "      <td>[0.0021544770042654735, -0.0018456851426815655...</td>\n",
       "      <td>[-0.00741887390636649, 0.0015939662210172206, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006203</td>\n",
       "      <td>n09421951_5433.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('sandbar.n.01')</td>\n",
       "      <td>[{Synset('sandbar.n.01')}, {Synset('bar.n.08')...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01'), Synset('entit...</td>\n",
       "      <td>{Synset('object.n.01'), Synset('physical_entit...</td>\n",
       "      <td>{Synset('object.n.01'), Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('natural_object.n.01'), Synset('geolog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245</th>\n",
       "      <td>[-0.014397490973256155, 0.005007246801481307, ...</td>\n",
       "      <td>[0.001949767801690881, -0.009336854434384837, ...</td>\n",
       "      <td>[-0.005974795097015942, 0.008286712187628824, ...</td>\n",
       "      <td>[0.005076150260192791, 0.015083498439003775, 0...</td>\n",
       "      <td>[-0.012285786025503268, 0.011055061291882091, ...</td>\n",
       "      <td>[0.009907177032926047, 0.0007473426104999811, ...</td>\n",
       "      <td>[0.002451592935202595, 0.0041825216464569165, ...</td>\n",
       "      <td>[0.0005781563417227699, 0.006029890923498173, ...</td>\n",
       "      <td>[-0.007636358454230615, -0.00791666901577241, ...</td>\n",
       "      <td>[0.006481771524644495, 0.016555514343669447, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009806</td>\n",
       "      <td>n02018207_3567.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('american_coot.n.01')</td>\n",
       "      <td>[{Synset('american_coot.n.01')}, {Synset('coot...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5247</th>\n",
       "      <td>[0.012168834435180043, 0.02916689090498855, 0....</td>\n",
       "      <td>[0.018688031005249645, 0.016046747532684855, 0...</td>\n",
       "      <td>[-0.00018501655426165272, 0.013896470837598148...</td>\n",
       "      <td>[0.017529429404220875, 0.006093711965441748, 0...</td>\n",
       "      <td>[0.0032710842421554776, 0.04082133833435561, 0...</td>\n",
       "      <td>[0.00864157322619926, 0.04309468715219355, 0.0...</td>\n",
       "      <td>[-0.005500925676207026, 0.0063158955653292315,...</td>\n",
       "      <td>[-0.006224083855449661, -0.011954001314893214,...</td>\n",
       "      <td>[-0.023262868313581368, -0.029146061686577303,...</td>\n",
       "      <td>[-0.010737078061088397, -0.002406564400707933,...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>n01692333_12353.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('gila_monster.n.01')</td>\n",
       "      <td>[{Synset('gila_monster.n.01')}, {Synset('venom...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5248</th>\n",
       "      <td>[-0.008454626674237728, -0.042242182959429775,...</td>\n",
       "      <td>[-0.021914638134710028, -0.01193683864002826, ...</td>\n",
       "      <td>[0.0028138353932710665, -0.0018118849346542556...</td>\n",
       "      <td>[-0.009217069005517256, 0.00947797310043802, -...</td>\n",
       "      <td>[0.009889217066655569, 0.01016102300366312, -0...</td>\n",
       "      <td>[-0.017311103773502583, -0.03397474262001243, ...</td>\n",
       "      <td>[0.004361534024931888, -0.007090965712854643, ...</td>\n",
       "      <td>[-0.01711795809206414, -0.0013711740891346347,...</td>\n",
       "      <td>[0.00749580089212694, 0.007670999135788175, -0...</td>\n",
       "      <td>[0.019388546016529812, 0.0007423788959994397, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008858</td>\n",
       "      <td>n03240683_13368.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('drilling_platform.n.01')</td>\n",
       "      <td>[{Synset('drilling_platform.n.01')}, {Synset('...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>n03459775_11670.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('grille.n.02')</td>\n",
       "      <td>[{Synset('grille.n.02')}, {Synset('grate.n.03'...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1916 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "5     [0.008006327274155324, 0.022844701914134347, -...   \n",
       "6     [-0.003332402318429617, -0.0057119668511583874...   \n",
       "...                                                 ...   \n",
       "5243  [-0.005221619243131347, 0.006236469980865969, ...   \n",
       "5245  [-0.014397490973256155, 0.005007246801481307, ...   \n",
       "5247  [0.012168834435180043, 0.02916689090498855, 0....   \n",
       "5248  [-0.008454626674237728, -0.042242182959429775,...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "5     [0.0005973942654227474, 0.009223013633000406, ...   \n",
       "6     [-0.023243747891978882, -0.019669040992302107,...   \n",
       "...                                                 ...   \n",
       "5243  [0.02398725076421252, 0.03449611608962513, 0.0...   \n",
       "5245  [0.001949767801690881, -0.009336854434384837, ...   \n",
       "5247  [0.018688031005249645, 0.016046747532684855, 0...   \n",
       "5248  [-0.021914638134710028, -0.01193683864002826, ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "5     [0.012418947387206341, 0.003601473854389809, 0...   \n",
       "6     [0.001215857752906173, 0.014544436111422187, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.0007292933812541807, 0.01598981283906226, ...   \n",
       "5245  [-0.005974795097015942, 0.008286712187628824, ...   \n",
       "5247  [-0.00018501655426165272, 0.013896470837598148...   \n",
       "5248  [0.0028138353932710665, -0.0018118849346542556...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "5     [0.014288682624057835, -0.002870163645700058, ...   \n",
       "6     [-0.010715245407507075, -0.0031143930570632695...   \n",
       "...                                                 ...   \n",
       "5243  [0.0029805676729311456, -0.011216690541489162,...   \n",
       "5245  [0.005076150260192791, 0.015083498439003775, 0...   \n",
       "5247  [0.017529429404220875, 0.006093711965441748, 0...   \n",
       "5248  [-0.009217069005517256, 0.00947797310043802, -...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "5     [0.003280111975153305, 0.03159715520041075, 0....   \n",
       "6     [-0.009493682265910859, -0.038222775920328876,...   \n",
       "...                                                 ...   \n",
       "5243  [0.0033276283326679097, 0.020661913126261363, ...   \n",
       "5245  [-0.012285786025503268, 0.011055061291882091, ...   \n",
       "5247  [0.0032710842421554776, 0.04082133833435561, 0...   \n",
       "5248  [0.009889217066655569, 0.01016102300366312, -0...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "5     [0.006774101589345393, -0.022699540338286535, ...   \n",
       "6     [0.02133088216843404, 0.013532624752024488, -0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.010686462401085036, 0.010641627125319277, ...   \n",
       "5245  [0.009907177032926047, 0.0007473426104999811, ...   \n",
       "5247  [0.00864157322619926, 0.04309468715219355, 0.0...   \n",
       "5248  [-0.017311103773502583, -0.03397474262001243, ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "5     [-0.00385907414856795, 0.00226222241341696, 0....   \n",
       "6     [-0.005588667915336392, 0.00412134803749096, -...   \n",
       "...                                                 ...   \n",
       "5243  [-0.009611596213230506, -0.01278596869672243, ...   \n",
       "5245  [0.002451592935202595, 0.0041825216464569165, ...   \n",
       "5247  [-0.005500925676207026, 0.0063158955653292315,...   \n",
       "5248  [0.004361534024931888, -0.007090965712854643, ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "5     [-0.008522479762203997, 0.012201783962186722, ...   \n",
       "6     [0.014580038118250684, 0.002425172980774131, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.004874383745968915, 0.01051393217830262, 0...   \n",
       "5245  [0.0005781563417227699, 0.006029890923498173, ...   \n",
       "5247  [-0.006224083855449661, -0.011954001314893214,...   \n",
       "5248  [-0.01711795809206414, -0.0013711740891346347,...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "5     [0.0049679719403497346, 0.0003725234939603063,...   \n",
       "6     [0.010722914097136549, 0.018312850460383414, 0...   \n",
       "...                                                 ...   \n",
       "5243  [0.0021544770042654735, -0.0018456851426815655...   \n",
       "5245  [-0.007636358454230615, -0.00791666901577241, ...   \n",
       "5247  [-0.023262868313581368, -0.029146061686577303,...   \n",
       "5248  [0.00749580089212694, 0.007670999135788175, -0...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "\n",
       "                                                  RHRSC  ...  RHRSC_mean  \\\n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  ...    0.001821   \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  ...    0.004855   \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  ...   -0.005385   \n",
       "5     [0.006239764604303685, 0.0214315971739864, 0.0...  ...    0.000834   \n",
       "6     [0.014684486416297438, -0.01877878929864164, 0...  ...   -0.003566   \n",
       "...                                                 ...  ...         ...   \n",
       "5243  [-0.00741887390636649, 0.0015939662210172206, ...  ...    0.006203   \n",
       "5245  [0.006481771524644495, 0.016555514343669447, -...  ...   -0.009806   \n",
       "5247  [-0.010737078061088397, -0.002406564400707933,...  ...   -0.002361   \n",
       "5248  [0.019388546016529812, 0.0007423788959994397, ...  ...    0.008858   \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  ...    0.001500   \n",
       "\n",
       "                     image  image_source                            synset  \\\n",
       "0     n01930112_19568.JPEG      ImageNet           Synset('nematode.n.01')   \n",
       "1     n03733281_29214.JPEG      ImageNet               Synset('maze.n.01')   \n",
       "2      n07695742_5848.JPEG      ImageNet            Synset('pretzel.n.01')   \n",
       "5      n01917289_1429.JPEG      ImageNet        Synset('brain_coral.n.01')   \n",
       "6     n02108551_26574.JPEG      ImageNet    Synset('tibetan_mastiff.n.01')   \n",
       "...                    ...           ...                               ...   \n",
       "5243   n09421951_5433.JPEG      ImageNet            Synset('sandbar.n.01')   \n",
       "5245   n02018207_3567.JPEG      ImageNet      Synset('american_coot.n.01')   \n",
       "5247  n01692333_12353.JPEG      ImageNet       Synset('gila_monster.n.01')   \n",
       "5248  n03240683_13368.JPEG      ImageNet  Synset('drilling_platform.n.01')   \n",
       "5249  n03459775_11670.JPEG      ImageNet             Synset('grille.n.02')   \n",
       "\n",
       "                                                  ranks  \\\n",
       "0     [{Synset('nematode.n.01')}, {Synset('worm.n.01...   \n",
       "1     [{Synset('maze.n.01')}, {Synset('system.n.01')...   \n",
       "2     [{Synset('pretzel.n.01')}, {Synset('cracker.n....   \n",
       "5     [{Synset('brain_coral.n.01')}, {Synset('stony_...   \n",
       "6     [{Synset('tibetan_mastiff.n.01')}, {Synset('ma...   \n",
       "...                                                 ...   \n",
       "5243  [{Synset('sandbar.n.01')}, {Synset('bar.n.08')...   \n",
       "5245  [{Synset('american_coot.n.01')}, {Synset('coot...   \n",
       "5247  [{Synset('gila_monster.n.01')}, {Synset('venom...   \n",
       "5248  [{Synset('drilling_platform.n.01')}, {Synset('...   \n",
       "5249  [{Synset('grille.n.02')}, {Synset('grate.n.03'...   \n",
       "\n",
       "                       rank_0  \\\n",
       "0     {Synset('entity.n.01')}   \n",
       "1     {Synset('entity.n.01')}   \n",
       "2     {Synset('entity.n.01')}   \n",
       "5     {Synset('entity.n.01')}   \n",
       "6     {Synset('entity.n.01')}   \n",
       "...                       ...   \n",
       "5243  {Synset('entity.n.01')}   \n",
       "5245  {Synset('entity.n.01')}   \n",
       "5247  {Synset('entity.n.01')}   \n",
       "5248  {Synset('entity.n.01')}   \n",
       "5249  {Synset('entity.n.01')}   \n",
       "\n",
       "                                                 rank_1  \\\n",
       "0                      {Synset('physical_entity.n.01')}   \n",
       "1                      {Synset('physical_entity.n.01')}   \n",
       "2     {Synset('physical_entity.n.01'), Synset('entit...   \n",
       "5                      {Synset('physical_entity.n.01')}   \n",
       "6                      {Synset('physical_entity.n.01')}   \n",
       "...                                                 ...   \n",
       "5243  {Synset('physical_entity.n.01'), Synset('entit...   \n",
       "5245                   {Synset('physical_entity.n.01')}   \n",
       "5247                   {Synset('physical_entity.n.01')}   \n",
       "5248                   {Synset('physical_entity.n.01')}   \n",
       "5249                   {Synset('physical_entity.n.01')}   \n",
       "\n",
       "                                                 rank_2  \\\n",
       "0                               {Synset('object.n.01')}   \n",
       "1                               {Synset('object.n.01')}   \n",
       "2     {Synset('matter.n.03'), Synset('physical_entit...   \n",
       "5                               {Synset('object.n.01')}   \n",
       "6                               {Synset('object.n.01')}   \n",
       "...                                                 ...   \n",
       "5243  {Synset('object.n.01'), Synset('physical_entit...   \n",
       "5245                            {Synset('object.n.01')}   \n",
       "5247                            {Synset('object.n.01')}   \n",
       "5248                            {Synset('object.n.01')}   \n",
       "5249                            {Synset('object.n.01')}   \n",
       "\n",
       "                                                 rank_3  \\\n",
       "0                                {Synset('whole.n.02')}   \n",
       "1                                {Synset('whole.n.02')}   \n",
       "2     {Synset('matter.n.03'), Synset('substance.n.07')}   \n",
       "5                                {Synset('whole.n.02')}   \n",
       "6                                {Synset('whole.n.02')}   \n",
       "...                                                 ...   \n",
       "5243      {Synset('object.n.01'), Synset('whole.n.02')}   \n",
       "5245                             {Synset('whole.n.02')}   \n",
       "5247                             {Synset('whole.n.02')}   \n",
       "5248                             {Synset('whole.n.02')}   \n",
       "5249                             {Synset('whole.n.02')}   \n",
       "\n",
       "                                                 rank_4  \n",
       "0                         {Synset('living_thing.n.01')}  \n",
       "1                             {Synset('artifact.n.01')}  \n",
       "2           {Synset('food.n.01'), Synset('solid.n.01')}  \n",
       "5                         {Synset('living_thing.n.01')}  \n",
       "6                         {Synset('living_thing.n.01')}  \n",
       "...                                                 ...  \n",
       "5243  {Synset('natural_object.n.01'), Synset('geolog...  \n",
       "5245                      {Synset('living_thing.n.01')}  \n",
       "5247                      {Synset('living_thing.n.01')}  \n",
       "5248                          {Synset('artifact.n.01')}  \n",
       "5249                          {Synset('artifact.n.01')}  \n",
       "\n",
       "[1916 rows x 29 columns]"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_df['synset'] = imagenet_df['image'].apply(get_synset)\n",
    "imagenet_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "75ec9161-c13d-4ab8-8b7b-f7a853293f0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "paths = wn.synset_from_pos_and_offset('n', 13052670).hypernym_paths()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "a4914ce9-15ec-4d7d-8c63-dde2960ba653",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('matter.n.03'),\n",
       "  Synset('substance.n.07'),\n",
       "  Synset('agent.n.03'),\n",
       "  Synset('drug.n.01'),\n",
       "  Synset('drug_of_abuse.n.01'),\n",
       "  Synset('alcohol.n.01'),\n",
       "  Synset('mixed_drink.n.01'),\n",
       "  Synset('punch.n.02'),\n",
       "  Synset('eggnog.n.01')],\n",
       " [Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('causal_agent.n.01'),\n",
       "  Synset('agent.n.03'),\n",
       "  Synset('drug.n.01'),\n",
       "  Synset('drug_of_abuse.n.01'),\n",
       "  Synset('alcohol.n.01'),\n",
       "  Synset('mixed_drink.n.01'),\n",
       "  Synset('punch.n.02'),\n",
       "  Synset('eggnog.n.01')],\n",
       " [Synset('entity.n.01'),\n",
       "  Synset('abstraction.n.06'),\n",
       "  Synset('relation.n.01'),\n",
       "  Synset('part.n.01'),\n",
       "  Synset('substance.n.01'),\n",
       "  Synset('fluid.n.01'),\n",
       "  Synset('liquid.n.01'),\n",
       "  Synset('beverage.n.01'),\n",
       "  Synset('alcohol.n.01'),\n",
       "  Synset('mixed_drink.n.01'),\n",
       "  Synset('punch.n.02'),\n",
       "  Synset('eggnog.n.01')],\n",
       " [Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('matter.n.03'),\n",
       "  Synset('substance.n.01'),\n",
       "  Synset('fluid.n.01'),\n",
       "  Synset('liquid.n.01'),\n",
       "  Synset('beverage.n.01'),\n",
       "  Synset('alcohol.n.01'),\n",
       "  Synset('mixed_drink.n.01'),\n",
       "  Synset('punch.n.02'),\n",
       "  Synset('eggnog.n.01')],\n",
       " [Synset('entity.n.01'),\n",
       "  Synset('physical_entity.n.01'),\n",
       "  Synset('matter.n.03'),\n",
       "  Synset('substance.n.07'),\n",
       "  Synset('food.n.01'),\n",
       "  Synset('beverage.n.01'),\n",
       "  Synset('alcohol.n.01'),\n",
       "  Synset('mixed_drink.n.01'),\n",
       "  Synset('punch.n.02'),\n",
       "  Synset('eggnog.n.01')]]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paths = wn.synset('eggnog.n.01').hypernym_paths()\n",
    "paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "id": "11e27e23-bdd7-4ad1-93b5-abd9ad62732b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ranks(ss):\n",
    "    paths = ss.hypernym_paths()\n",
    "    \n",
    "    path_sets = []\n",
    "    while True:\n",
    "        rank = set([path.pop(0) for path in paths if path])\n",
    "        \n",
    "        if rank:\n",
    "            path_sets.append(rank)\n",
    "        else:\n",
    "            break\n",
    "\n",
    "    return path_sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "id": "b2b5b52c-1633-4297-9e90-e5f84d4060fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{Synset('entity.n.01')},\n",
       " {Synset('physical_entity.n.01')},\n",
       " {Synset('object.n.01')},\n",
       " {Synset('geological_formation.n.01'), Synset('whole.n.02')},\n",
       " {Synset('natural_elevation.n.01'), Synset('natural_object.n.01')},\n",
       " {Synset('mechanism.n.03'), Synset('ridge.n.01')},\n",
       " {Synset('bar.n.08'), Synset('barrier.n.03')},\n",
       " {Synset('bar.n.08'), Synset('sandbar.n.01')},\n",
       " {Synset('sandbar.n.01')}]"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ranks(wn.synset('sandbar.n.01'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "d60fb317-8a70-495c-8ab0-6545eca3342f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "      <th>...</th>\n",
       "      <th>RHRSC_mean</th>\n",
       "      <th>image</th>\n",
       "      <th>image_source</th>\n",
       "      <th>synset</th>\n",
       "      <th>ranks</th>\n",
       "      <th>rank_0</th>\n",
       "      <th>rank_1</th>\n",
       "      <th>rank_2</th>\n",
       "      <th>rank_3</th>\n",
       "      <th>rank_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.0007332996202192993, 0.012742927021082125,...</td>\n",
       "      <td>[-0.010073865387316364, -0.016242933708728004,...</td>\n",
       "      <td>[-0.0007190054046507183, 0.015712804006128397,...</td>\n",
       "      <td>[0.009640645082200293, 0.00620421546485009, 0....</td>\n",
       "      <td>[0.00022896090203213546, -0.000101091228016807...</td>\n",
       "      <td>[-0.017438124464051824, -0.016415346568266247,...</td>\n",
       "      <td>[0.017152408363833232, 0.012395771684620905, -...</td>\n",
       "      <td>[0.001060014012804079, 0.0037969468624613123, ...</td>\n",
       "      <td>[-0.017432118504920477, -0.011206780725019462,...</td>\n",
       "      <td>[0.010523216881553926, 0.018616894109178304, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001821</td>\n",
       "      <td>n01930112_19568.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('nematode.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-0.00408365372866439, 0.024045989311775824, 0...</td>\n",
       "      <td>[-0.006417351988315173, -0.014367437005644718,...</td>\n",
       "      <td>[0.007962392055901293, 0.012567941117704533, -...</td>\n",
       "      <td>[0.009565928987776246, 0.008896546161765401, 0...</td>\n",
       "      <td>[-0.009156423434542763, 0.05101432852634284, -...</td>\n",
       "      <td>[0.023224237413044226, 0.0353701650767394, 0.0...</td>\n",
       "      <td>[-0.02891731908691263, 0.0021785745731643016, ...</td>\n",
       "      <td>[0.002489846229923792, 0.0018723380324673074, ...</td>\n",
       "      <td>[0.007377422572302858, 0.008999538046607606, 0...</td>\n",
       "      <td>[0.00757396440199707, 0.015204065415015091, -0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004855</td>\n",
       "      <td>n03733281_29214.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('maze.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-0.018311249668538348, -0.004089993007096237,...</td>\n",
       "      <td>[-0.017487259608276205, -0.004371767173131182,...</td>\n",
       "      <td>[0.0005859454783991519, -0.0022891711986499936...</td>\n",
       "      <td>[0.02933940348470025, -0.012800744352464786, -...</td>\n",
       "      <td>[-0.008140340415565245, -0.04236308780771805, ...</td>\n",
       "      <td>[0.01316850981965961, 0.0014648381254350525, -...</td>\n",
       "      <td>[-0.001998435218477617, 0.0069175267470489386,...</td>\n",
       "      <td>[0.014475440262399785, -0.004527195106635453, ...</td>\n",
       "      <td>[-0.0012363335041166205, 0.010682580183073767,...</td>\n",
       "      <td>[-0.024525205155412268, 0.011177942608016102, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005385</td>\n",
       "      <td>n07695742_5848.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('pretzel.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01'), Synset('entit...</td>\n",
       "      <td>{Synset('matter.n.03'), Synset('physical_entit...</td>\n",
       "      <td>{Synset('matter.n.03'), Synset('substance.n.07')}</td>\n",
       "      <td>{Synset('food.n.01'), Synset('solid.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.008006327274155324, 0.022844701914134347, -...</td>\n",
       "      <td>[0.0005973942654227474, 0.009223013633000406, ...</td>\n",
       "      <td>[0.012418947387206341, 0.003601473854389809, 0...</td>\n",
       "      <td>[0.014288682624057835, -0.002870163645700058, ...</td>\n",
       "      <td>[0.003280111975153305, 0.03159715520041075, 0....</td>\n",
       "      <td>[0.006774101589345393, -0.022699540338286535, ...</td>\n",
       "      <td>[-0.00385907414856795, 0.00226222241341696, 0....</td>\n",
       "      <td>[-0.008522479762203997, 0.012201783962186722, ...</td>\n",
       "      <td>[0.0049679719403497346, 0.0003725234939603063,...</td>\n",
       "      <td>[0.006239764604303685, 0.0214315971739864, 0.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>n01917289_1429.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('brain_coral.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[-0.003332402318429617, -0.0057119668511583874...</td>\n",
       "      <td>[-0.023243747891978882, -0.019669040992302107,...</td>\n",
       "      <td>[0.001215857752906173, 0.014544436111422187, 0...</td>\n",
       "      <td>[-0.010715245407507075, -0.0031143930570632695...</td>\n",
       "      <td>[-0.009493682265910859, -0.038222775920328876,...</td>\n",
       "      <td>[0.02133088216843404, 0.013532624752024488, -0...</td>\n",
       "      <td>[-0.005588667915336392, 0.00412134803749096, -...</td>\n",
       "      <td>[0.014580038118250684, 0.002425172980774131, 0...</td>\n",
       "      <td>[0.010722914097136549, 0.018312850460383414, 0...</td>\n",
       "      <td>[0.014684486416297438, -0.01877878929864164, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003566</td>\n",
       "      <td>n02108551_26574.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('tibetan_mastiff.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5243</th>\n",
       "      <td>[-0.005221619243131347, 0.006236469980865969, ...</td>\n",
       "      <td>[0.02398725076421252, 0.03449611608962513, 0.0...</td>\n",
       "      <td>[-0.0007292933812541807, 0.01598981283906226, ...</td>\n",
       "      <td>[0.0029805676729311456, -0.011216690541489162,...</td>\n",
       "      <td>[0.0033276283326679097, 0.020661913126261363, ...</td>\n",
       "      <td>[-0.010686462401085036, 0.010641627125319277, ...</td>\n",
       "      <td>[-0.009611596213230506, -0.01278596869672243, ...</td>\n",
       "      <td>[-0.004874383745968915, 0.01051393217830262, 0...</td>\n",
       "      <td>[0.0021544770042654735, -0.0018456851426815655...</td>\n",
       "      <td>[-0.00741887390636649, 0.0015939662210172206, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006203</td>\n",
       "      <td>n09421951_5433.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('sandbar.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01'), Synset('entit...</td>\n",
       "      <td>{Synset('object.n.01'), Synset('physical_entit...</td>\n",
       "      <td>{Synset('object.n.01'), Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('natural_object.n.01'), Synset('geolog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245</th>\n",
       "      <td>[-0.014397490973256155, 0.005007246801481307, ...</td>\n",
       "      <td>[0.001949767801690881, -0.009336854434384837, ...</td>\n",
       "      <td>[-0.005974795097015942, 0.008286712187628824, ...</td>\n",
       "      <td>[0.005076150260192791, 0.015083498439003775, 0...</td>\n",
       "      <td>[-0.012285786025503268, 0.011055061291882091, ...</td>\n",
       "      <td>[0.009907177032926047, 0.0007473426104999811, ...</td>\n",
       "      <td>[0.002451592935202595, 0.0041825216464569165, ...</td>\n",
       "      <td>[0.0005781563417227699, 0.006029890923498173, ...</td>\n",
       "      <td>[-0.007636358454230615, -0.00791666901577241, ...</td>\n",
       "      <td>[0.006481771524644495, 0.016555514343669447, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009806</td>\n",
       "      <td>n02018207_3567.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('american_coot.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5247</th>\n",
       "      <td>[0.012168834435180043, 0.02916689090498855, 0....</td>\n",
       "      <td>[0.018688031005249645, 0.016046747532684855, 0...</td>\n",
       "      <td>[-0.00018501655426165272, 0.013896470837598148...</td>\n",
       "      <td>[0.017529429404220875, 0.006093711965441748, 0...</td>\n",
       "      <td>[0.0032710842421554776, 0.04082133833435561, 0...</td>\n",
       "      <td>[0.00864157322619926, 0.04309468715219355, 0.0...</td>\n",
       "      <td>[-0.005500925676207026, 0.0063158955653292315,...</td>\n",
       "      <td>[-0.006224083855449661, -0.011954001314893214,...</td>\n",
       "      <td>[-0.023262868313581368, -0.029146061686577303,...</td>\n",
       "      <td>[-0.010737078061088397, -0.002406564400707933,...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>n01692333_12353.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('gila_monster.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5248</th>\n",
       "      <td>[-0.008454626674237728, -0.042242182959429775,...</td>\n",
       "      <td>[-0.021914638134710028, -0.01193683864002826, ...</td>\n",
       "      <td>[0.0028138353932710665, -0.0018118849346542556...</td>\n",
       "      <td>[-0.009217069005517256, 0.00947797310043802, -...</td>\n",
       "      <td>[0.009889217066655569, 0.01016102300366312, -0...</td>\n",
       "      <td>[-0.017311103773502583, -0.03397474262001243, ...</td>\n",
       "      <td>[0.004361534024931888, -0.007090965712854643, ...</td>\n",
       "      <td>[-0.01711795809206414, -0.0013711740891346347,...</td>\n",
       "      <td>[0.00749580089212694, 0.007670999135788175, -0...</td>\n",
       "      <td>[0.019388546016529812, 0.0007423788959994397, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008858</td>\n",
       "      <td>n03240683_13368.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('drilling_platform.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>n03459775_11670.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('grille.n.02')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1916 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "5     [0.008006327274155324, 0.022844701914134347, -...   \n",
       "6     [-0.003332402318429617, -0.0057119668511583874...   \n",
       "...                                                 ...   \n",
       "5243  [-0.005221619243131347, 0.006236469980865969, ...   \n",
       "5245  [-0.014397490973256155, 0.005007246801481307, ...   \n",
       "5247  [0.012168834435180043, 0.02916689090498855, 0....   \n",
       "5248  [-0.008454626674237728, -0.042242182959429775,...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "5     [0.0005973942654227474, 0.009223013633000406, ...   \n",
       "6     [-0.023243747891978882, -0.019669040992302107,...   \n",
       "...                                                 ...   \n",
       "5243  [0.02398725076421252, 0.03449611608962513, 0.0...   \n",
       "5245  [0.001949767801690881, -0.009336854434384837, ...   \n",
       "5247  [0.018688031005249645, 0.016046747532684855, 0...   \n",
       "5248  [-0.021914638134710028, -0.01193683864002826, ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "5     [0.012418947387206341, 0.003601473854389809, 0...   \n",
       "6     [0.001215857752906173, 0.014544436111422187, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.0007292933812541807, 0.01598981283906226, ...   \n",
       "5245  [-0.005974795097015942, 0.008286712187628824, ...   \n",
       "5247  [-0.00018501655426165272, 0.013896470837598148...   \n",
       "5248  [0.0028138353932710665, -0.0018118849346542556...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "5     [0.014288682624057835, -0.002870163645700058, ...   \n",
       "6     [-0.010715245407507075, -0.0031143930570632695...   \n",
       "...                                                 ...   \n",
       "5243  [0.0029805676729311456, -0.011216690541489162,...   \n",
       "5245  [0.005076150260192791, 0.015083498439003775, 0...   \n",
       "5247  [0.017529429404220875, 0.006093711965441748, 0...   \n",
       "5248  [-0.009217069005517256, 0.00947797310043802, -...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "5     [0.003280111975153305, 0.03159715520041075, 0....   \n",
       "6     [-0.009493682265910859, -0.038222775920328876,...   \n",
       "...                                                 ...   \n",
       "5243  [0.0033276283326679097, 0.020661913126261363, ...   \n",
       "5245  [-0.012285786025503268, 0.011055061291882091, ...   \n",
       "5247  [0.0032710842421554776, 0.04082133833435561, 0...   \n",
       "5248  [0.009889217066655569, 0.01016102300366312, -0...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "5     [0.006774101589345393, -0.022699540338286535, ...   \n",
       "6     [0.02133088216843404, 0.013532624752024488, -0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.010686462401085036, 0.010641627125319277, ...   \n",
       "5245  [0.009907177032926047, 0.0007473426104999811, ...   \n",
       "5247  [0.00864157322619926, 0.04309468715219355, 0.0...   \n",
       "5248  [-0.017311103773502583, -0.03397474262001243, ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "5     [-0.00385907414856795, 0.00226222241341696, 0....   \n",
       "6     [-0.005588667915336392, 0.00412134803749096, -...   \n",
       "...                                                 ...   \n",
       "5243  [-0.009611596213230506, -0.01278596869672243, ...   \n",
       "5245  [0.002451592935202595, 0.0041825216464569165, ...   \n",
       "5247  [-0.005500925676207026, 0.0063158955653292315,...   \n",
       "5248  [0.004361534024931888, -0.007090965712854643, ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "5     [-0.008522479762203997, 0.012201783962186722, ...   \n",
       "6     [0.014580038118250684, 0.002425172980774131, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.004874383745968915, 0.01051393217830262, 0...   \n",
       "5245  [0.0005781563417227699, 0.006029890923498173, ...   \n",
       "5247  [-0.006224083855449661, -0.011954001314893214,...   \n",
       "5248  [-0.01711795809206414, -0.0013711740891346347,...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "5     [0.0049679719403497346, 0.0003725234939603063,...   \n",
       "6     [0.010722914097136549, 0.018312850460383414, 0...   \n",
       "...                                                 ...   \n",
       "5243  [0.0021544770042654735, -0.0018456851426815655...   \n",
       "5245  [-0.007636358454230615, -0.00791666901577241, ...   \n",
       "5247  [-0.023262868313581368, -0.029146061686577303,...   \n",
       "5248  [0.00749580089212694, 0.007670999135788175, -0...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "\n",
       "                                                  RHRSC  ...  RHRSC_mean  \\\n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  ...    0.001821   \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  ...    0.004855   \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  ...   -0.005385   \n",
       "5     [0.006239764604303685, 0.0214315971739864, 0.0...  ...    0.000834   \n",
       "6     [0.014684486416297438, -0.01877878929864164, 0...  ...   -0.003566   \n",
       "...                                                 ...  ...         ...   \n",
       "5243  [-0.00741887390636649, 0.0015939662210172206, ...  ...    0.006203   \n",
       "5245  [0.006481771524644495, 0.016555514343669447, -...  ...   -0.009806   \n",
       "5247  [-0.010737078061088397, -0.002406564400707933,...  ...   -0.002361   \n",
       "5248  [0.019388546016529812, 0.0007423788959994397, ...  ...    0.008858   \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  ...    0.001500   \n",
       "\n",
       "                     image  image_source                            synset  \\\n",
       "0     n01930112_19568.JPEG      ImageNet           Synset('nematode.n.01')   \n",
       "1     n03733281_29214.JPEG      ImageNet               Synset('maze.n.01')   \n",
       "2      n07695742_5848.JPEG      ImageNet            Synset('pretzel.n.01')   \n",
       "5      n01917289_1429.JPEG      ImageNet        Synset('brain_coral.n.01')   \n",
       "6     n02108551_26574.JPEG      ImageNet    Synset('tibetan_mastiff.n.01')   \n",
       "...                    ...           ...                               ...   \n",
       "5243   n09421951_5433.JPEG      ImageNet            Synset('sandbar.n.01')   \n",
       "5245   n02018207_3567.JPEG      ImageNet      Synset('american_coot.n.01')   \n",
       "5247  n01692333_12353.JPEG      ImageNet       Synset('gila_monster.n.01')   \n",
       "5248  n03240683_13368.JPEG      ImageNet  Synset('drilling_platform.n.01')   \n",
       "5249  n03459775_11670.JPEG      ImageNet             Synset('grille.n.02')   \n",
       "\n",
       "                                                  ranks  \\\n",
       "0     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "1     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "2     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "6     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "...                                                 ...   \n",
       "5243  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5245  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5247  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5248  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5249  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "\n",
       "                       rank_0  \\\n",
       "0     {Synset('entity.n.01')}   \n",
       "1     {Synset('entity.n.01')}   \n",
       "2     {Synset('entity.n.01')}   \n",
       "5     {Synset('entity.n.01')}   \n",
       "6     {Synset('entity.n.01')}   \n",
       "...                       ...   \n",
       "5243  {Synset('entity.n.01')}   \n",
       "5245  {Synset('entity.n.01')}   \n",
       "5247  {Synset('entity.n.01')}   \n",
       "5248  {Synset('entity.n.01')}   \n",
       "5249  {Synset('entity.n.01')}   \n",
       "\n",
       "                                                 rank_1  \\\n",
       "0                      {Synset('physical_entity.n.01')}   \n",
       "1                      {Synset('physical_entity.n.01')}   \n",
       "2     {Synset('physical_entity.n.01'), Synset('entit...   \n",
       "5                      {Synset('physical_entity.n.01')}   \n",
       "6                      {Synset('physical_entity.n.01')}   \n",
       "...                                                 ...   \n",
       "5243  {Synset('physical_entity.n.01'), Synset('entit...   \n",
       "5245                   {Synset('physical_entity.n.01')}   \n",
       "5247                   {Synset('physical_entity.n.01')}   \n",
       "5248                   {Synset('physical_entity.n.01')}   \n",
       "5249                   {Synset('physical_entity.n.01')}   \n",
       "\n",
       "                                                 rank_2  \\\n",
       "0                               {Synset('object.n.01')}   \n",
       "1                               {Synset('object.n.01')}   \n",
       "2     {Synset('matter.n.03'), Synset('physical_entit...   \n",
       "5                               {Synset('object.n.01')}   \n",
       "6                               {Synset('object.n.01')}   \n",
       "...                                                 ...   \n",
       "5243  {Synset('object.n.01'), Synset('physical_entit...   \n",
       "5245                            {Synset('object.n.01')}   \n",
       "5247                            {Synset('object.n.01')}   \n",
       "5248                            {Synset('object.n.01')}   \n",
       "5249                            {Synset('object.n.01')}   \n",
       "\n",
       "                                                 rank_3  \\\n",
       "0                                {Synset('whole.n.02')}   \n",
       "1                                {Synset('whole.n.02')}   \n",
       "2     {Synset('matter.n.03'), Synset('substance.n.07')}   \n",
       "5                                {Synset('whole.n.02')}   \n",
       "6                                {Synset('whole.n.02')}   \n",
       "...                                                 ...   \n",
       "5243      {Synset('object.n.01'), Synset('whole.n.02')}   \n",
       "5245                             {Synset('whole.n.02')}   \n",
       "5247                             {Synset('whole.n.02')}   \n",
       "5248                             {Synset('whole.n.02')}   \n",
       "5249                             {Synset('whole.n.02')}   \n",
       "\n",
       "                                                 rank_4  \n",
       "0                         {Synset('living_thing.n.01')}  \n",
       "1                             {Synset('artifact.n.01')}  \n",
       "2           {Synset('food.n.01'), Synset('solid.n.01')}  \n",
       "5                         {Synset('living_thing.n.01')}  \n",
       "6                         {Synset('living_thing.n.01')}  \n",
       "...                                                 ...  \n",
       "5243  {Synset('natural_object.n.01'), Synset('geolog...  \n",
       "5245                      {Synset('living_thing.n.01')}  \n",
       "5247                      {Synset('living_thing.n.01')}  \n",
       "5248                          {Synset('artifact.n.01')}  \n",
       "5249                          {Synset('artifact.n.01')}  \n",
       "\n",
       "[1916 rows x 29 columns]"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_df['ranks'] = imagenet_df.synset.apply(get_ranks)\n",
    "imagenet_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "id": "65c3ff1d-f065-4ab4-9360-f41ae9ae587e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LHEarlyVis</th>\n",
       "      <th>LHLOC</th>\n",
       "      <th>LHOPA</th>\n",
       "      <th>LHPPA</th>\n",
       "      <th>LHRSC</th>\n",
       "      <th>RHEarlyVis</th>\n",
       "      <th>RHLOC</th>\n",
       "      <th>RHOPA</th>\n",
       "      <th>RHPPA</th>\n",
       "      <th>RHRSC</th>\n",
       "      <th>...</th>\n",
       "      <th>RHRSC_mean</th>\n",
       "      <th>image</th>\n",
       "      <th>image_source</th>\n",
       "      <th>synset</th>\n",
       "      <th>ranks</th>\n",
       "      <th>rank_0</th>\n",
       "      <th>rank_1</th>\n",
       "      <th>rank_2</th>\n",
       "      <th>rank_3</th>\n",
       "      <th>rank_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-0.0007332996202192993, 0.012742927021082125,...</td>\n",
       "      <td>[-0.010073865387316364, -0.016242933708728004,...</td>\n",
       "      <td>[-0.0007190054046507183, 0.015712804006128397,...</td>\n",
       "      <td>[0.009640645082200293, 0.00620421546485009, 0....</td>\n",
       "      <td>[0.00022896090203213546, -0.000101091228016807...</td>\n",
       "      <td>[-0.017438124464051824, -0.016415346568266247,...</td>\n",
       "      <td>[0.017152408363833232, 0.012395771684620905, -...</td>\n",
       "      <td>[0.001060014012804079, 0.0037969468624613123, ...</td>\n",
       "      <td>[-0.017432118504920477, -0.011206780725019462,...</td>\n",
       "      <td>[0.010523216881553926, 0.018616894109178304, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001821</td>\n",
       "      <td>n01930112_19568.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('nematode.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[-0.00408365372866439, 0.024045989311775824, 0...</td>\n",
       "      <td>[-0.006417351988315173, -0.014367437005644718,...</td>\n",
       "      <td>[0.007962392055901293, 0.012567941117704533, -...</td>\n",
       "      <td>[0.009565928987776246, 0.008896546161765401, 0...</td>\n",
       "      <td>[-0.009156423434542763, 0.05101432852634284, -...</td>\n",
       "      <td>[0.023224237413044226, 0.0353701650767394, 0.0...</td>\n",
       "      <td>[-0.02891731908691263, 0.0021785745731643016, ...</td>\n",
       "      <td>[0.002489846229923792, 0.0018723380324673074, ...</td>\n",
       "      <td>[0.007377422572302858, 0.008999538046607606, 0...</td>\n",
       "      <td>[0.00757396440199707, 0.015204065415015091, -0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004855</td>\n",
       "      <td>n03733281_29214.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('maze.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[-0.018311249668538348, -0.004089993007096237,...</td>\n",
       "      <td>[-0.017487259608276205, -0.004371767173131182,...</td>\n",
       "      <td>[0.0005859454783991519, -0.0022891711986499936...</td>\n",
       "      <td>[0.02933940348470025, -0.012800744352464786, -...</td>\n",
       "      <td>[-0.008140340415565245, -0.04236308780771805, ...</td>\n",
       "      <td>[0.01316850981965961, 0.0014648381254350525, -...</td>\n",
       "      <td>[-0.001998435218477617, 0.0069175267470489386,...</td>\n",
       "      <td>[0.014475440262399785, -0.004527195106635453, ...</td>\n",
       "      <td>[-0.0012363335041166205, 0.010682580183073767,...</td>\n",
       "      <td>[-0.024525205155412268, 0.011177942608016102, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005385</td>\n",
       "      <td>n07695742_5848.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('pretzel.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('matter.n.03')}</td>\n",
       "      <td>{Synset('solid.n.01'), Synset('substance.n.07')}</td>\n",
       "      <td>{Synset('food.n.02'), Synset('food.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[0.008006327274155324, 0.022844701914134347, -...</td>\n",
       "      <td>[0.0005973942654227474, 0.009223013633000406, ...</td>\n",
       "      <td>[0.012418947387206341, 0.003601473854389809, 0...</td>\n",
       "      <td>[0.014288682624057835, -0.002870163645700058, ...</td>\n",
       "      <td>[0.003280111975153305, 0.03159715520041075, 0....</td>\n",
       "      <td>[0.006774101589345393, -0.022699540338286535, ...</td>\n",
       "      <td>[-0.00385907414856795, 0.00226222241341696, 0....</td>\n",
       "      <td>[-0.008522479762203997, 0.012201783962186722, ...</td>\n",
       "      <td>[0.0049679719403497346, 0.0003725234939603063,...</td>\n",
       "      <td>[0.006239764604303685, 0.0214315971739864, 0.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000834</td>\n",
       "      <td>n01917289_1429.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('brain_coral.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[-0.003332402318429617, -0.0057119668511583874...</td>\n",
       "      <td>[-0.023243747891978882, -0.019669040992302107,...</td>\n",
       "      <td>[0.001215857752906173, 0.014544436111422187, 0...</td>\n",
       "      <td>[-0.010715245407507075, -0.0031143930570632695...</td>\n",
       "      <td>[-0.009493682265910859, -0.038222775920328876,...</td>\n",
       "      <td>[0.02133088216843404, 0.013532624752024488, -0...</td>\n",
       "      <td>[-0.005588667915336392, 0.00412134803749096, -...</td>\n",
       "      <td>[0.014580038118250684, 0.002425172980774131, 0...</td>\n",
       "      <td>[0.010722914097136549, 0.018312850460383414, 0...</td>\n",
       "      <td>[0.014684486416297438, -0.01877878929864164, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003566</td>\n",
       "      <td>n02108551_26574.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('tibetan_mastiff.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5243</th>\n",
       "      <td>[-0.005221619243131347, 0.006236469980865969, ...</td>\n",
       "      <td>[0.02398725076421252, 0.03449611608962513, 0.0...</td>\n",
       "      <td>[-0.0007292933812541807, 0.01598981283906226, ...</td>\n",
       "      <td>[0.0029805676729311456, -0.011216690541489162,...</td>\n",
       "      <td>[0.0033276283326679097, 0.020661913126261363, ...</td>\n",
       "      <td>[-0.010686462401085036, 0.010641627125319277, ...</td>\n",
       "      <td>[-0.009611596213230506, -0.01278596869672243, ...</td>\n",
       "      <td>[-0.004874383745968915, 0.01051393217830262, 0...</td>\n",
       "      <td>[0.0021544770042654735, -0.0018456851426815655...</td>\n",
       "      <td>[-0.00741887390636649, 0.0015939662210172206, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006203</td>\n",
       "      <td>n09421951_5433.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('sandbar.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02'), Synset('geological_form...</td>\n",
       "      <td>{Synset('natural_elevation.n.01'), Synset('nat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245</th>\n",
       "      <td>[-0.014397490973256155, 0.005007246801481307, ...</td>\n",
       "      <td>[0.001949767801690881, -0.009336854434384837, ...</td>\n",
       "      <td>[-0.005974795097015942, 0.008286712187628824, ...</td>\n",
       "      <td>[0.005076150260192791, 0.015083498439003775, 0...</td>\n",
       "      <td>[-0.012285786025503268, 0.011055061291882091, ...</td>\n",
       "      <td>[0.009907177032926047, 0.0007473426104999811, ...</td>\n",
       "      <td>[0.002451592935202595, 0.0041825216464569165, ...</td>\n",
       "      <td>[0.0005781563417227699, 0.006029890923498173, ...</td>\n",
       "      <td>[-0.007636358454230615, -0.00791666901577241, ...</td>\n",
       "      <td>[0.006481771524644495, 0.016555514343669447, -...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009806</td>\n",
       "      <td>n02018207_3567.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('american_coot.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5247</th>\n",
       "      <td>[0.012168834435180043, 0.02916689090498855, 0....</td>\n",
       "      <td>[0.018688031005249645, 0.016046747532684855, 0...</td>\n",
       "      <td>[-0.00018501655426165272, 0.013896470837598148...</td>\n",
       "      <td>[0.017529429404220875, 0.006093711965441748, 0...</td>\n",
       "      <td>[0.0032710842421554776, 0.04082133833435561, 0...</td>\n",
       "      <td>[0.00864157322619926, 0.04309468715219355, 0.0...</td>\n",
       "      <td>[-0.005500925676207026, 0.0063158955653292315,...</td>\n",
       "      <td>[-0.006224083855449661, -0.011954001314893214,...</td>\n",
       "      <td>[-0.023262868313581368, -0.029146061686577303,...</td>\n",
       "      <td>[-0.010737078061088397, -0.002406564400707933,...</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>n01692333_12353.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('gila_monster.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('living_thing.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5248</th>\n",
       "      <td>[-0.008454626674237728, -0.042242182959429775,...</td>\n",
       "      <td>[-0.021914638134710028, -0.01193683864002826, ...</td>\n",
       "      <td>[0.0028138353932710665, -0.0018118849346542556...</td>\n",
       "      <td>[-0.009217069005517256, 0.00947797310043802, -...</td>\n",
       "      <td>[0.009889217066655569, 0.01016102300366312, -0...</td>\n",
       "      <td>[-0.017311103773502583, -0.03397474262001243, ...</td>\n",
       "      <td>[0.004361534024931888, -0.007090965712854643, ...</td>\n",
       "      <td>[-0.01711795809206414, -0.0013711740891346347,...</td>\n",
       "      <td>[0.00749580089212694, 0.007670999135788175, -0...</td>\n",
       "      <td>[0.019388546016529812, 0.0007423788959994397, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008858</td>\n",
       "      <td>n03240683_13368.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('drilling_platform.n.01')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5249</th>\n",
       "      <td>[-0.0009421108411824068, 0.029326541306720053,...</td>\n",
       "      <td>[0.008225730774303013, 0.022443894192539258, 0...</td>\n",
       "      <td>[0.00952613040262936, 0.01535845226382419, 0.0...</td>\n",
       "      <td>[0.006028028679407688, 0.018251020328361615, 0...</td>\n",
       "      <td>[-0.003681877318790481, 0.010612401616277722, ...</td>\n",
       "      <td>[0.009987075216431765, -0.008782943378162274, ...</td>\n",
       "      <td>[0.0024730871155477225, 0.004089197138073718, ...</td>\n",
       "      <td>[0.004663480360500883, 0.007910011620421929, 0...</td>\n",
       "      <td>[-0.001692269373818449, 0.018729292777278313, ...</td>\n",
       "      <td>[0.03420494553750923, -0.009056362591876733, 0...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001500</td>\n",
       "      <td>n03459775_11670.JPEG</td>\n",
       "      <td>ImageNet</td>\n",
       "      <td>Synset('grille.n.02')</td>\n",
       "      <td>[{Synset('entity.n.01')}, {Synset('physical_en...</td>\n",
       "      <td>{Synset('entity.n.01')}</td>\n",
       "      <td>{Synset('physical_entity.n.01')}</td>\n",
       "      <td>{Synset('object.n.01')}</td>\n",
       "      <td>{Synset('whole.n.02')}</td>\n",
       "      <td>{Synset('artifact.n.01')}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1916 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             LHEarlyVis  \\\n",
       "0     [-0.0007332996202192993, 0.012742927021082125,...   \n",
       "1     [-0.00408365372866439, 0.024045989311775824, 0...   \n",
       "2     [-0.018311249668538348, -0.004089993007096237,...   \n",
       "5     [0.008006327274155324, 0.022844701914134347, -...   \n",
       "6     [-0.003332402318429617, -0.0057119668511583874...   \n",
       "...                                                 ...   \n",
       "5243  [-0.005221619243131347, 0.006236469980865969, ...   \n",
       "5245  [-0.014397490973256155, 0.005007246801481307, ...   \n",
       "5247  [0.012168834435180043, 0.02916689090498855, 0....   \n",
       "5248  [-0.008454626674237728, -0.042242182959429775,...   \n",
       "5249  [-0.0009421108411824068, 0.029326541306720053,...   \n",
       "\n",
       "                                                  LHLOC  \\\n",
       "0     [-0.010073865387316364, -0.016242933708728004,...   \n",
       "1     [-0.006417351988315173, -0.014367437005644718,...   \n",
       "2     [-0.017487259608276205, -0.004371767173131182,...   \n",
       "5     [0.0005973942654227474, 0.009223013633000406, ...   \n",
       "6     [-0.023243747891978882, -0.019669040992302107,...   \n",
       "...                                                 ...   \n",
       "5243  [0.02398725076421252, 0.03449611608962513, 0.0...   \n",
       "5245  [0.001949767801690881, -0.009336854434384837, ...   \n",
       "5247  [0.018688031005249645, 0.016046747532684855, 0...   \n",
       "5248  [-0.021914638134710028, -0.01193683864002826, ...   \n",
       "5249  [0.008225730774303013, 0.022443894192539258, 0...   \n",
       "\n",
       "                                                  LHOPA  \\\n",
       "0     [-0.0007190054046507183, 0.015712804006128397,...   \n",
       "1     [0.007962392055901293, 0.012567941117704533, -...   \n",
       "2     [0.0005859454783991519, -0.0022891711986499936...   \n",
       "5     [0.012418947387206341, 0.003601473854389809, 0...   \n",
       "6     [0.001215857752906173, 0.014544436111422187, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.0007292933812541807, 0.01598981283906226, ...   \n",
       "5245  [-0.005974795097015942, 0.008286712187628824, ...   \n",
       "5247  [-0.00018501655426165272, 0.013896470837598148...   \n",
       "5248  [0.0028138353932710665, -0.0018118849346542556...   \n",
       "5249  [0.00952613040262936, 0.01535845226382419, 0.0...   \n",
       "\n",
       "                                                  LHPPA  \\\n",
       "0     [0.009640645082200293, 0.00620421546485009, 0....   \n",
       "1     [0.009565928987776246, 0.008896546161765401, 0...   \n",
       "2     [0.02933940348470025, -0.012800744352464786, -...   \n",
       "5     [0.014288682624057835, -0.002870163645700058, ...   \n",
       "6     [-0.010715245407507075, -0.0031143930570632695...   \n",
       "...                                                 ...   \n",
       "5243  [0.0029805676729311456, -0.011216690541489162,...   \n",
       "5245  [0.005076150260192791, 0.015083498439003775, 0...   \n",
       "5247  [0.017529429404220875, 0.006093711965441748, 0...   \n",
       "5248  [-0.009217069005517256, 0.00947797310043802, -...   \n",
       "5249  [0.006028028679407688, 0.018251020328361615, 0...   \n",
       "\n",
       "                                                  LHRSC  \\\n",
       "0     [0.00022896090203213546, -0.000101091228016807...   \n",
       "1     [-0.009156423434542763, 0.05101432852634284, -...   \n",
       "2     [-0.008140340415565245, -0.04236308780771805, ...   \n",
       "5     [0.003280111975153305, 0.03159715520041075, 0....   \n",
       "6     [-0.009493682265910859, -0.038222775920328876,...   \n",
       "...                                                 ...   \n",
       "5243  [0.0033276283326679097, 0.020661913126261363, ...   \n",
       "5245  [-0.012285786025503268, 0.011055061291882091, ...   \n",
       "5247  [0.0032710842421554776, 0.04082133833435561, 0...   \n",
       "5248  [0.009889217066655569, 0.01016102300366312, -0...   \n",
       "5249  [-0.003681877318790481, 0.010612401616277722, ...   \n",
       "\n",
       "                                             RHEarlyVis  \\\n",
       "0     [-0.017438124464051824, -0.016415346568266247,...   \n",
       "1     [0.023224237413044226, 0.0353701650767394, 0.0...   \n",
       "2     [0.01316850981965961, 0.0014648381254350525, -...   \n",
       "5     [0.006774101589345393, -0.022699540338286535, ...   \n",
       "6     [0.02133088216843404, 0.013532624752024488, -0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.010686462401085036, 0.010641627125319277, ...   \n",
       "5245  [0.009907177032926047, 0.0007473426104999811, ...   \n",
       "5247  [0.00864157322619926, 0.04309468715219355, 0.0...   \n",
       "5248  [-0.017311103773502583, -0.03397474262001243, ...   \n",
       "5249  [0.009987075216431765, -0.008782943378162274, ...   \n",
       "\n",
       "                                                  RHLOC  \\\n",
       "0     [0.017152408363833232, 0.012395771684620905, -...   \n",
       "1     [-0.02891731908691263, 0.0021785745731643016, ...   \n",
       "2     [-0.001998435218477617, 0.0069175267470489386,...   \n",
       "5     [-0.00385907414856795, 0.00226222241341696, 0....   \n",
       "6     [-0.005588667915336392, 0.00412134803749096, -...   \n",
       "...                                                 ...   \n",
       "5243  [-0.009611596213230506, -0.01278596869672243, ...   \n",
       "5245  [0.002451592935202595, 0.0041825216464569165, ...   \n",
       "5247  [-0.005500925676207026, 0.0063158955653292315,...   \n",
       "5248  [0.004361534024931888, -0.007090965712854643, ...   \n",
       "5249  [0.0024730871155477225, 0.004089197138073718, ...   \n",
       "\n",
       "                                                  RHOPA  \\\n",
       "0     [0.001060014012804079, 0.0037969468624613123, ...   \n",
       "1     [0.002489846229923792, 0.0018723380324673074, ...   \n",
       "2     [0.014475440262399785, -0.004527195106635453, ...   \n",
       "5     [-0.008522479762203997, 0.012201783962186722, ...   \n",
       "6     [0.014580038118250684, 0.002425172980774131, 0...   \n",
       "...                                                 ...   \n",
       "5243  [-0.004874383745968915, 0.01051393217830262, 0...   \n",
       "5245  [0.0005781563417227699, 0.006029890923498173, ...   \n",
       "5247  [-0.006224083855449661, -0.011954001314893214,...   \n",
       "5248  [-0.01711795809206414, -0.0013711740891346347,...   \n",
       "5249  [0.004663480360500883, 0.007910011620421929, 0...   \n",
       "\n",
       "                                                  RHPPA  \\\n",
       "0     [-0.017432118504920477, -0.011206780725019462,...   \n",
       "1     [0.007377422572302858, 0.008999538046607606, 0...   \n",
       "2     [-0.0012363335041166205, 0.010682580183073767,...   \n",
       "5     [0.0049679719403497346, 0.0003725234939603063,...   \n",
       "6     [0.010722914097136549, 0.018312850460383414, 0...   \n",
       "...                                                 ...   \n",
       "5243  [0.0021544770042654735, -0.0018456851426815655...   \n",
       "5245  [-0.007636358454230615, -0.00791666901577241, ...   \n",
       "5247  [-0.023262868313581368, -0.029146061686577303,...   \n",
       "5248  [0.00749580089212694, 0.007670999135788175, -0...   \n",
       "5249  [-0.001692269373818449, 0.018729292777278313, ...   \n",
       "\n",
       "                                                  RHRSC  ...  RHRSC_mean  \\\n",
       "0     [0.010523216881553926, 0.018616894109178304, -...  ...    0.001821   \n",
       "1     [0.00757396440199707, 0.015204065415015091, -0...  ...    0.004855   \n",
       "2     [-0.024525205155412268, 0.011177942608016102, ...  ...   -0.005385   \n",
       "5     [0.006239764604303685, 0.0214315971739864, 0.0...  ...    0.000834   \n",
       "6     [0.014684486416297438, -0.01877878929864164, 0...  ...   -0.003566   \n",
       "...                                                 ...  ...         ...   \n",
       "5243  [-0.00741887390636649, 0.0015939662210172206, ...  ...    0.006203   \n",
       "5245  [0.006481771524644495, 0.016555514343669447, -...  ...   -0.009806   \n",
       "5247  [-0.010737078061088397, -0.002406564400707933,...  ...   -0.002361   \n",
       "5248  [0.019388546016529812, 0.0007423788959994397, ...  ...    0.008858   \n",
       "5249  [0.03420494553750923, -0.009056362591876733, 0...  ...    0.001500   \n",
       "\n",
       "                     image  image_source                            synset  \\\n",
       "0     n01930112_19568.JPEG      ImageNet           Synset('nematode.n.01')   \n",
       "1     n03733281_29214.JPEG      ImageNet               Synset('maze.n.01')   \n",
       "2      n07695742_5848.JPEG      ImageNet            Synset('pretzel.n.01')   \n",
       "5      n01917289_1429.JPEG      ImageNet        Synset('brain_coral.n.01')   \n",
       "6     n02108551_26574.JPEG      ImageNet    Synset('tibetan_mastiff.n.01')   \n",
       "...                    ...           ...                               ...   \n",
       "5243   n09421951_5433.JPEG      ImageNet            Synset('sandbar.n.01')   \n",
       "5245   n02018207_3567.JPEG      ImageNet      Synset('american_coot.n.01')   \n",
       "5247  n01692333_12353.JPEG      ImageNet       Synset('gila_monster.n.01')   \n",
       "5248  n03240683_13368.JPEG      ImageNet  Synset('drilling_platform.n.01')   \n",
       "5249  n03459775_11670.JPEG      ImageNet             Synset('grille.n.02')   \n",
       "\n",
       "                                                  ranks  \\\n",
       "0     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "1     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "2     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "6     [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "...                                                 ...   \n",
       "5243  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5245  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5247  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5248  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "5249  [{Synset('entity.n.01')}, {Synset('physical_en...   \n",
       "\n",
       "                       rank_0                            rank_1  \\\n",
       "0     {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "1     {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "2     {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "5     {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "6     {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "...                       ...                               ...   \n",
       "5243  {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "5245  {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "5247  {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "5248  {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "5249  {Synset('entity.n.01')}  {Synset('physical_entity.n.01')}   \n",
       "\n",
       "                       rank_2  \\\n",
       "0     {Synset('object.n.01')}   \n",
       "1     {Synset('object.n.01')}   \n",
       "2     {Synset('matter.n.03')}   \n",
       "5     {Synset('object.n.01')}   \n",
       "6     {Synset('object.n.01')}   \n",
       "...                       ...   \n",
       "5243  {Synset('object.n.01')}   \n",
       "5245  {Synset('object.n.01')}   \n",
       "5247  {Synset('object.n.01')}   \n",
       "5248  {Synset('object.n.01')}   \n",
       "5249  {Synset('object.n.01')}   \n",
       "\n",
       "                                                 rank_3  \\\n",
       "0                                {Synset('whole.n.02')}   \n",
       "1                                {Synset('whole.n.02')}   \n",
       "2      {Synset('solid.n.01'), Synset('substance.n.07')}   \n",
       "5                                {Synset('whole.n.02')}   \n",
       "6                                {Synset('whole.n.02')}   \n",
       "...                                                 ...   \n",
       "5243  {Synset('whole.n.02'), Synset('geological_form...   \n",
       "5245                             {Synset('whole.n.02')}   \n",
       "5247                             {Synset('whole.n.02')}   \n",
       "5248                             {Synset('whole.n.02')}   \n",
       "5249                             {Synset('whole.n.02')}   \n",
       "\n",
       "                                                 rank_4  \n",
       "0                         {Synset('living_thing.n.01')}  \n",
       "1                             {Synset('artifact.n.01')}  \n",
       "2            {Synset('food.n.02'), Synset('food.n.01')}  \n",
       "5                         {Synset('living_thing.n.01')}  \n",
       "6                         {Synset('living_thing.n.01')}  \n",
       "...                                                 ...  \n",
       "5243  {Synset('natural_elevation.n.01'), Synset('nat...  \n",
       "5245                      {Synset('living_thing.n.01')}  \n",
       "5247                      {Synset('living_thing.n.01')}  \n",
       "5248                          {Synset('artifact.n.01')}  \n",
       "5249                          {Synset('artifact.n.01')}  \n",
       "\n",
       "[1916 rows x 29 columns]"
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_df[['rank_0', 'rank_1', 'rank_2', 'rank_3', 'rank_4']] = list(imagenet_df.ranks.apply(lambda r:(r[0],r[1],r[2],r[3],r[4])))\n",
    "imagenet_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "d91c5916-f7e2-422f-896d-46227ea20227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{Synset('entity.n.01')},\n",
       " {Synset('physical_entity.n.01')},\n",
       " {Synset('object.n.01')},\n",
       " {Synset('geological_formation.n.01'), Synset('whole.n.02')},\n",
       " {Synset('natural_elevation.n.01'), Synset('natural_object.n.01')},\n",
       " {Synset('mechanism.n.03'), Synset('ridge.n.01')},\n",
       " {Synset('bar.n.08'), Synset('barrier.n.03')},\n",
       " {Synset('bar.n.08'), Synset('sandbar.n.01')},\n",
       " {Synset('sandbar.n.01')}]"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imagenet_df.loc[5243].ranks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "id": "62c915c0-8a18-4e8c-8e4b-dfd6ac875308",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{Synset('entity.n.01')}\n",
      "{Synset('abstraction.n.06'), Synset('physical_entity.n.01')}\n",
      "{Synset('communication.n.02'), Synset('object.n.01'), Synset('relation.n.01'), Synset('matter.n.03'), Synset('causal_agent.n.01'), Synset('attribute.n.02')}\n",
      "{Synset('geological_formation.n.01'), Synset('part.n.02'), Synset('signal.n.01'), Synset('person.n.01'), Synset('part.n.01'), Synset('shape.n.02'), Synset('whole.n.02'), Synset('solid.n.01'), Synset('substance.n.07'), Synset('location.n.01'), Synset('substance.n.01'), Synset('agent.n.03'), Synset('sign.n.02')}\n",
      "{Synset('fluid.n.01'), Synset('material.n.01'), Synset('street_sign.n.01'), Synset('explorer.n.01'), Synset('natural_elevation.n.01'), Synset('living_thing.n.01'), Synset('food.n.02'), Synset('peer.n.01'), Synset('spring.n.03'), Synset('natural_depression.n.01'), Synset('drug.n.01'), Synset('piece.n.01'), Synset('cliff.n.01'), Synset('round_shape.n.01'), Synset('contestant.n.01'), Synset('shore.n.01'), Synset('artifact.n.01'), Synset('visual_signal.n.01'), Synset('food.n.01'), Synset('substance.n.01'), Synset('natural_object.n.01'), Synset('agent.n.03'), Synset('point.n.02')}\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    rank_set = imagenet_df[f'rank_{i}']\n",
    "    rank_set = set([ss for rank in rank_set for ss in rank])\n",
    "    print(rank_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "id": "a6825212-ac36-48d7-8f67-d9f53633d9df",
   "metadata": {},
   "outputs": [],
   "source": [
    "whole_df = imagenet_df[[wn.synset('whole.n.02') in rank for rank in imagenet_df.rank_3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "id": "14643158-b1e8-41df-84d1-5aa91b589203",
   "metadata": {},
   "outputs": [],
   "source": [
    "def reroot(ss, new_root):\n",
    "    paths = ss.hypernym_paths()\n",
    "    paths = [path for path in paths if new_root in path]\n",
    "    \n",
    "    for path in paths:\n",
    "        while path[0] != new_root:\n",
    "            path.pop(0)\n",
    "    \n",
    "    return paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "id": "f92b5e43-8e80-4d40-9462-479f3474698f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[Synset('whole.n.02'),\n",
       "  Synset('natural_object.n.01'),\n",
       "  Synset('mechanism.n.03'),\n",
       "  Synset('barrier.n.03'),\n",
       "  Synset('bar.n.08'),\n",
       "  Synset('sandbar.n.01')]]"
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reroot(wn.synset('sandbar.n.01'), wn.synset('whole.n.02'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "id": "ceaa7bfb-2dda-45b1-b59d-bfcedc84c5d9",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "unexpected EOF while parsing (3638719832.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"/tmp/ipykernel_645622/3638719832.py\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    whole_df.ranks.apply(paths, args=(wn.synset('whole.n.02'))\u001b[0m\n\u001b[0m                                                              ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected EOF while parsing\n"
     ]
    }
   ],
   "source": [
    "whole_df.ranks.apply(reroot, args=(wn.synset('whole.n.02')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "3fe52c50-cbec-4120-9c10-f9bb88f1ce3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Synset('physical_entity.n.01'), Synset('entity.n.01'))\n",
      "(Synset('object.n.01'), Synset('physical_entity.n.01'))\n",
      "(Synset('whole.n.02'), Synset('object.n.01'))\n",
      "(Synset('living_thing.n.01'), Synset('whole.n.02'))\n",
      "(Synset('organism.n.01'), Synset('living_thing.n.01'))\n",
      "(Synset('fungus.n.01'), Synset('organism.n.01'))\n",
      "(Synset('hen-of-the-woods.n.01'), Synset('fungus.n.01'))\n"
     ]
    }
   ],
   "source": [
    "for path in paths:\n",
    "    for idx, synset in enumerate(path):\n",
    "        parent = idx\n",
    "        child = idx - 1\n",
    "        if child >= 0:\n",
    "            print((path[parent], path[child]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "8ae8fef4-7767-495a-ad4c-fafb80cd0ed3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "8f9b1165-94de-42a1-a0bc-d2d4d39fe5f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(paths[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "36250aaa-add2-45c3-91da-33a045e83511",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Synset('hen-of-the-woods.n.01'),\n",
       " [Synset('fungus.n.01'),\n",
       "  [Synset('organism.n.01'),\n",
       "   [Synset('living_thing.n.01'),\n",
       "    [Synset('whole.n.02'),\n",
       "     [Synset('object.n.01'),\n",
       "      [Synset('physical_entity.n.01'), [Synset('entity.n.01')]]]]]]]]"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wn.synset_from_pos_and_offset('n', 13052670).tree(lambda s:s.hypernyms())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "c306a472-62ee-48ca-add4-a002f0155958",
   "metadata": {},
   "outputs": [],
   "source": [
    "synsets = imagenet_df.synset.apply(wn.synset).to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "bc2c8ecc-eb64-4392-92ec-233135498a7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = wn.digraph(synsets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "f5ad01ee-0045-4d38-9e2e-60e31732a06e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "f04abd6a-92bd-449c-ad27-add0e9a1150d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "\n",
    "proc = subprocess.run(\n",
    "    [\"dot\", \"-Tsvg\", \"-Grankdir=RL\", \"-odigraph.svg\"],\n",
    "    input=G,\n",
    "    text=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "29a1a023-0688-465c-b4f7-d0bd9613c50e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'digraph G {\\n\"Synset(\\'italian_greyhound.n.01\\')\" -> \"Synset(\\'greyhound.n.01\\')\";\\n\"Synset(\\'pool_table.n.01\\')\" -> \"Synset(\\'game_equipment.n.01\\')\";\\n\"Synset(\\'mackerel_shark.n.01\\')\" -> \"Synset(\\'shark.n.01\\')\";\\n\"Synset(\\'greenhouse.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'newt.n.01\\')\" -> \"Synset(\\'salamander.n.01\\')\";\\n\"Synset(\\'wombat.n.01\\')\" -> \"Synset(\\'marsupial.n.01\\')\";\\n\"Synset(\\'cougar.n.01\\')\" -> \"Synset(\\'wildcat.n.03\\')\";\\n\"Synset(\\'stove.n.02\\')\" -> \"Synset(\\'heater.n.01\\')\";\\n\"Synset(\\'guacamole.n.01\\')\" -> \"Synset(\\'dip.n.04\\')\";\\n\"Synset(\\'tiger.n.02\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'peripheral.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'wind_instrument.n.01\\')\" -> \"Synset(\\'musical_instrument.n.01\\')\";\\n\"Synset(\\'elasmobranch.n.01\\')\" -> \"Synset(\\'cartilaginous_fish.n.01\\')\";\\n\"Synset(\\'tank.n.01\\')\" -> \"Synset(\\'tracked_vehicle.n.01\\')\";\\n\"Synset(\\'sennenhunde.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'equipment.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'gun.n.01\\')\" -> \"Synset(\\'weapon.n.01\\')\";\\n\"Synset(\\'great_dane.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'anthropoid_ape.n.01\\')\" -> \"Synset(\\'ape.n.01\\')\";\\n\"Synset(\\'pool.n.01\\')\" -> \"Synset(\\'excavation.n.03\\')\";\\n\"Synset(\\'tower.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'odonate.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'makeup.n.01\\')\" -> \"Synset(\\'cosmetic.n.01\\')\";\\n\"Synset(\\'coot.n.01\\')\" -> \"Synset(\\'rail.n.05\\')\";\\n\"Synset(\\'placental.n.01\\')\" -> \"Synset(\\'mammal.n.01\\')\";\\n\"Synset(\\'colobus.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'magnifier.n.01\\')\" -> \"Synset(\\'scientific_instrument.n.01\\')\";\\n\"Synset(\\'bird.n.01\\')\" -> \"Synset(\\'vertebrate.n.01\\')\";\\n\"Synset(\\'rhinoceros_beetle.n.01\\')\" -> \"Synset(\\'scarabaeid_beetle.n.01\\')\";\\n\"Synset(\\'rugby_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'armor.n.01\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'sax.n.02\\')\" -> \"Synset(\\'single-reed_instrument.n.01\\')\";\\n\"Synset(\\'african_crocodile.n.01\\')\" -> \"Synset(\\'crocodile.n.01\\')\";\\n\"Synset(\\'abaya.n.01\\')\" -> \"Synset(\\'robe.n.01\\')\";\\n\"Synset(\\'gallinaceous_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'common_iguana.n.01\\')\" -> \"Synset(\\'iguanid.n.01\\')\";\\n\"Synset(\\'source_of_illumination.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'artichoke.n.02\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'relation.n.01\\')\" -> \"Synset(\\'abstraction.n.06\\')\";\\n\"Synset(\\'cardoon.n.02\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'passenger_ship.n.01\\')\" -> \"Synset(\\'ship.n.01\\')\";\\n\"Synset(\\'minibike.n.01\\')\" -> \"Synset(\\'motorcycle.n.01\\')\";\\n\"Synset(\\'croquet_ball.n.01\\')\" -> \"Synset(\\'croquet_equipment.n.01\\')\";\\n\"Synset(\\'gila_monster.n.01\\')\" -> \"Synset(\\'venomous_lizard.n.01\\')\";\\n\"Synset(\\'converging_lens.n.01\\')\" -> \"Synset(\\'lens.n.01\\')\";\\n\"Synset(\\'tow_truck.n.01\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'loudspeaker.n.01\\')\" -> \"Synset(\\'electro-acoustic_transducer.n.01\\')\";\\n\"Synset(\\'apron.n.01\\')\" -> \"Synset(\\'protective_garment.n.01\\')\";\\n\"Synset(\\'dispenser.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'solid.n.01\\')\" -> \"Synset(\\'matter.n.03\\')\";\\n\"Synset(\\'horizontal_bar.n.01\\')\" -> \"Synset(\\'gymnastic_apparatus.n.01\\')\";\\n\"Synset(\\'cartilaginous_fish.n.01\\')\" -> \"Synset(\\'fish.n.01\\')\";\\n\"Synset(\\'suspension_bridge.n.01\\')\" -> \"Synset(\\'bridge.n.01\\')\";\\n\"Synset(\\'limousine.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'black_stork.n.01\\')\" -> \"Synset(\\'stork.n.01\\')\";\\n\"Synset(\\'microscope.n.01\\')\" -> \"Synset(\\'magnifier.n.01\\')\";\\n\"Synset(\\'agama.n.01\\')\" -> \"Synset(\\'agamid.n.01\\')\";\\n\"Synset(\\'miniature_schnauzer.n.01\\')\" -> \"Synset(\\'schnauzer.n.01\\')\";\\n\"Synset(\\'radio.n.03\\')\" -> \"Synset(\\'communication_system.n.01\\')\";\\n\"Synset(\\'brass.n.07\\')\" -> \"Synset(\\'memorial.n.03\\')\";\\n\"Synset(\\'bandage.n.01\\')\" -> \"Synset(\\'dressing.n.04\\')\";\\n\"Synset(\\'hand_tool.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'soccer_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'jewelry.n.01\\')\" -> \"Synset(\\'adornment.n.01\\')\";\\n\"Synset(\\'scottish_deerhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'neck_brace.n.01\\')\" -> \"Synset(\\'brace.n.01\\')\";\\n\"Synset(\\'cooking_utensil.n.01\\')\" -> \"Synset(\\'kitchen_utensil.n.01\\')\";\\n\"Synset(\\'shield.n.01\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'lamellicorn_beetle.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'gondola.n.02\\')\" -> \"Synset(\\'boat.n.01\\')\";\\n\"Synset(\\'pickup.n.01\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'samoyed.n.03\\')\" -> \"Synset(\\'spitz.n.01\\')\";\\n\"Synset(\\'black-footed_ferret.n.01\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'train.n.01\\')\" -> \"Synset(\\'public_transport.n.01\\')\";\\n\"Synset(\\'clothing.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'eraser.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'nymphalid.n.01\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'baked_goods.n.01\\')\" -> \"Synset(\\'food.n.02\\')\";\\n\"Synset(\\'spotlight.n.02\\')\" -> \"Synset(\\'lamp.n.01\\')\";\\n\"Synset(\\'beach_wagon.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'shape.n.02\\')\" -> \"Synset(\\'attribute.n.02\\')\";\\n\"Synset(\\'rain_barrel.n.01\\')\" -> \"Synset(\\'cistern.n.03\\')\";\\n\"Synset(\\'safety_belt.n.01\\')\" -> \"Synset(\\'belt.n.02\\')\";\\n\"Synset(\\'african_elephant.n.01\\')\" -> \"Synset(\\'elephant.n.01\\')\";\\n\"Synset(\\'space_heater.n.01\\')\" -> \"Synset(\\'heater.n.01\\')\";\\n\"Synset(\\'salmon.n.01\\')\" -> \"Synset(\\'food_fish.n.01\\')\";\\n\"Synset(\\'four-poster.n.01\\')\" -> \"Synset(\\'bed.n.01\\')\";\\n\"Synset(\\'wild_sheep.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'siamese_cat.n.01\\')\" -> \"Synset(\\'domestic_cat.n.01\\')\";\\n\"Synset(\\'floor_cover.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'package.n.02\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'board.n.03\\')\" -> \"Synset(\\'sheet.n.06\\')\";\\n\"Synset(\\'system.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'piano.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'tent.n.01\\')\" -> \"Synset(\\'shelter.n.01\\')\";\\n\"Synset(\\'brush.n.02\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'appliance.n.02\\')\" -> \"Synset(\\'durables.n.01\\')\";\\n\"Synset(\\'duck.n.01\\')\" -> \"Synset(\\'anseriform_bird.n.01\\')\";\\n\"Synset(\\'miniature_poodle.n.01\\')\" -> \"Synset(\\'poodle.n.01\\')\";\\n\"Synset(\\'jack-o\\'-lantern.n.02\\')\" -> \"Synset(\\'lantern.n.01\\')\";\\n\"Synset(\\'mountain_tent.n.01\\')\" -> \"Synset(\\'tent.n.01\\')\";\\n\"Synset(\\'pot.n.04\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'liquid.n.01\\')\" -> \"Synset(\\'fluid.n.01\\')\";\\n\"Synset(\\'writing_implement.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'handcart.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'spitz.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'white_goods.n.01\\')\" -> \"Synset(\\'home_appliance.n.01\\')\";\\n\"Synset(\\'box.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'lagomorph.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'basidiomycete.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'fortification.n.01\\')\" -> \"Synset(\\'defensive_structure.n.01\\')\";\\n\"Synset(\\'mosquito_net.n.01\\')\" -> \"Synset(\\'screen.n.05\\')\";\\n\"Synset(\\'cowboy_hat.n.01\\')\" -> \"Synset(\\'hat.n.01\\')\";\\n\"Synset(\\'monotreme.n.01\\')\" -> \"Synset(\\'prototherian.n.01\\')\";\\n\"Synset(\\'shield.n.02\\')\" -> \"Synset(\\'armor.n.01\\')\";\\n\"Synset(\\'appenzeller.n.01\\')\" -> \"Synset(\\'sennenhunde.n.01\\')\";\\n\"Synset(\\'anthozoan.n.01\\')\" -> \"Synset(\\'coelenterate.n.01\\')\";\\n\"Synset(\\'wallet.n.01\\')\" -> \"Synset(\\'case.n.05\\')\";\\n\"Synset(\\'rotating_mechanism.n.01\\')\" -> \"Synset(\\'mechanism.n.05\\')\";\\n\"Synset(\\'wild_dog.n.01\\')\" -> \"Synset(\\'canine.n.02\\')\";\\n\"Synset(\\'hat.n.01\\')\" -> \"Synset(\\'headdress.n.01\\')\";\\n\"Synset(\\'agent.n.03\\')\" -> \"Synset(\\'causal_agent.n.01\\')\";\\n\"Synset(\\'iron.n.04\\')\" -> \"Synset(\\'home_appliance.n.01\\')\";\\n\"Synset(\\'curtain.n.01\\')\" -> \"Synset(\\'furnishing.n.02\\')\";\\n\"Synset(\\'gorilla.n.01\\')\" -> \"Synset(\\'great_ape.n.01\\')\";\\n\"Synset(\\'ptarmigan.n.01\\')\" -> \"Synset(\\'grouse.n.02\\')\";\\n\"Synset(\\'fluid.n.01\\')\" -> \"Synset(\\'substance.n.01\\')\";\\n\"Synset(\\'terrier.n.01\\')\" -> \"Synset(\\'hunting_dog.n.01\\')\";\\n\"Synset(\\'lamp.n.01\\')\" -> \"Synset(\\'source_of_illumination.n.01\\')\";\\n\"Synset(\\'stage.n.03\\')\" -> \"Synset(\\'platform.n.01\\')\";\\n\"Synset(\\'bus.n.01\\')\" -> \"Synset(\\'public_transport.n.01\\')\";\\n\"Synset(\\'macaque.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'jean.n.01\\')\" -> \"Synset(\\'workwear.n.01\\')\";\\n\"Synset(\\'ping-pong_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'sports_implement.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'miniature_pinscher.n.01\\')\" -> \"Synset(\\'pinscher.n.01\\')\";\\n\"Synset(\\'body_armor.n.01\\')\" -> \"Synset(\\'armor.n.01\\')\";\\n\"Synset(\\'corgi.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'decoration.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'fire_engine.n.01\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'viverrine.n.01\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'fireboat.n.01\\')\" -> \"Synset(\\'boat.n.01\\')\";\\n\"Synset(\\'condiment.n.01\\')\" -> \"Synset(\\'flavorer.n.01\\')\";\\n\"Synset(\\'natural_depression.n.01\\')\" -> \"Synset(\\'geological_formation.n.01\\')\";\\n\"Synset(\\'potato.n.01\\')\" -> \"Synset(\\'root_vegetable.n.01\\')\";\\n\"Synset(\\'arch.n.04\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'acorn_squash.n.02\\')\" -> \"Synset(\\'winter_squash.n.02\\')\";\\n\"Synset(\\'foxhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'wig.n.01\\')\" -> \"Synset(\\'hairpiece.n.01\\')\";\\n\"Synset(\\'screw.n.04\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'ruffed_grouse.n.01\\')\" -> \"Synset(\\'grouse.n.02\\')\";\\n\"Synset(\\'jar.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'earthstar.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'banana.n.02\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'jug.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'notebook.n.02\\')\" -> \"Synset(\\'portable_computer.n.01\\')\";\\n\"Synset(\\'sewing_machine.n.01\\')\" -> \"Synset(\\'textile_machine.n.01\\')\";\\n\"Synset(\\'setter.n.02\\')\" -> \"Synset(\\'sporting_dog.n.01\\')\";\\n\"Synset(\\'cream.n.03\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'table_lamp.n.01\\')\" -> \"Synset(\\'lamp.n.02\\')\";\\n\"Synset(\\'gown.n.01\\')\" -> \"Synset(\\'dress.n.01\\')\";\\n\"Synset(\\'quill.n.01\\')\" -> \"Synset(\\'pen.n.01\\')\";\\n\"Synset(\\'basketball_equipment.n.01\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'pop_bottle.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'acoustic_guitar.n.01\\')\" -> \"Synset(\\'guitar.n.01\\')\";\\n\"Synset(\\'upright.n.01\\')\" -> \"Synset(\\'structural_member.n.01\\')\";\\n\"Synset(\\'peacock.n.02\\')\" -> \"Synset(\\'peafowl.n.01\\')\";\\n\"Synset(\\'magazine.n.01\\')\" -> \"Synset(\\'publication.n.01\\')\";\\n\"Synset(\\'instrument.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'ground_beetle.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'egret.n.01\\')\" -> \"Synset(\\'heron.n.02\\')\";\\n\"Synset(\\'kuvasz.n.01\\')\" -> \"Synset(\\'watchdog.n.02\\')\";\\n\"Synset(\\'sphenisciform_seabird.n.01\\')\" -> \"Synset(\\'seabird.n.01\\')\";\\n\"Synset(\\'chimpanzee.n.01\\')\" -> \"Synset(\\'great_ape.n.01\\')\";\\n\"Synset(\\'bread.n.01\\')\" -> \"Synset(\\'baked_goods.n.01\\')\";\\n\"Synset(\\'chainlink_fence.n.01\\')\" -> \"Synset(\\'fence.n.01\\')\";\\n\"Synset(\\'drum.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'squirrel_monkey.n.01\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'disk_brake.n.01\\')\" -> \"Synset(\\'hydraulic_brake.n.01\\')\";\\n\"Synset(\\'movable_barrier.n.01\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'irish_setter.n.01\\')\" -> \"Synset(\\'setter.n.02\\')\";\\n\"Synset(\\'cradle.n.01\\')\" -> \"Synset(\\'baby_bed.n.01\\')\";\\n\"Synset(\\'instrumentality.n.03\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'sea_duck.n.01\\')\" -> \"Synset(\\'duck.n.01\\')\";\\n\"Synset(\\'recreational_vehicle.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'bullterrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'jaguar.n.01\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'cutting_implement.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'potato.n.01\\')\" -> \"Synset(\\'starches.n.01\\')\";\\n\"Synset(\\'control.n.09\\')\" -> \"Synset(\\'mechanism.n.05\\')\";\\n\"Synset(\\'welsh_terrier.n.01\\')\" -> \"Synset(\\'wirehair.n.01\\')\";\\n\"Synset(\\'crane.n.04\\')\" -> \"Synset(\\'lifting_device.n.01\\')\";\\n\"Synset(\\'stole.n.01\\')\" -> \"Synset(\\'scarf.n.01\\')\";\\n\"Synset(\\'meerkat.n.01\\')\" -> \"Synset(\\'viverrine.n.01\\')\";\\n\"Synset(\\'cocktail_shaker.n.01\\')\" -> \"Synset(\\'shaker.n.03\\')\";\\n\"Synset(\\'groom.n.01\\')\" -> \"Synset(\\'participant.n.01\\')\";\\n\"Synset(\\'telescope.n.01\\')\" -> \"Synset(\\'magnifier.n.01\\')\";\\n\"Synset(\\'plate.n.08\\')\" -> \"Synset(\\'entree.n.01\\')\";\\n\"Synset(\\'creation.n.02\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'stone_wall.n.01\\')\" -> \"Synset(\\'fence.n.01\\')\";\\n\"Synset(\\'electro-acoustic_transducer.n.01\\')\" -> \"Synset(\\'transducer.n.01\\')\";\\n\"Synset(\\'game_bird.n.01\\')\" -> \"Synset(\\'game.n.04\\')\";\\n\"Synset(\\'personal_computer.n.01\\')\" -> \"Synset(\\'digital_computer.n.01\\')\";\\n\"Synset(\\'ibizan_hound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'komondor.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'yorkshire_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'mink.n.03\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'mechanism.n.05\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'gown.n.05\\')\" -> \"Synset(\\'outerwear.n.01\\')\";\\n\"Synset(\\'hummingbird.n.01\\')\" -> \"Synset(\\'apodiform_bird.n.01\\')\";\\n\"Synset(\\'flamingo.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'audio_system.n.01\\')\" -> \"Synset(\\'system.n.01\\')\";\\n\"Synset(\\'kangaroo.n.01\\')\" -> \"Synset(\\'marsupial.n.01\\')\";\\n\"Synset(\\'electronic_equipment.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'stingray.n.01\\')\" -> \"Synset(\\'ray.n.07\\')\";\\n\"Synset(\\'bakery.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'violin.n.01\\')\" -> \"Synset(\\'bowed_stringed_instrument.n.01\\')\";\\n\"Synset(\\'material.n.01\\')\" -> \"Synset(\\'substance.n.01\\')\";\\n\"Synset(\\'sporting_dog.n.01\\')\" -> \"Synset(\\'hunting_dog.n.01\\')\";\\n\"Synset(\\'clog.n.01\\')\" -> \"Synset(\\'footwear.n.02\\')\";\\n\"Synset(\\'puzzle.n.02\\')\" -> \"Synset(\\'game.n.09\\')\";\\n\"Synset(\\'raincoat.n.01\\')\" -> \"Synset(\\'coat.n.01\\')\";\\n\"Synset(\\'fish.n.01\\')\" -> \"Synset(\\'aquatic_vertebrate.n.01\\')\";\\n\"Synset(\\'ray.n.07\\')\" -> \"Synset(\\'elasmobranch.n.01\\')\";\\n\"Synset(\\'teleost_fish.n.01\\')\" -> \"Synset(\\'bony_fish.n.01\\')\";\\n\"Synset(\\'plant_part.n.01\\')\" -> \"Synset(\\'natural_object.n.01\\')\";\\n\"Synset(\\'piano.n.01\\')\" -> \"Synset(\\'stringed_instrument.n.01\\')\";\\n\"Synset(\\'canine.n.02\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'kelpie.n.02\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'toiletry.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'rig.n.01\\')\" -> \"Synset(\\'gear.n.04\\')\";\\n\"Synset(\\'power_tool.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'warplane.n.01\\')\" -> \"Synset(\\'military_vehicle.n.01\\')\";\\n\"Synset(\\'door.n.01\\')\" -> \"Synset(\\'movable_barrier.n.01\\')\";\\n\"Synset(\\'harp.n.01\\')\" -> \"Synset(\\'chordophone.n.01\\')\";\\n\"Synset(\\'cliff_dwelling.n.01\\')\" -> \"Synset(\\'dwelling.n.01\\')\";\\n\"Synset(\\'ram.n.05\\')\" -> \"Synset(\\'sheep.n.01\\')\";\\n\"Synset(\\'screwdriver.n.01\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'pelecaniform_seabird.n.01\\')\" -> \"Synset(\\'seabird.n.01\\')\";\\n\"Synset(\\'hook.n.04\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'american_coot.n.01\\')\" -> \"Synset(\\'coot.n.01\\')\";\\n\"Synset(\\'analog_computer.n.01\\')\" -> \"Synset(\\'computer.n.01\\')\";\\n\"Synset(\\'persian_cat.n.01\\')\" -> \"Synset(\\'domestic_cat.n.01\\')\";\\n\"Synset(\\'bar.n.08\\')\" -> \"Synset(\\'barrier.n.03\\')\";\\n\"Synset(\\'sorrel.n.05\\')\" -> \"Synset(\\'horse.n.01\\')\";\\n\"Synset(\\'puck.n.02\\')\" -> \"Synset(\\'disk.n.02\\')\";\\n\"Synset(\\'finch.n.01\\')\" -> \"Synset(\\'oscine.n.01\\')\";\\n\"Synset(\\'toy_poodle.n.01\\')\" -> \"Synset(\\'poodle.n.01\\')\";\\n\"Synset(\\'ballplayer.n.01\\')\" -> \"Synset(\\'athlete.n.01\\')\";\\n\"Synset(\\'cushion.n.03\\')\" -> \"Synset(\\'padding.n.01\\')\";\\n\"Synset(\\'bowl.n.03\\')\" -> \"Synset(\\'dish.n.01\\')\";\\n\"Synset(\\'desk.n.01\\')\" -> \"Synset(\\'table.n.02\\')\";\\n\"Synset(\\'coelenterate.n.01\\')\" -> \"Synset(\\'invertebrate.n.01\\')\";\\n\"Synset(\\'attribute.n.02\\')\" -> \"Synset(\\'abstraction.n.06\\')\";\\n\"Synset(\\'container.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'petri_dish.n.01\\')\" -> \"Synset(\\'dish.n.01\\')\";\\n\"Synset(\\'spindle.n.04\\')\" -> \"Synset(\\'stick.n.01\\')\";\\n\"Synset(\\'hair_slide.n.01\\')\" -> \"Synset(\\'clip.n.03\\')\";\\n\"Synset(\\'workplace.n.01\\')\" -> \"Synset(\\'geographic_point.n.01\\')\";\\n\"Synset(\\'soup_bowl.n.01\\')\" -> \"Synset(\\'bowl.n.03\\')\";\\n\"Synset(\\'hotdog.n.02\\')\" -> \"Synset(\\'sandwich.n.01\\')\";\\n\"Synset(\\'warplane.n.01\\')\" -> \"Synset(\\'heavier-than-air_craft.n.01\\')\";\\n\"Synset(\\'desktop_computer.n.01\\')\" -> \"Synset(\\'personal_computer.n.01\\')\";\\n\"Synset(\\'grille.n.02\\')\" -> \"Synset(\\'grate.n.03\\')\";\\n\"Synset(\\'cracker.n.01\\')\" -> \"Synset(\\'bread.n.01\\')\";\\n\"Synset(\\'monastery.n.01\\')\" -> \"Synset(\\'religious_residence.n.01\\')\";\\n\"Synset(\\'dragonfly.n.01\\')\" -> \"Synset(\\'odonate.n.01\\')\";\\n\"Synset(\\'communication_system.n.01\\')\" -> \"Synset(\\'system.n.01\\')\";\\n\"Synset(\\'beer_glass.n.01\\')\" -> \"Synset(\\'glass.n.02\\')\";\\n\"Synset(\\'moving_van.n.01\\')\" -> \"Synset(\\'van.n.05\\')\";\\n\"Synset(\\'obelisk.n.01\\')\" -> \"Synset(\\'column.n.06\\')\";\\n\"Synset(\\'belgian_sheepdog.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'woodwind.n.01\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'harmonica.n.01\\')\" -> \"Synset(\\'free-reed_instrument.n.01\\')\";\\n\"Synset(\\'cup.n.06\\')\" -> \"Synset(\\'punch.n.02\\')\";\\n\"Synset(\\'american_black_bear.n.01\\')\" -> \"Synset(\\'bear.n.01\\')\";\\n\"Synset(\\'portable_computer.n.01\\')\" -> \"Synset(\\'personal_computer.n.01\\')\";\\n\"Synset(\\'boat.n.01\\')\" -> \"Synset(\\'vessel.n.02\\')\";\\n\"Synset(\\'oscilloscope.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'chow.n.03\\')\" -> \"Synset(\\'spitz.n.01\\')\";\\n\"Synset(\\'winder.n.03\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'sphere.n.05\\')\" -> \"Synset(\\'round_shape.n.01\\')\";\\n\"Synset(\\'alligator_lizard.n.01\\')\" -> \"Synset(\\'anguid_lizard.n.01\\')\";\\n\"Synset(\\'visual_signal.n.01\\')\" -> \"Synset(\\'signal.n.01\\')\";\\n\"Synset(\\'shoji.n.01\\')\" -> \"Synset(\\'screen.n.04\\')\";\\n\"Synset(\\'papillon.n.01\\')\" -> \"Synset(\\'toy_spaniel.n.01\\')\";\\n\"Synset(\\'ballpoint.n.01\\')\" -> \"Synset(\\'pen.n.01\\')\";\\n\"Synset(\\'guitar.n.01\\')\" -> \"Synset(\\'stringed_instrument.n.01\\')\";\\n\"Synset(\\'golf_equipment.n.01\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'norwegian_elkhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'brake.n.01\\')\" -> \"Synset(\\'restraint.n.06\\')\";\\n\"Synset(\\'angiosperm.n.01\\')\" -> \"Synset(\\'spermatophyte.n.01\\')\";\\n\"Synset(\\'sealyham_terrier.n.01\\')\" -> \"Synset(\\'welsh_terrier.n.01\\')\";\\n\"Synset(\\'redshank.n.01\\')\" -> \"Synset(\\'sandpiper.n.01\\')\";\\n\"Synset(\\'cat.n.01\\')\" -> \"Synset(\\'feline.n.01\\')\";\\n\"Synset(\\'pizza.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'basin.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'leafhopper.n.01\\')\" -> \"Synset(\\'homopterous_insect.n.01\\')\";\\n\"Synset(\\'eating_apple.n.01\\')\" -> \"Synset(\\'apple.n.01\\')\";\\n\"Synset(\\'opener.n.03\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'aquatic_mammal.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'labrador_retriever.n.01\\')\" -> \"Synset(\\'retriever.n.01\\')\";\\n\"Synset(\\'slug.n.07\\')\" -> \"Synset(\\'gastropod.n.01\\')\";\\n\"Synset(\\'sports_car.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'chain.n.03\\')\" -> \"Synset(\\'ligament.n.02\\')\";\\n\"Synset(\\'cyprinid.n.01\\')\" -> \"Synset(\\'cypriniform_fish.n.01\\')\";\\n\"Synset(\\'jellyfish.n.02\\')\" -> \"Synset(\\'coelenterate.n.01\\')\";\\n\"Synset(\\'bedclothes.n.01\\')\" -> \"Synset(\\'cloth_covering.n.01\\')\";\\n\"Synset(\\'coral_fungus.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'footwear.n.02\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'whiskey_jug.n.01\\')\" -> \"Synset(\\'jug.n.01\\')\";\\n\"Synset(\\'bulbul.n.01\\')\" -> \"Synset(\\'nightingale.n.01\\')\";\\n\"Synset(\\'obstruction.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'police_van.n.01\\')\" -> \"Synset(\\'van.n.05\\')\";\\n\"Synset(\\'landing.n.02\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'tiger_beetle.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'soup.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'briard.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'military_vehicle.n.01\\')\" -> \"Synset(\\'vehicle.n.01\\')\";\\n\"Synset(\\'location.n.01\\')\" -> \"Synset(\\'object.n.01\\')\";\\n\"Synset(\\'powder.n.03\\')\" -> \"Synset(\\'medicine.n.02\\')\";\\n\"Synset(\\'utensil.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'prison.n.01\\')\" -> \"Synset(\\'correctional_institution.n.01\\')\";\\n\"Synset(\\'thrush.n.03\\')\" -> \"Synset(\\'oscine.n.01\\')\";\\n\"Synset(\\'electronic_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'green_lizard.n.01\\')\" -> \"Synset(\\'lacertid_lizard.n.01\\')\";\\n\"Synset(\\'fur_coat.n.01\\')\" -> \"Synset(\\'coat.n.01\\')\";\\n\"Synset(\\'oilseed.n.01\\')\" -> \"Synset(\\'seed.n.01\\')\";\\n\"Synset(\\'bony_fish.n.01\\')\" -> \"Synset(\\'fish.n.01\\')\";\\n\"Synset(\\'echidna.n.02\\')\" -> \"Synset(\\'monotreme.n.01\\')\";\\n\"Synset(\\'causal_agent.n.01\\')\" -> \"Synset(\\'physical_entity.n.01\\')\";\\n\"Synset(\\'cabbage_butterfly.n.01\\')\" -> \"Synset(\\'pierid.n.01\\')\";\\n\"Synset(\\'monkey.n.01\\')\" -> \"Synset(\\'primate.n.02\\')\";\\n\"Synset(\\'starfish.n.01\\')\" -> \"Synset(\\'echinoderm.n.01\\')\";\\n\"Synset(\\'cock.n.05\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'shed.n.01\\')\" -> \"Synset(\\'outbuilding.n.01\\')\";\\n\"Synset(\\'golfcart.n.01\\')\" -> \"Synset(\\'golf_equipment.n.01\\')\";\\n\"Synset(\\'kit_fox.n.01\\')\" -> \"Synset(\\'fox.n.01\\')\";\\n\"Synset(\\'rock_beauty.n.01\\')\" -> \"Synset(\\'butterfly_fish.n.01\\')\";\\n\"Synset(\\'gas_pump.n.01\\')\" -> \"Synset(\\'pump.n.01\\')\";\\n\"Synset(\\'natural_object.n.01\\')\" -> \"Synset(\\'whole.n.02\\')\";\\n\"Synset(\\'warship.n.01\\')\" -> \"Synset(\\'military_vehicle.n.01\\')\";\\n\"Synset(\\'academic_gown.n.01\\')\" -> \"Synset(\\'gown.n.05\\')\";\\n\"Synset(\\'remote_control.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'llama.n.01\\')\" -> \"Synset(\\'even-toed_ungulate.n.01\\')\";\\n\"Synset(\\'passerine.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'press.n.02\\')\" -> \"Synset(\\'print_media.n.01\\')\";\\n\"Synset(\\'hamburger.n.01\\')\" -> \"Synset(\\'sandwich.n.01\\')\";\\n\"Synset(\\'croquet_equipment.n.01\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'compass.n.01\\')\" -> \"Synset(\\'navigational_instrument.n.01\\')\";\\n\"Synset(\\'dungeness_crab.n.02\\')\" -> \"Synset(\\'crab.n.01\\')\";\\n\"Synset(\\'mud_turtle.n.01\\')\" -> \"Synset(\\'turtle.n.02\\')\";\\n\"Synset(\\'oar.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'electrical_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'daisy.n.01\\')\" -> \"Synset(\\'flower.n.01\\')\";\\n\"Synset(\\'breakwater.n.01\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'toucan.n.01\\')\" -> \"Synset(\\'piciform_bird.n.01\\')\";\\n\"Synset(\\'ocarina.n.01\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'blind.n.03\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'projectile.n.01\\')\" -> \"Synset(\\'weapon.n.01\\')\";\\n\"Synset(\\'measuring_instrument.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'barn.n.01\\')\" -> \"Synset(\\'farm_building.n.01\\')\";\\n\"Synset(\\'pointer.n.04\\')\" -> \"Synset(\\'sporting_dog.n.01\\')\";\\n\"Synset(\\'hairpiece.n.01\\')\" -> \"Synset(\\'attire.n.01\\')\";\\n\"Synset(\\'ape.n.01\\')\" -> \"Synset(\\'primate.n.02\\')\";\\n\"Synset(\\'crockery.n.01\\')\" -> \"Synset(\\'tableware.n.01\\')\";\\n\"Synset(\\'walking_stick.n.02\\')\" -> \"Synset(\\'phasmid.n.01\\')\";\\n\"Synset(\\'seashore.n.01\\')\" -> \"Synset(\\'shore.n.01\\')\";\\n\"Synset(\\'purple_gallinule.n.01\\')\" -> \"Synset(\\'gallinule.n.01\\')\";\\n\"Synset(\\'standard_schnauzer.n.01\\')\" -> \"Synset(\\'schnauzer.n.01\\')\";\\n\"Synset(\\'jackfruit.n.02\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'saltshaker.n.01\\')\" -> \"Synset(\\'shaker.n.03\\')\";\\n\"Synset(\\'cabinet.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'rapeseed.n.01\\')\" -> \"Synset(\\'oilseed.n.01\\')\";\\n\"Synset(\\'lycaenid.n.01\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'hip.n.05\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'lakeside.n.01\\')\" -> \"Synset(\\'shore.n.01\\')\";\\n\"Synset(\\'trolleybus.n.01\\')\" -> \"Synset(\\'bus.n.01\\')\";\\n\"Synset(\\'tool.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'half_track.n.01\\')\" -> \"Synset(\\'tracked_vehicle.n.01\\')\";\\n\"Synset(\\'bannister.n.02\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'equine.n.01\\')\" -> \"Synset(\\'odd-toed_ungulate.n.01\\')\";\\n\"Synset(\\'parallel_bars.n.01\\')\" -> \"Synset(\\'gymnastic_apparatus.n.01\\')\";\\n\"Synset(\\'patio.n.01\\')\" -> \"Synset(\\'area.n.05\\')\";\\n\"Synset(\\'sea_cucumber.n.01\\')\" -> \"Synset(\\'echinoderm.n.01\\')\";\\n\"Synset(\\'staffordshire_bullterrier.n.01\\')\" -> \"Synset(\\'bullterrier.n.01\\')\";\\n\"Synset(\\'computer.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'mantis.n.01\\')\" -> \"Synset(\\'dictyopterous_insect.n.01\\')\";\\n\"Synset(\\'beetle.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'espresso_maker.n.01\\')\" -> \"Synset(\\'coffee_maker.n.01\\')\";\\n\"Synset(\\'wheel.n.01\\')\" -> \"Synset(\\'machine.n.04\\')\";\\n\"Synset(\\'thimble.n.02\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'spaghetti_sauce.n.01\\')\" -> \"Synset(\\'sauce.n.01\\')\";\\n\"Synset(\\'hand_blower.n.01\\')\" -> \"Synset(\\'dryer.n.01\\')\";\\n\"Synset(\\'hen-of-the-woods.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'snowmobile.n.01\\')\" -> \"Synset(\\'tracked_vehicle.n.01\\')\";\\n\"Synset(\\'hartebeest.n.01\\')\" -> \"Synset(\\'antelope.n.01\\')\";\\n\"Synset(\\'toyshop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'military_uniform.n.01\\')\" -> \"Synset(\\'uniform.n.01\\')\";\\n\"Synset(\\'tank.n.01\\')\" -> \"Synset(\\'armored_vehicle.n.01\\')\";\\n\"Synset(\\'microwave.n.02\\')\" -> \"Synset(\\'kitchen_appliance.n.01\\')\";\\n\"Synset(\\'fountain_pen.n.01\\')\" -> \"Synset(\\'pen.n.01\\')\";\\n\"Synset(\\'fig.n.04\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'footwear.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'black-and-tan_coonhound.n.01\\')\" -> \"Synset(\\'coonhound.n.01\\')\";\\n\"Synset(\\'phalanger.n.01\\')\" -> \"Synset(\\'marsupial.n.01\\')\";\\n\"Synset(\\'marmot.n.01\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'whippet.n.01\\')\" -> \"Synset(\\'greyhound.n.01\\')\";\\n\"Synset(\\'coraciiform_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'mercantile_establishment.n.01\\')\" -> \"Synset(\\'place_of_business.n.01\\')\";\\n\"Synset(\\'golf_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'magpie.n.01\\')\" -> \"Synset(\\'corvine_bird.n.01\\')\";\\n\"Synset(\\'scale.n.07\\')\" -> \"Synset(\\'measuring_instrument.n.01\\')\";\\n\"Synset(\\'drake.n.02\\')\" -> \"Synset(\\'duck.n.01\\')\";\\n\"Synset(\\'domestic_animal.n.01\\')\" -> \"Synset(\\'animal.n.01\\')\";\\n\"Synset(\\'sulphur_butterfly.n.01\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'pomeranian.n.01\\')\" -> \"Synset(\\'spitz.n.01\\')\";\\n\"Synset(\\'laptop.n.01\\')\" -> \"Synset(\\'portable_computer.n.01\\')\";\\n\"Synset(\\'bookcase.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'piggy_bank.n.01\\')\" -> \"Synset(\\'savings_bank.n.02\\')\";\\n\"Synset(\\'dinosaur.n.01\\')\" -> \"Synset(\\'archosaur.n.01\\')\";\\n\"Synset(\\'red_wolf.n.01\\')\" -> \"Synset(\\'wolf.n.01\\')\";\\n\"Synset(\\'proboscis_monkey.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'dessert.n.01\\')\" -> \"Synset(\\'course.n.07\\')\";\\n\"Synset(\\'neckwear.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'cetacean.n.01\\')\" -> \"Synset(\\'aquatic_mammal.n.01\\')\";\\n\"Synset(\\'frog.n.01\\')\" -> \"Synset(\\'amphibian.n.03\\')\";\\n\"Synset(\\'chime.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'lens_cap.n.01\\')\" -> \"Synset(\\'cap.n.04\\')\";\\n\"Synset(\\'cap.n.04\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'hand_blower.n.01\\')\" -> \"Synset(\\'blower.n.01\\')\";\\n\"Synset(\\'disguise.n.02\\')\" -> \"Synset(\\'attire.n.01\\')\";\\n\"Synset(\\'cassette.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'projector.n.02\\')\" -> \"Synset(\\'optical_instrument.n.01\\')\";\\n\"Synset(\\'bottlecap.n.01\\')\" -> \"Synset(\\'cap.n.02\\')\";\\n\"Synset(\\'mitten.n.01\\')\" -> \"Synset(\\'glove.n.02\\')\";\\n\"Synset(\\'lepidopterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'work.n.02\\')\" -> \"Synset(\\'product.n.02\\')\";\\n\"Synset(\\'tennis_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'ball.n.03\\')\" -> \"Synset(\\'sphere.n.05\\')\";\\n\"Synset(\\'theater_curtain.n.01\\')\" -> \"Synset(\\'curtain.n.01\\')\";\\n\"Synset(\\'sloth_bear.n.01\\')\" -> \"Synset(\\'bear.n.01\\')\";\\n\"Synset(\\'loafer.n.02\\')\" -> \"Synset(\\'shoe.n.01\\')\";\\n\"Synset(\\'implement.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'belt.n.02\\')\" -> \"Synset(\\'accessory.n.01\\')\";\\n\"Synset(\\'excavation.n.03\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'lawn_mower.n.01\\')\" -> \"Synset(\\'garden_tool.n.01\\')\";\\n\"Synset(\\'monitor.n.05\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'seed.n.01\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'baleen_whale.n.01\\')\" -> \"Synset(\\'whale.n.02\\')\";\\n\"Synset(\\'candle.n.01\\')\" -> \"Synset(\\'lamp.n.01\\')\";\\n\"Synset(\\'pheasant.n.01\\')\" -> \"Synset(\\'phasianid.n.01\\')\";\\n\"Synset(\\'turtle.n.02\\')\" -> \"Synset(\\'chelonian.n.01\\')\";\\n\"Synset(\\'broom.n.01\\')\" -> \"Synset(\\'cleaning_implement.n.01\\')\";\\n\"Synset(\\'bicycle.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'beer_bottle.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'joystick.n.02\\')\" -> \"Synset(\\'control.n.09\\')\";\\n\"Synset(\\'giant_panda.n.01\\')\" -> \"Synset(\\'procyonid.n.01\\')\";\\n\"Synset(\\'office_furniture.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'border_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'screen.n.05\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'percussion_instrument.n.01\\')\" -> \"Synset(\\'musical_instrument.n.01\\')\";\\n\"Synset(\\'retriever.n.01\\')\" -> \"Synset(\\'sporting_dog.n.01\\')\";\\n\"Synset(\\'lakeland_terrier.n.01\\')\" -> \"Synset(\\'wirehair.n.01\\')\";\\n\"Synset(\\'jacket.n.02\\')\" -> \"Synset(\\'wrapping.n.01\\')\";\\n\"Synset(\\'covering.n.02\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'bar.n.08\\')\" -> \"Synset(\\'ridge.n.01\\')\";\\n\"Synset(\\'schipperke.n.01\\')\" -> \"Synset(\\'watchdog.n.02\\')\";\\n\"Synset(\\'ice_cream.n.01\\')\" -> \"Synset(\\'frozen_dessert.n.01\\')\";\\n\"Synset(\\'course.n.07\\')\" -> \"Synset(\\'nutriment.n.01\\')\";\\n\"Synset(\\'post.n.04\\')\" -> \"Synset(\\'upright.n.01\\')\";\\n\"Synset(\\'case.n.05\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'foodstuff.n.02\\')\" -> \"Synset(\\'food.n.01\\')\";\\n\"Synset(\\'woodenware.n.01\\')\" -> \"Synset(\\'ware.n.01\\')\";\\n\"Synset(\\'printer.n.02\\')\" -> \"Synset(\\'peripheral.n.01\\')\";\\n\"Synset(\\'lotion.n.01\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'submarine.n.01\\')\" -> \"Synset(\\'submersible.n.02\\')\";\\n\"Synset(\\'carpenter\\'s_kit.n.01\\')\" -> \"Synset(\\'kit.n.02\\')\";\\n\"Synset(\\'keeshond.n.01\\')\" -> \"Synset(\\'spitz.n.01\\')\";\\n\"Synset(\\'cocker_spaniel.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'cabbage.n.01\\')\" -> \"Synset(\\'cruciferous_vegetable.n.01\\')\";\\n\"Synset(\\'airfoil.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'eel.n.02\\')\" -> \"Synset(\\'soft-finned_fish.n.01\\')\";\\n\"Synset(\\'cistern.n.03\\')\" -> \"Synset(\\'pool.n.01\\')\";\\n\"Synset(\\'goldfinch.n.02\\')\" -> \"Synset(\\'finch.n.01\\')\";\\n\"Synset(\\'hermit_crab.n.01\\')\" -> \"Synset(\\'decapod_crustacean.n.01\\')\";\\n\"Synset(\\'english_foxhound.n.01\\')\" -> \"Synset(\\'foxhound.n.01\\')\";\\n\"Synset(\\'frozen_dessert.n.01\\')\" -> \"Synset(\\'dessert.n.01\\')\";\\n\"Synset(\\'edible_fruit.n.01\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'sock.n.01\\')\" -> \"Synset(\\'hosiery.n.01\\')\";\\n\"Synset(\\'coffee_maker.n.01\\')\" -> \"Synset(\\'kitchen_appliance.n.01\\')\";\\n\"Synset(\\'disk.n.02\\')\" -> \"Synset(\\'circle.n.08\\')\";\\n\"Synset(\\'cassette_player.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'ant.n.01\\')\" -> \"Synset(\\'hymenopterous_insect.n.01\\')\";\\n\"Synset(\\'tibetan_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'optical_instrument.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'mask.n.04\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'berry.n.01\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'coonhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'springer_spaniel.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'triumphal_arch.n.01\\')\" -> \"Synset(\\'arch.n.04\\')\";\\n\"Synset(\\'adhesive_bandage.n.01\\')\" -> \"Synset(\\'bandage.n.01\\')\";\\n\"Synset(\\'organism.n.01\\')\" -> \"Synset(\\'living_thing.n.01\\')\";\\n\"Synset(\\'duplicator.n.01\\')\" -> \"Synset(\\'apparatus.n.01\\')\";\\n\"Synset(\\'maltese_dog.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'bittern.n.01\\')\" -> \"Synset(\\'heron.n.02\\')\";\\n\"Synset(\\'fox_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'soap_dispenser.n.01\\')\" -> \"Synset(\\'dispenser.n.01\\')\";\\n\"Synset(\\'cello.n.01\\')\" -> \"Synset(\\'bowed_stringed_instrument.n.01\\')\";\\n\"Synset(\\'knot.n.02\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'drug_of_abuse.n.01\\')\" -> \"Synset(\\'drug.n.01\\')\";\\n\"Synset(\\'musical_instrument.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'ball.n.01\\')\" -> \"Synset(\\'game_equipment.n.01\\')\";\\n\"Synset(\\'sturgeon.n.01\\')\" -> \"Synset(\\'ganoid.n.01\\')\";\\n\"Synset(\\'partridge.n.03\\')\" -> \"Synset(\\'phasianid.n.01\\')\";\\n\"Synset(\\'cheetah.n.01\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'proboscidean.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'grey_fox.n.01\\')\" -> \"Synset(\\'fox.n.01\\')\";\\n\"Synset(\\'swimsuit.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'receptacle.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'chain_mail.n.01\\')\" -> \"Synset(\\'body_armor.n.01\\')\";\\n\"Synset(\\'curly-coated_retriever.n.01\\')\" -> \"Synset(\\'retriever.n.01\\')\";\\n\"Synset(\\'keyboard_instrument.n.01\\')\" -> \"Synset(\\'musical_instrument.n.01\\')\";\\n\"Synset(\\'crock_pot.n.01\\')\" -> \"Synset(\\'cooker.n.01\\')\";\\n\"Synset(\\'eskimo_dog.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'geyser.n.01\\')\" -> \"Synset(\\'spring.n.03\\')\";\\n\"Synset(\\'burrito.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'dish.n.02\\')\" -> \"Synset(\\'nutriment.n.01\\')\";\\n\"Synset(\\'lamp.n.02\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'acorn.n.01\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'table.n.02\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'box_turtle.n.01\\')\" -> \"Synset(\\'turtle.n.02\\')\";\\n\"Synset(\\'gong.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'limpkin.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'mousetrap.n.01\\')\" -> \"Synset(\\'trap.n.01\\')\";\\n\"Synset(\\'schnauzer.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'sled.n.01\\')\" -> \"Synset(\\'vehicle.n.01\\')\";\\n\"Synset(\\'zucchini.n.02\\')\" -> \"Synset(\\'summer_squash.n.02\\')\";\\n\"Synset(\\'wild_goat.n.01\\')\" -> \"Synset(\\'goat.n.01\\')\";\\n\"Synset(\\'ligament.n.02\\')\" -> \"Synset(\\'attachment.n.04\\')\";\\n\"Synset(\\'piece.n.01\\')\" -> \"Synset(\\'part.n.02\\')\";\\n\"Synset(\\'dung_beetle.n.01\\')\" -> \"Synset(\\'scarabaeid_beetle.n.01\\')\";\\n\"Synset(\\'hen.n.02\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'pin.n.09\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'espresso.n.01\\')\" -> \"Synset(\\'coffee.n.01\\')\";\\n\"Synset(\\'marmoset.n.01\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'seal.n.09\\')\" -> \"Synset(\\'pinniped_mammal.n.01\\')\";\\n\"Synset(\\'measuring_cup.n.01\\')\" -> \"Synset(\\'measure.n.09\\')\";\\n\"Synset(\\'long-horned_beetle.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'steel_drum.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'swimming_trunks.n.01\\')\" -> \"Synset(\\'swimsuit.n.01\\')\";\\n\"Synset(\\'watch.n.01\\')\" -> \"Synset(\\'timepiece.n.01\\')\";\\n\"Synset(\\'trailer_truck.n.01\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'frilled_lizard.n.01\\')\" -> \"Synset(\\'agamid.n.01\\')\";\\n\"Synset(\\'sharpener.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'agaric.n.02\\')\" -> \"Synset(\\'basidiomycete.n.01\\')\";\\n\"Synset(\\'tusker.n.01\\')\" -> \"Synset(\\'mammal.n.01\\')\";\\n\"Synset(\\'rocket.n.01\\')\" -> \"Synset(\\'vehicle.n.01\\')\";\\n\"Synset(\\'religious_residence.n.01\\')\" -> \"Synset(\\'residence.n.02\\')\";\\n\"Synset(\\'arthropod.n.01\\')\" -> \"Synset(\\'invertebrate.n.01\\')\";\\n\"Synset(\\'pier.n.03\\')\" -> \"Synset(\\'support.n.10\\')\";\\n\"Synset(\\'indian_elephant.n.01\\')\" -> \"Synset(\\'elephant.n.01\\')\";\\n\"Synset(\\'design.n.04\\')\" -> \"Synset(\\'decoration.n.01\\')\";\\n\"Synset(\\'lhasa.n.02\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'washbasin.n.02\\')\" -> \"Synset(\\'basin.n.01\\')\";\\n\"Synset(\\'palace.n.04\\')\" -> \"Synset(\\'residence.n.02\\')\";\\n\"Synset(\\'mexican_hairless.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'workwear.n.01\\')\" -> \"Synset(\\'apparel.n.01\\')\";\\n\"Synset(\\'apiary.n.01\\')\" -> \"Synset(\\'shed.n.01\\')\";\\n\"Synset(\\'altar.n.02\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'boston_bull.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'umbrella.n.01\\')\" -> \"Synset(\\'canopy.n.03\\')\";\\n\"Synset(\\'pepper.n.04\\')\" -> \"Synset(\\'solanaceous_vegetable.n.01\\')\";\\n\"Synset(\\'barbershop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'slide_rule.n.01\\')\" -> \"Synset(\\'analog_computer.n.01\\')\";\\n\"Synset(\\'sweater.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'marketplace.n.02\\')\" -> \"Synset(\\'mercantile_establishment.n.01\\')\";\\n\"Synset(\\'gibbon.n.02\\')\" -> \"Synset(\\'lesser_ape.n.01\\')\";\\n\"Synset(\\'ipod.n.01\\')\" -> \"Synset(\\'stereo.n.01\\')\";\\n\"Synset(\\'edge_tool.n.01\\')\" -> \"Synset(\\'cutter.n.06\\')\";\\n\"Synset(\\'lionfish.n.01\\')\" -> \"Synset(\\'scorpaenid.n.01\\')\";\\n\"Synset(\\'goblet.n.01\\')\" -> \"Synset(\\'glass.n.02\\')\";\\n\"Synset(\\'natural_elevation.n.01\\')\" -> \"Synset(\\'geological_formation.n.01\\')\";\\n\"Synset(\\'bowed_stringed_instrument.n.01\\')\" -> \"Synset(\\'stringed_instrument.n.01\\')\";\\n\"Synset(\\'entertainment_center.n.01\\')\" -> \"Synset(\\'wall_unit.n.01\\')\";\\n\"Synset(\\'vessel.n.03\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'packet.n.03\\')\" -> \"Synset(\\'package.n.02\\')\";\\n\"Synset(\\'skunk.n.04\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'electric_ray.n.01\\')\" -> \"Synset(\\'ray.n.07\\')\";\\n\"Synset(\\'bonnet.n.01\\')\" -> \"Synset(\\'hat.n.01\\')\";\\n\"Synset(\\'digital_clock.n.01\\')\" -> \"Synset(\\'clock.n.01\\')\";\\n\"Synset(\\'killer_whale.n.01\\')\" -> \"Synset(\\'dolphin.n.02\\')\";\\n\"Synset(\\'torch.n.01\\')\" -> \"Synset(\\'light.n.02\\')\";\\n\"Synset(\\'bald_eagle.n.01\\')\" -> \"Synset(\\'eagle.n.01\\')\";\\n\"Synset(\\'indigo_bunting.n.01\\')\" -> \"Synset(\\'bunting.n.02\\')\";\\n\"Synset(\\'reef.n.01\\')\" -> \"Synset(\\'ridge.n.01\\')\";\\n\"Synset(\\'prayer_rug.n.01\\')\" -> \"Synset(\\'rug.n.01\\')\";\\n\"Synset(\\'protective_covering.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'sheep.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'toilet_seat.n.01\\')\" -> \"Synset(\\'seat.n.03\\')\";\\n\"Synset(\\'lighter.n.02\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'polaroid_camera.n.01\\')\" -> \"Synset(\\'camera.n.01\\')\";\\n\"Synset(\\'spring.n.03\\')\" -> \"Synset(\\'geological_formation.n.01\\')\";\\n\"Synset(\\'butterfly.n.01\\')\" -> \"Synset(\\'lepidopterous_insect.n.01\\')\";\\n\"Synset(\\'king_crab.n.03\\')\" -> \"Synset(\\'crab.n.01\\')\";\\n\"Synset(\\'organ.n.05\\')\" -> \"Synset(\\'keyboard_instrument.n.01\\')\";\\n\"Synset(\\'safe.n.01\\')\" -> \"Synset(\\'strongbox.n.01\\')\";\\n\"Synset(\\'bighorn.n.02\\')\" -> \"Synset(\\'mountain_sheep.n.01\\')\";\\n\"Synset(\\'leporid.n.01\\')\" -> \"Synset(\\'lagomorph.n.01\\')\";\\n\"Synset(\\'black_swan.n.01\\')\" -> \"Synset(\\'swan.n.01\\')\";\\n\"Synset(\\'swing.n.02\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'stethoscope.n.01\\')\" -> \"Synset(\\'medical_instrument.n.01\\')\";\\n\"Synset(\\'worm_fence.n.01\\')\" -> \"Synset(\\'rail_fence.n.01\\')\";\\n\"Synset(\\'old_english_sheepdog.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'curtain.n.01\\')\" -> \"Synset(\\'blind.n.03\\')\";\\n\"Synset(\\'memory_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'ruddy_turnstone.n.01\\')\" -> \"Synset(\\'turnstone.n.01\\')\";\\n\"Synset(\\'envelope.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'memorial.n.03\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'sailing_vessel.n.01\\')\" -> \"Synset(\\'vessel.n.02\\')\";\\n\"Synset(\\'pomegranate.n.02\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'squash.n.02\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'rocking_chair.n.01\\')\" -> \"Synset(\\'chair.n.01\\')\";\\n\"Synset(\\'newfoundland.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'modem.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'tree_frog.n.02\\')\" -> \"Synset(\\'frog.n.01\\')\";\\n\"Synset(\\'jeep.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'geological_formation.n.01\\')\" -> \"Synset(\\'object.n.01\\')\";\\n\"Synset(\\'kernel.n.02\\')\" -> \"Synset(\\'grain.n.07\\')\";\\n\"Synset(\\'brace.n.01\\')\" -> \"Synset(\\'strengthener.n.01\\')\";\\n\"Synset(\\'stick.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'ax.n.01\\')\" -> \"Synset(\\'edge_tool.n.01\\')\";\\n\"Synset(\\'padding.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'eggnog.n.01\\')\" -> \"Synset(\\'punch.n.02\\')\";\\n\"Synset(\\'solar_dish.n.01\\')\" -> \"Synset(\\'reflector.n.01\\')\";\\n\"Synset(\\'strongbox.n.01\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'pot.n.01\\')\" -> \"Synset(\\'cooking_utensil.n.01\\')\";\\n\"Synset(\\'standard_poodle.n.01\\')\" -> \"Synset(\\'poodle.n.01\\')\";\\n\"Synset(\\'dolphin.n.02\\')\" -> \"Synset(\\'toothed_whale.n.01\\')\";\\n\"Synset(\\'mashed_potato.n.01\\')\" -> \"Synset(\\'potato.n.01\\')\";\\n\"Synset(\\'schooner.n.02\\')\" -> \"Synset(\\'sailing_vessel.n.01\\')\";\\n\"Synset(\\'marsupial.n.01\\')\" -> \"Synset(\\'metatherian.n.01\\')\";\\n\"Synset(\\'pinscher.n.01\\')\" -> \"Synset(\\'watchdog.n.02\\')\";\\n\"Synset(\\'elephant.n.01\\')\" -> \"Synset(\\'pachyderm.n.01\\')\";\\n\"Synset(\\'terrapin.n.01\\')\" -> \"Synset(\\'turtle.n.02\\')\";\\n\"Synset(\\'trailer.n.04\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'rule.n.12\\')\" -> \"Synset(\\'measuring_stick.n.01\\')\";\\n\"Synset(\\'wooden_spoon.n.02\\')\" -> \"Synset(\\'spoon.n.01\\')\";\\n\"Synset(\\'hare.n.01\\')\" -> \"Synset(\\'leporid.n.01\\')\";\\n\"Synset(\\'salmon.n.01\\')\" -> \"Synset(\\'salmonid.n.01\\')\";\\n\"Synset(\\'wardrobe.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'heavier-than-air_craft.n.01\\')\" -> \"Synset(\\'aircraft.n.01\\')\";\\n\"Synset(\\'liner.n.04\\')\" -> \"Synset(\\'passenger_ship.n.01\\')\";\\n\"Synset(\\'switch.n.01\\')\" -> \"Synset(\\'control.n.09\\')\";\\n\"Synset(\\'coil.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'banjo.n.01\\')\" -> \"Synset(\\'stringed_instrument.n.01\\')\";\\n\"Synset(\\'house.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'dwelling.n.01\\')\" -> \"Synset(\\'housing.n.01\\')\";\\n\"Synset(\\'nipple.n.02\\')\" -> \"Synset(\\'cap.n.02\\')\";\\n\"Synset(\\'spacecraft.n.01\\')\" -> \"Synset(\\'satellite.n.01\\')\";\\n\"Synset(\\'game.n.09\\')\" -> \"Synset(\\'game_equipment.n.01\\')\";\\n\"Synset(\\'light.n.02\\')\" -> \"Synset(\\'source_of_illumination.n.01\\')\";\\n\"Synset(\\'saint_bernard.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'radio_telescope.n.01\\')\" -> \"Synset(\\'astronomical_telescope.n.01\\')\";\\n\"Synset(\\'overgarment.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'meat_loaf.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'bow.n.04\\')\" -> \"Synset(\\'weapon.n.01\\')\";\\n\"Synset(\\'meter.n.02\\')\" -> \"Synset(\\'measuring_instrument.n.01\\')\";\\n\"Synset(\\'telephone.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'minivan.n.01\\')\" -> \"Synset(\\'passenger_van.n.01\\')\";\\n\"Synset(\\'gecko.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'photographic_equipment.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'whale.n.02\\')\" -> \"Synset(\\'cetacean.n.01\\')\";\\n\"Synset(\\'vulture.n.01\\')\" -> \"Synset(\\'bird_of_prey.n.01\\')\";\\n\"Synset(\\'sunglass.n.01\\')\" -> \"Synset(\\'converging_lens.n.01\\')\";\\n\"Synset(\\'streetcar.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'alcohol.n.01\\')\" -> \"Synset(\\'drug_of_abuse.n.01\\')\";\\n\"Synset(\\'bed.n.01\\')\" -> \"Synset(\\'bedroom_furniture.n.01\\')\";\\n\"Synset(\\'robin.n.02\\')\" -> \"Synset(\\'thrush.n.03\\')\";\\n\"Synset(\\'airplane.n.01\\')\" -> \"Synset(\\'heavier-than-air_craft.n.01\\')\";\\n\"Synset(\\'cuculiform_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'bookshop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'kit.n.02\\')\" -> \"Synset(\\'gear.n.04\\')\";\\n\"Synset(\\'drilling_platform.n.01\\')\" -> \"Synset(\\'drill_rig.n.01\\')\";\\n\"Synset(\\'invertebrate.n.01\\')\" -> \"Synset(\\'animal.n.01\\')\";\\n\"Synset(\\'timepiece.n.01\\')\" -> \"Synset(\\'measuring_instrument.n.01\\')\";\\n\"Synset(\\'syringe.n.01\\')\" -> \"Synset(\\'medical_instrument.n.01\\')\";\\n\"Synset(\\'cairn.n.02\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'damselfish.n.01\\')\" -> \"Synset(\\'percoid_fish.n.01\\')\";\\n\"Synset(\\'strengthener.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'contestant.n.01\\')\" -> \"Synset(\\'person.n.01\\')\";\\n\"Synset(\\'shetland_sheepdog.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'establishment.n.04\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'slot_machine.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'venomous_lizard.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'durables.n.01\\')\" -> \"Synset(\\'consumer_goods.n.01\\')\";\\n\"Synset(\\'cloth_covering.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'hair_spray.n.01\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'chordophone.n.01\\')\" -> \"Synset(\\'stringed_instrument.n.01\\')\";\\n\"Synset(\\'pome.n.01\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'mountain_sheep.n.01\\')\" -> \"Synset(\\'wild_sheep.n.01\\')\";\\n\"Synset(\\'headdress.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'church.n.02\\')\" -> \"Synset(\\'place_of_worship.n.01\\')\";\\n\"Synset(\\'gazelle.n.01\\')\" -> \"Synset(\\'antelope.n.01\\')\";\\n\"Synset(\\'shopping_basket.n.01\\')\" -> \"Synset(\\'basket.n.01\\')\";\\n\"Synset(\\'hymenopterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'pen.n.01\\')\" -> \"Synset(\\'writing_implement.n.01\\')\";\\n\"Synset(\\'medicine.n.02\\')\" -> \"Synset(\\'drug.n.01\\')\";\\n\"Synset(\\'groenendael.n.01\\')\" -> \"Synset(\\'belgian_sheepdog.n.01\\')\";\\n\"Synset(\\'part.n.02\\')\" -> \"Synset(\\'object.n.01\\')\";\\n\"Synset(\\'whistle.n.04\\')\" -> \"Synset(\\'signaling_device.n.01\\')\";\\n\"Synset(\\'turnstile.n.01\\')\" -> \"Synset(\\'gate.n.01\\')\";\\n\"Synset(\\'rotisserie.n.01\\')\" -> \"Synset(\\'oven.n.01\\')\";\\n\"Synset(\\'bouvier_des_flandres.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'home_theater.n.01\\')\" -> \"Synset(\\'theater.n.01\\')\";\\n\"Synset(\\'ceratopsian.n.01\\')\" -> \"Synset(\\'ornithischian.n.01\\')\";\\n\"Synset(\\'punch.n.02\\')\" -> \"Synset(\\'mixed_drink.n.01\\')\";\\n\"Synset(\\'person.n.01\\')\" -> \"Synset(\\'organism.n.01\\')\";\\n\"Synset(\\'spider_monkey.n.01\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'signal.n.01\\')\" -> \"Synset(\\'communication.n.02\\')\";\\n\"Synset(\\'crayfish.n.03\\')\" -> \"Synset(\\'decapod_crustacean.n.01\\')\";\\n\"Synset(\\'mushroom.n.05\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'bath_linen.n.01\\')\" -> \"Synset(\\'linen.n.03\\')\";\\n\"Synset(\\'abacus.n.02\\')\" -> \"Synset(\\'calculator.n.02\\')\";\\n\"Synset(\\'ship.n.01\\')\" -> \"Synset(\\'vessel.n.02\\')\";\\n\"Synset(\\'runner.n.09\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'pug.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'farm_building.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'pick.n.05\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'tank.n.01\\')\" -> \"Synset(\\'military_vehicle.n.01\\')\";\\n\"Synset(\\'grate.n.03\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'bell_cote.n.01\\')\" -> \"Synset(\\'shelter.n.02\\')\";\\n\"Synset(\\'cutter.n.06\\')\" -> \"Synset(\\'cutting_implement.n.01\\')\";\\n\"Synset(\\'digital_watch.n.01\\')\" -> \"Synset(\\'watch.n.01\\')\";\\n\"Synset(\\'steel_arch_bridge.n.01\\')\" -> \"Synset(\\'bridge.n.01\\')\";\\n\"Synset(\\'echinoderm.n.01\\')\" -> \"Synset(\\'invertebrate.n.01\\')\";\\n\"Synset(\\'oboe.n.01\\')\" -> \"Synset(\\'double-reed_instrument.n.01\\')\";\\n\"Synset(\\'blower.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'free-reed_instrument.n.01\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'passenger_train.n.01\\')\" -> \"Synset(\\'train.n.01\\')\";\\n\"Synset(\\'brittany_spaniel.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'eared_seal.n.01\\')\" -> \"Synset(\\'seal.n.09\\')\";\\n\"Synset(\\'working_dog.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'reflex_camera.n.01\\')\" -> \"Synset(\\'camera.n.01\\')\";\\n\"Synset(\\'tobacco_shop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'beating-reed_instrument.n.01\\')\" -> \"Synset(\\'woodwind.n.01\\')\";\\n\"Synset(\\'crate.n.01\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'pool_table.n.01\\')\" -> \"Synset(\\'table.n.02\\')\";\\n\"Synset(\\'grouse.n.02\\')\" -> \"Synset(\\'game_bird.n.01\\')\";\\n\"Synset(\\'washer.n.03\\')\" -> \"Synset(\\'white_goods.n.01\\')\";\\n\"Synset(\\'parachute.n.01\\')\" -> \"Synset(\\'rescue_equipment.n.01\\')\";\\n\"Synset(\\'sloth.n.02\\')\" -> \"Synset(\\'edentate.n.01\\')\";\\n\"Synset(\\'disk.n.02\\')\" -> \"Synset(\\'plate.n.02\\')\";\\n\"Synset(\\'restraint.n.06\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'wire-haired_fox_terrier.n.01\\')\" -> \"Synset(\\'fox_terrier.n.01\\')\";\\n\"Synset(\\'powder.n.03\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'gasmask.n.01\\')\" -> \"Synset(\\'mask.n.04\\')\";\\n\"Synset(\\'produce.n.01\\')\" -> \"Synset(\\'food.n.02\\')\";\\n\"Synset(\\'spaghetti_squash.n.02\\')\" -> \"Synset(\\'summer_squash.n.02\\')\";\\n\"Synset(\\'squirrel.n.01\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'christmas_stocking.n.01\\')\" -> \"Synset(\\'stocking.n.01\\')\";\\n\"Synset(\\'wok.n.01\\')\" -> \"Synset(\\'pan.n.01\\')\";\\n\"Synset(\\'seat_belt.n.01\\')\" -> \"Synset(\\'safety_belt.n.01\\')\";\\n\"Synset(\\'drumstick.n.02\\')\" -> \"Synset(\\'stick.n.01\\')\";\\n\"Synset(\\'hammer.n.02\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'pole.n.01\\')\" -> \"Synset(\\'rod.n.01\\')\";\\n\"Synset(\\'organ.n.05\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'fly.n.01\\')\" -> \"Synset(\\'dipterous_insect.n.01\\')\";\\n\"Synset(\\'bovid.n.01\\')\" -> \"Synset(\\'ruminant.n.01\\')\";\\n\"Synset(\\'shih-tzu.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'musteline_mammal.n.01\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'thimble.n.02\\')\" -> \"Synset(\\'cap.n.04\\')\";\\n\"Synset(\\'dutch_oven.n.01\\')\" -> \"Synset(\\'oven.n.01\\')\";\\n\"Synset(\\'planetarium.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'hound.n.01\\')\" -> \"Synset(\\'hunting_dog.n.01\\')\";\\n\"Synset(\\'car_wheel.n.01\\')\" -> \"Synset(\\'wheel.n.01\\')\";\\n\"Synset(\\'breastplate.n.01\\')\" -> \"Synset(\\'armor_plate.n.01\\')\";\\n\"Synset(\\'hourglass.n.01\\')\" -> \"Synset(\\'sandglass.n.01\\')\";\\n\"Synset(\\'stocking.n.01\\')\" -> \"Synset(\\'hosiery.n.01\\')\";\\n\"Synset(\\'binoculars.n.01\\')\" -> \"Synset(\\'optical_instrument.n.01\\')\";\\n\"Synset(\\'wood_rabbit.n.01\\')\" -> \"Synset(\\'rabbit.n.01\\')\";\\n\"Synset(\\'flavorer.n.01\\')\" -> \"Synset(\\'ingredient.n.03\\')\";\\n\"Synset(\\'handkerchief.n.01\\')\" -> \"Synset(\\'piece_of_cloth.n.01\\')\";\\n\"Synset(\\'joystick.n.02\\')\" -> \"Synset(\\'data_input_device.n.01\\')\";\\n\"Synset(\\'pachyderm.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'glass.n.02\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'tub.n.02\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'steam_locomotive.n.01\\')\" -> \"Synset(\\'locomotive.n.01\\')\";\\n\"Synset(\\'small_boat.n.01\\')\" -> \"Synset(\\'boat.n.01\\')\";\\n\"Synset(\\'mortar.n.03\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'malamute.n.01\\')\" -> \"Synset(\\'sled_dog.n.01\\')\";\\n\"Synset(\\'orthopterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'pump.n.01\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'water_bottle.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'coral_reef.n.01\\')\" -> \"Synset(\\'reef.n.01\\')\";\\n\"Synset(\\'homopterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'trombone.n.01\\')\" -> \"Synset(\\'brass.n.02\\')\";\\n\"Synset(\\'lifeboat.n.01\\')\" -> \"Synset(\\'sea_boat.n.01\\')\";\\n\"Synset(\\'anseriform_bird.n.01\\')\" -> \"Synset(\\'waterfowl.n.01\\')\";\\n\"Synset(\\'rubber_eraser.n.01\\')\" -> \"Synset(\\'eraser.n.01\\')\";\\n\"Synset(\\'spectacles.n.01\\')\" -> \"Synset(\\'optical_instrument.n.01\\')\";\\n\"Synset(\\'basketball.n.02\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'cleaver.n.01\\')\" -> \"Synset(\\'knife.n.01\\')\";\\n\"Synset(\\'weapon.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'bun.n.01\\')\" -> \"Synset(\\'bread.n.01\\')\";\\n\"Synset(\\'plover.n.01\\')\" -> \"Synset(\\'shorebird.n.01\\')\";\\n\"Synset(\\'gymnastic_apparatus.n.01\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'gear.n.04\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'parrot.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'structure.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'telecommunication_system.n.01\\')\" -> \"Synset(\\'communication_system.n.01\\')\";\\n\"Synset(\\'airedale.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'prototherian.n.01\\')\" -> \"Synset(\\'mammal.n.01\\')\";\\n\"Synset(\\'whistle.n.04\\')\" -> \"Synset(\\'acoustic_device.n.01\\')\";\\n\"Synset(\\'prairie_chicken.n.01\\')\" -> \"Synset(\\'grouse.n.02\\')\";\\n\"Synset(\\'container_ship.n.01\\')\" -> \"Synset(\\'cargo_ship.n.01\\')\";\\n\"Synset(\\'top.n.09\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'freight_car.n.01\\')\" -> \"Synset(\\'car.n.02\\')\";\\n\"Synset(\\'swing.n.02\\')\" -> \"Synset(\\'plaything.n.01\\')\";\\n\"Synset(\\'bath_towel.n.01\\')\" -> \"Synset(\\'bath_linen.n.01\\')\";\\n\"Synset(\\'carbonara.n.01\\')\" -> \"Synset(\\'spaghetti_sauce.n.01\\')\";\\n\"Synset(\\'product.n.02\\')\" -> \"Synset(\\'creation.n.02\\')\";\\n\"Synset(\\'manhole_cover.n.01\\')\" -> \"Synset(\\'top.n.09\\')\";\\n\"Synset(\\'fox_squirrel.n.01\\')\" -> \"Synset(\\'tree_squirrel.n.01\\')\";\\n\"Synset(\\'studio_couch.n.01\\')\" -> \"Synset(\\'convertible.n.03\\')\";\\n\"Synset(\\'rail.n.05\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'vestment.n.01\\')\" -> \"Synset(\\'gown.n.05\\')\";\\n\"Synset(\\'basset.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'confectionery.n.02\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'plant.n.02\\')\" -> \"Synset(\\'organism.n.01\\')\";\\n\"Synset(\\'model_t.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'mountain.n.01\\')\" -> \"Synset(\\'natural_elevation.n.01\\')\";\\n\"Synset(\\'wolf.n.01\\')\" -> \"Synset(\\'canine.n.02\\')\";\\n\"Synset(\\'armor_plate.n.01\\')\" -> \"Synset(\\'plate.n.14\\')\";\\n\"Synset(\\'skirt.n.02\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'printer.n.03\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'mat.n.01\\')\" -> \"Synset(\\'floor_cover.n.01\\')\";\\n\"Synset(\\'menu.n.02\\')\" -> \"Synset(\\'fare.n.04\\')\";\\n\"Synset(\\'power_tool.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'american_lobster.n.02\\')\" -> \"Synset(\\'true_lobster.n.01\\')\";\\n\"Synset(\\'can.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'milk_can.n.01\\')\" -> \"Synset(\\'can.n.01\\')\";\\n\"Synset(\\'leopard.n.02\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'boathouse.n.01\\')\" -> \"Synset(\\'shed.n.01\\')\";\\n\"Synset(\\'cap.n.02\\')\" -> \"Synset(\\'top.n.09\\')\";\\n\"Synset(\\'sauce.n.01\\')\" -> \"Synset(\\'condiment.n.01\\')\";\\n\"Synset(\\'platform.n.01\\')\" -> \"Synset(\\'horizontal_surface.n.01\\')\";\\n\"Synset(\\'mailbag.n.02\\')\" -> \"Synset(\\'bag.n.01\\')\";\\n\"Synset(\\'sandwich.n.01\\')\" -> \"Synset(\\'snack_food.n.01\\')\";\\n\"Synset(\\'stretcher.n.03\\')\" -> \"Synset(\\'litter.n.03\\')\";\\n\"Synset(\\'anemone_fish.n.01\\')\" -> \"Synset(\\'damselfish.n.01\\')\";\\n\"Synset(\\'cap.n.01\\')\" -> \"Synset(\\'headdress.n.01\\')\";\\n\"Synset(\\'mirror.n.01\\')\" -> \"Synset(\\'reflector.n.01\\')\";\\n\"Synset(\\'guinea_pig.n.02\\')\" -> \"Synset(\\'cavy.n.01\\')\";\\n\"Synset(\\'pencil_sharpener.n.01\\')\" -> \"Synset(\\'sharpener.n.01\\')\";\\n\"Synset(\\'perfume.n.02\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'ladle.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'mouse.n.04\\')\" -> \"Synset(\\'electronic_device.n.01\\')\";\\n\"Synset(\\'barrel.n.02\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'monitor.n.07\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'cistern.n.03\\')\" -> \"Synset(\\'reservoir.n.03\\')\";\\n\"Synset(\\'maraca.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'lesser_panda.n.01\\')\" -> \"Synset(\\'procyonid.n.01\\')\";\\n\"Synset(\\'abstraction.n.06\\')\" -> \"Synset(\\'entity.n.01\\')\";\\n\"Synset(\\'backpack.n.01\\')\" -> \"Synset(\\'bag.n.01\\')\";\\n\"Synset(\\'irish_wolfhound.n.01\\')\" -> \"Synset(\\'wolfhound.n.01\\')\";\\n\"Synset(\\'bar.n.03\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'shrine.n.01\\')\" -> \"Synset(\\'place_of_worship.n.01\\')\";\\n\"Synset(\\'bassoon.n.01\\')\" -> \"Synset(\\'double-reed_instrument.n.01\\')\";\\n\"Synset(\\'alp.n.01\\')\" -> \"Synset(\\'mountain.n.01\\')\";\\n\"Synset(\\'screen.n.03\\')\" -> \"Synset(\\'display.n.06\\')\";\\n\"Synset(\\'nightwear.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'sled_dog.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'web.n.02\\')\" -> \"Synset(\\'trap.n.01\\')\";\\n\"Synset(\\'shoe.n.01\\')\" -> \"Synset(\\'footwear.n.02\\')\";\\n\"Synset(\\'shepherd_dog.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'robe.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'scoreboard.n.01\\')\" -> \"Synset(\\'board.n.03\\')\";\\n\"Synset(\\'mollusk.n.01\\')\" -> \"Synset(\\'invertebrate.n.01\\')\";\\n\"Synset(\\'china_cabinet.n.01\\')\" -> \"Synset(\\'cabinet.n.01\\')\";\\n\"Synset(\\'picket_fence.n.01\\')\" -> \"Synset(\\'fence.n.01\\')\";\\n\"Synset(\\'banded_gecko.n.01\\')\" -> \"Synset(\\'gecko.n.01\\')\";\\n\"Synset(\\'shower_curtain.n.01\\')\" -> \"Synset(\\'curtain.n.01\\')\";\\n\"Synset(\\'ibex.n.01\\')\" -> \"Synset(\\'wild_goat.n.01\\')\";\\n\"Synset(\\'bread.n.01\\')\" -> \"Synset(\\'starches.n.01\\')\";\\n\"Synset(\\'catamaran.n.01\\')\" -> \"Synset(\\'sailboat.n.01\\')\";\\n\"Synset(\\'pekinese.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'golden_retriever.n.01\\')\" -> \"Synset(\\'retriever.n.01\\')\";\\n\"Synset(\\'car.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'german_shepherd.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'water_tower.n.01\\')\" -> \"Synset(\\'reservoir.n.03\\')\";\\n\"Synset(\\'baby_bed.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'orchid.n.01\\')\" -> \"Synset(\\'flower.n.01\\')\";\\n\"Synset(\\'necktie.n.01\\')\" -> \"Synset(\\'neckwear.n.01\\')\";\\n\"Synset(\\'greyhound.n.01\\')\" -> \"Synset(\\'racer.n.03\\')\";\\n\"Synset(\\'fabric.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'pickelhaube.n.01\\')\" -> \"Synset(\\'helmet.n.01\\')\";\\n\"Synset(\\'missile.n.01\\')\" -> \"Synset(\\'rocket.n.01\\')\";\\n\"Synset(\\'dipterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'apple.n.01\\')\" -> \"Synset(\\'pome.n.01\\')\";\\n\"Synset(\\'plate_rack.n.01\\')\" -> \"Synset(\\'rack.n.01\\')\";\\n\"Synset(\\'procyonid.n.01\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'lampshade.n.01\\')\" -> \"Synset(\\'shade.n.03\\')\";\\n\"Synset(\\'coat.n.01\\')\" -> \"Synset(\\'overgarment.n.01\\')\";\\n\"Synset(\\'volleyball.n.02\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'basketball.n.02\\')\" -> \"Synset(\\'basketball_equipment.n.01\\')\";\\n\"Synset(\\'wild_boar.n.01\\')\" -> \"Synset(\\'swine.n.01\\')\";\\n\"Synset(\\'window_blind.n.01\\')\" -> \"Synset(\\'blind.n.03\\')\";\\n\"Synset(\\'tank.n.02\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'beagle.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'coucal.n.01\\')\" -> \"Synset(\\'cuckoo.n.02\\')\";\\n\"Synset(\\'rail_fence.n.01\\')\" -> \"Synset(\\'fence.n.01\\')\";\\n\"Synset(\\'key.n.15\\')\" -> \"Synset(\\'lever.n.01\\')\";\\n\"Synset(\\'ox.n.01\\')\" -> \"Synset(\\'cattle.n.01\\')\";\\n\"Synset(\\'oystercatcher.n.01\\')\" -> \"Synset(\\'shorebird.n.01\\')\";\\n\"Synset(\\'lory.n.01\\')\" -> \"Synset(\\'parrot.n.01\\')\";\\n\"Synset(\\'adornment.n.01\\')\" -> \"Synset(\\'decoration.n.01\\')\";\\n\"Synset(\\'consomme.n.01\\')\" -> \"Synset(\\'soup.n.01\\')\";\\n\"Synset(\\'toothed_whale.n.01\\')\" -> \"Synset(\\'whale.n.02\\')\";\\n\"Synset(\\'mobile_home.n.01\\')\" -> \"Synset(\\'trailer.n.04\\')\";\\n\"Synset(\\'honeycomb.n.02\\')\" -> \"Synset(\\'framework.n.03\\')\";\\n\"Synset(\\'cargo_ship.n.01\\')\" -> \"Synset(\\'ship.n.01\\')\";\\n\"Synset(\\'collie.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'chair.n.01\\')\" -> \"Synset(\\'seat.n.03\\')\";\\n\"Synset(\\'sundial.n.01\\')\" -> \"Synset(\\'timepiece.n.01\\')\";\\n\"Synset(\\'lever.n.01\\')\" -> \"Synset(\\'bar.n.03\\')\";\\n\"Synset(\\'dictyopterous_insect.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'mastiff.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'armadillo.n.01\\')\" -> \"Synset(\\'edentate.n.01\\')\";\\n\"Synset(\\'pay-phone.n.01\\')\" -> \"Synset(\\'telephone.n.01\\')\";\\n\"Synset(\\'spoon.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'dog.n.01\\')\" -> \"Synset(\\'canine.n.02\\')\";\\n\"Synset(\\'snorkel.n.01\\')\" -> \"Synset(\\'breathing_device.n.01\\')\";\\n\"Synset(\\'chelonian.n.01\\')\" -> \"Synset(\\'anapsid.n.01\\')\";\\n\"Synset(\\'walker_hound.n.01\\')\" -> \"Synset(\\'foxhound.n.01\\')\";\\n\"Synset(\\'corkscrew.n.01\\')\" -> \"Synset(\\'bottle_opener.n.01\\')\";\\n\"Synset(\\'hand_glass.n.02\\')\" -> \"Synset(\\'light_microscope.n.01\\')\";\\n\"Synset(\\'balloon.n.01\\')\" -> \"Synset(\\'lighter-than-air_craft.n.01\\')\";\\n\"Synset(\\'vase.n.01\\')\" -> \"Synset(\\'jar.n.01\\')\";\\n\"Synset(\\'old_world_monkey.n.01\\')\" -> \"Synset(\\'monkey.n.01\\')\";\\n\"Synset(\\'swine.n.01\\')\" -> \"Synset(\\'even-toed_ungulate.n.01\\')\";\\n\"Synset(\\'bedroom_furniture.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'bison.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'bow_tie.n.01\\')\" -> \"Synset(\\'necktie.n.01\\')\";\\n\"Synset(\\'plane.n.05\\')\" -> \"Synset(\\'edge_tool.n.01\\')\";\\n\"Synset(\\'accessory.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'cuirass.n.01\\')\" -> \"Synset(\\'body_armor.n.01\\')\";\\n\"Synset(\\'yellow_lady\\'s_slipper.n.01\\')\" -> \"Synset(\\'lady\\'s_slipper.n.01\\')\";\\n\"Synset(\\'home_appliance.n.01\\')\" -> \"Synset(\\'appliance.n.02\\')\";\\n\"Synset(\\'mammal.n.01\\')\" -> \"Synset(\\'vertebrate.n.01\\')\";\\n\"Synset(\\'potpie.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'great_ape.n.01\\')\" -> \"Synset(\\'anthropoid_ape.n.01\\')\";\\n\"Synset(\\'odd-toed_ungulate.n.01\\')\" -> \"Synset(\\'ungulate.n.01\\')\";\\n\"Synset(\\'motorcycle.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'object.n.01\\')\" -> \"Synset(\\'physical_entity.n.01\\')\";\\n\"Synset(\\'red_wine.n.01\\')\" -> \"Synset(\\'wine.n.01\\')\";\\n\"Synset(\\'wreck.n.04\\')\" -> \"Synset(\\'ship.n.01\\')\";\\n\"Synset(\\'chocolate_sauce.n.01\\')\" -> \"Synset(\\'sauce.n.01\\')\";\\n\"Synset(\\'coffee.n.01\\')\" -> \"Synset(\\'beverage.n.01\\')\";\\n\"Synset(\\'iguanid.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'horizontal_surface.n.01\\')\" -> \"Synset(\\'surface.n.01\\')\";\\n\"Synset(\\'hog.n.03\\')\" -> \"Synset(\\'swine.n.01\\')\";\\n\"Synset(\\'chordate.n.01\\')\" -> \"Synset(\\'animal.n.01\\')\";\\n\"Synset(\\'croquet_ball.n.01\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'outerwear.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'monarch.n.02\\')\" -> \"Synset(\\'danaid.n.01\\')\";\\n\"Synset(\\'paper.n.01\\')\" -> \"Synset(\\'material.n.01\\')\";\\n\"Synset(\\'triumphal_arch.n.01\\')\" -> \"Synset(\\'memorial.n.03\\')\";\\n\"Synset(\\'ungulate.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'saurian.n.01\\')\" -> \"Synset(\\'diapsid.n.01\\')\";\\n\"Synset(\\'trap.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'sliding_door.n.01\\')\" -> \"Synset(\\'door.n.01\\')\";\\n\"Synset(\\'garden_tool.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'reproducer.n.01\\')\" -> \"Synset(\\'audio_system.n.01\\')\";\\n\"Synset(\\'oil_filter.n.01\\')\" -> \"Synset(\\'filter.n.01\\')\";\\n\"Synset(\\'thresher.n.01\\')\" -> \"Synset(\\'farm_machine.n.01\\')\";\\n\"Synset(\\'red_fox.n.03\\')\" -> \"Synset(\\'fox.n.01\\')\";\\n\"Synset(\\'wool.n.01\\')\" -> \"Synset(\\'fabric.n.01\\')\";\\n\"Synset(\\'windsor_tie.n.01\\')\" -> \"Synset(\\'necktie.n.01\\')\";\\n\"Synset(\\'racer.n.03\\')\" -> \"Synset(\\'animal.n.01\\')\";\\n\"Synset(\\'mountain_bike.n.01\\')\" -> \"Synset(\\'bicycle.n.01\\')\";\\n\"Synset(\\'kitchen_appliance.n.01\\')\" -> \"Synset(\\'home_appliance.n.01\\')\";\\n\"Synset(\\'pirate.n.03\\')\" -> \"Synset(\\'ship.n.01\\')\";\\n\"Synset(\\'big_cat.n.01\\')\" -> \"Synset(\\'feline.n.01\\')\";\\n\"Synset(\\'calculator.n.02\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'reflector.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'caldron.n.01\\')\" -> \"Synset(\\'pot.n.01\\')\";\\n\"Synset(\\'fan.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'tibetan_mastiff.n.01\\')\" -> \"Synset(\\'mastiff.n.01\\')\";\\n\"Synset(\\'dial_telephone.n.01\\')\" -> \"Synset(\\'telephone.n.01\\')\";\\n\"Synset(\\'crab.n.01\\')\" -> \"Synset(\\'decapod_crustacean.n.01\\')\";\\n\"Synset(\\'horse.n.01\\')\" -> \"Synset(\\'equine.n.01\\')\";\\n\"Synset(\\'trimaran.n.01\\')\" -> \"Synset(\\'sailboat.n.01\\')\";\\n\"Synset(\\'decapod_crustacean.n.01\\')\" -> \"Synset(\\'crustacean.n.01\\')\";\\n\"Synset(\\'volcano.n.02\\')\" -> \"Synset(\\'mountain.n.01\\')\";\\n\"Synset(\\'uniform.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'wheeled_vehicle.n.01\\')\" -> \"Synset(\\'vehicle.n.01\\')\";\\n\"Synset(\\'motor_scooter.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'chickadee.n.01\\')\" -> \"Synset(\\'titmouse.n.01\\')\";\\n\"Synset(\\'face_mask.n.01\\')\" -> \"Synset(\\'mask.n.04\\')\";\\n\"Synset(\\'fiddler_crab.n.01\\')\" -> \"Synset(\\'crab.n.01\\')\";\\n\"Synset(\\'drug.n.01\\')\" -> \"Synset(\\'agent.n.03\\')\";\\n\"Synset(\\'place_of_business.n.01\\')\" -> \"Synset(\\'establishment.n.04\\')\";\\n\"Synset(\\'typewriter_keyboard.n.01\\')\" -> \"Synset(\\'keyboard.n.01\\')\";\\n\"Synset(\\'vizsla.n.01\\')\" -> \"Synset(\\'pointer.n.04\\')\";\\n\"Synset(\\'warthog.n.01\\')\" -> \"Synset(\\'swine.n.01\\')\";\\n\"Synset(\\'primate.n.02\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'hand-held_computer.n.01\\')\" -> \"Synset(\\'portable_computer.n.01\\')\";\\n\"Synset(\\'clothing.n.01\\')\" -> \"Synset(\\'consumer_goods.n.01\\')\";\\n\"Synset(\\'scotch_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'go-kart.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'window_shade.n.01\\')\" -> \"Synset(\\'window_blind.n.01\\')\";\\n\"Synset(\\'badger.n.02\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'feather_boa.n.01\\')\" -> \"Synset(\\'scarf.n.01\\')\";\\n\"Synset(\\'scoreboard.n.01\\')\" -> \"Synset(\\'signboard.n.01\\')\";\\n\"Synset(\\'area.n.05\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'solanaceous_vegetable.n.01\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'part.n.01\\')\" -> \"Synset(\\'relation.n.01\\')\";\\n\"Synset(\\'coffeepot.n.01\\')\" -> \"Synset(\\'pot.n.01\\')\";\\n\"Synset(\\'brass.n.02\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'sea_turtle.n.01\\')\" -> \"Synset(\\'turtle.n.02\\')\";\\n\"Synset(\\'connection.n.03\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'globule.n.01\\')\" -> \"Synset(\\'ball.n.03\\')\";\\n\"Synset(\\'mixed_drink.n.01\\')\" -> \"Synset(\\'alcohol.n.01\\')\";\\n\"Synset(\\'lighter-than-air_craft.n.01\\')\" -> \"Synset(\\'aircraft.n.01\\')\";\\n\"Synset(\\'machine.n.04\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'artifact.n.01\\')\" -> \"Synset(\\'whole.n.02\\')\";\\n\"Synset(\\'phasmid.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'great_grey_owl.n.01\\')\" -> \"Synset(\\'owl.n.01\\')\";\\n\"Synset(\\'guenon.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'craft.n.02\\')\" -> \"Synset(\\'vehicle.n.01\\')\";\\n\"Synset(\\'alligator.n.02\\')\" -> \"Synset(\\'crocodilian_reptile.n.01\\')\";\\n\"Synset(\\'chameleon.n.03\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'crocodile.n.01\\')\" -> \"Synset(\\'crocodilian_reptile.n.01\\')\";\\n\"Synset(\\'computer_keyboard.n.01\\')\" -> \"Synset(\\'data_input_device.n.01\\')\";\\n\"Synset(\\'drill_rig.n.01\\')\" -> \"Synset(\\'rig.n.01\\')\";\\n\"Synset(\\'canopy.n.03\\')\" -> \"Synset(\\'shelter.n.02\\')\";\\n\"Synset(\\'conch.n.01\\')\" -> \"Synset(\\'gastropod.n.01\\')\";\\n\"Synset(\\'concoction.n.01\\')\" -> \"Synset(\\'foodstuff.n.02\\')\";\\n\"Synset(\\'warship.n.01\\')\" -> \"Synset(\\'ship.n.01\\')\";\\n\"Synset(\\'institution.n.02\\')\" -> \"Synset(\\'establishment.n.04\\')\";\\n\"Synset(\\'siberian_husky.n.01\\')\" -> \"Synset(\\'sled_dog.n.01\\')\";\\n\"Synset(\\'poncho.n.01\\')\" -> \"Synset(\\'cloak.n.02\\')\";\\n\"Synset(\\'jay.n.02\\')\" -> \"Synset(\\'corvine_bird.n.01\\')\";\\n\"Synset(\\'megalith.n.01\\')\" -> \"Synset(\\'memorial.n.03\\')\";\\n\"Synset(\\'heater.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'leaf_beetle.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'racer.n.02\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'ostrich.n.02\\')\" -> \"Synset(\\'ratite.n.01\\')\";\\n\"Synset(\\'plant_organ.n.01\\')\" -> \"Synset(\\'plant_part.n.01\\')\";\\n\"Synset(\\'quilt.n.01\\')\" -> \"Synset(\\'bedclothes.n.01\\')\";\\n\"Synset(\\'dressing.n.04\\')\" -> \"Synset(\\'cloth_covering.n.01\\')\";\\n\"Synset(\\'piciform_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'tray.n.01\\')\" -> \"Synset(\\'receptacle.n.01\\')\";\\n\"Synset(\\'bucket.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'plunger.n.03\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'upright.n.02\\')\" -> \"Synset(\\'piano.n.01\\')\";\\n\"Synset(\\'dowitcher.n.01\\')\" -> \"Synset(\\'snipe.n.01\\')\";\\n\"Synset(\\'fodder.n.02\\')\" -> \"Synset(\\'feed.n.01\\')\";\\n\"Synset(\\'leonberg.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'lobster.n.02\\')\" -> \"Synset(\\'decapod_crustacean.n.01\\')\";\\n\"Synset(\\'ballplayer.n.01\\')\" -> \"Synset(\\'player.n.01\\')\";\\n\"Synset(\\'bunting.n.02\\')\" -> \"Synset(\\'finch.n.01\\')\";\\n\"Synset(\\'print_media.n.01\\')\" -> \"Synset(\\'medium.n.01\\')\";\\n\"Synset(\\'english_springer.n.01\\')\" -> \"Synset(\\'springer_spaniel.n.01\\')\";\\n\"Synset(\\'crib.n.01\\')\" -> \"Synset(\\'baby_bed.n.01\\')\";\\n\"Synset(\\'dish.n.01\\')\" -> \"Synset(\\'crockery.n.01\\')\";\\n\"Synset(\\'arabian_camel.n.01\\')\" -> \"Synset(\\'camel.n.01\\')\";\\n\"Synset(\\'data_input_device.n.01\\')\" -> \"Synset(\\'peripheral.n.01\\')\";\\n\"Synset(\\'isopod.n.01\\')\" -> \"Synset(\\'malacostracan_crustacean.n.01\\')\";\\n\"Synset(\\'african_chameleon.n.01\\')\" -> \"Synset(\\'chameleon.n.03\\')\";\\n\"Synset(\\'shovel.n.01\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'shark.n.01\\')\" -> \"Synset(\\'elasmobranch.n.01\\')\";\\n\"Synset(\\'library.n.05\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'living_thing.n.01\\')\" -> \"Synset(\\'whole.n.02\\')\";\\n\"Synset(\\'beverage.n.01\\')\" -> \"Synset(\\'liquid.n.01\\')\";\\n\"Synset(\\'running_shoe.n.01\\')\" -> \"Synset(\\'shoe.n.01\\')\";\\n\"Synset(\\'clock.n.01\\')\" -> \"Synset(\\'timepiece.n.01\\')\";\\n\"Synset(\\'fire_screen.n.01\\')\" -> \"Synset(\\'screen.n.05\\')\";\\n\"Synset(\\'single-reed_instrument.n.01\\')\" -> \"Synset(\\'beating-reed_instrument.n.01\\')\";\\n\"Synset(\\'bell_pepper.n.02\\')\" -> \"Synset(\\'sweet_pepper.n.02\\')\";\\n\"Synset(\\'weasel.n.02\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'bin.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'crash_helmet.n.01\\')\" -> \"Synset(\\'helmet.n.02\\')\";\\n\"Synset(\\'bag.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'phasianid.n.01\\')\" -> \"Synset(\\'game_bird.n.01\\')\";\\n\"Synset(\\'anapsid.n.01\\')\" -> \"Synset(\\'reptile.n.01\\')\";\\n\"Synset(\\'tricycle.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'airship.n.01\\')\" -> \"Synset(\\'lighter-than-air_craft.n.01\\')\";\\n\"Synset(\\'lion.n.01\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'cuckoo.n.02\\')\" -> \"Synset(\\'cuculiform_bird.n.01\\')\";\\n\"Synset(\\'siamang.n.01\\')\" -> \"Synset(\\'lesser_ape.n.01\\')\";\\n\"Synset(\\'ingredient.n.03\\')\" -> \"Synset(\\'foodstuff.n.02\\')\";\\n\"Synset(\\'frying_pan.n.01\\')\" -> \"Synset(\\'pan.n.01\\')\";\\n\"Synset(\\'sandglass.n.01\\')\" -> \"Synset(\\'timepiece.n.01\\')\";\\n\"Synset(\\'jinrikisha.n.01\\')\" -> \"Synset(\\'cart.n.01\\')\";\\n\"Synset(\\'animal.n.01\\')\" -> \"Synset(\\'organism.n.01\\')\";\\n\"Synset(\\'camera.n.01\\')\" -> \"Synset(\\'photographic_equipment.n.01\\')\";\\n\"Synset(\\'lesser_ape.n.01\\')\" -> \"Synset(\\'anthropoid_ape.n.01\\')\";\\n\"Synset(\\'dingo.n.01\\')\" -> \"Synset(\\'wild_dog.n.01\\')\";\\n\"Synset(\\'cleaning_implement.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'heron.n.02\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'shore.n.01\\')\" -> \"Synset(\\'geological_formation.n.01\\')\";\\n\"Synset(\\'self-propelled_vehicle.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'substance.n.01\\')\" -> \"Synset(\\'part.n.01\\')\";\\n\"Synset(\\'scuba_diver.n.01\\')\" -> \"Synset(\\'diver.n.01\\')\";\\n\"Synset(\\'wall_unit.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'sea_anemone.n.01\\')\" -> \"Synset(\\'anthozoan.n.01\\')\";\\n\"Synset(\\'half_track.n.01\\')\" -> \"Synset(\\'military_vehicle.n.01\\')\";\\n\"Synset(\\'defensive_structure.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'sheet.n.06\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'spiny-finned_fish.n.01\\')\" -> \"Synset(\\'teleost_fish.n.01\\')\";\\n\"Synset(\\'timer.n.01\\')\" -> \"Synset(\\'timepiece.n.01\\')\";\\n\"Synset(\\'goat.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'shower_cap.n.01\\')\" -> \"Synset(\\'cap.n.01\\')\";\\n\"Synset(\\'entree.n.01\\')\" -> \"Synset(\\'course.n.07\\')\";\\n\"Synset(\\'wirehair.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'spider_web.n.01\\')\" -> \"Synset(\\'web.n.02\\')\";\\n\"Synset(\\'housing.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'cardigan.n.02\\')\" -> \"Synset(\\'corgi.n.01\\')\";\\n\"Synset(\\'snack_food.n.01\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'red-backed_sandpiper.n.01\\')\" -> \"Synset(\\'sandpiper.n.01\\')\";\\n\"Synset(\\'point.n.02\\')\" -> \"Synset(\\'location.n.01\\')\";\\n\"Synset(\\'magnetic_compass.n.01\\')\" -> \"Synset(\\'compass.n.01\\')\";\\n\"Synset(\\'apple.n.01\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'red-breasted_merganser.n.01\\')\" -> \"Synset(\\'merganser.n.01\\')\";\\n\"Synset(\\'accordion.n.01\\')\" -> \"Synset(\\'keyboard_instrument.n.01\\')\";\\n\"Synset(\\'domestic_cat.n.01\\')\" -> \"Synset(\\'cat.n.01\\')\";\\n\"Synset(\\'bagel.n.01\\')\" -> \"Synset(\\'bun.n.01\\')\";\\n\"Synset(\\'shade.n.03\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'sweet_pepper.n.02\\')\" -> \"Synset(\\'pepper.n.04\\')\";\\n\"Synset(\\'jersey.n.03\\')\" -> \"Synset(\\'shirt.n.01\\')\";\\n\"Synset(\\'ice_bear.n.01\\')\" -> \"Synset(\\'bear.n.01\\')\";\\n\"Synset(\\'ear.n.05\\')\" -> \"Synset(\\'fruit.n.01\\')\";\\n\"Synset(\\'light_microscope.n.01\\')\" -> \"Synset(\\'microscope.n.01\\')\";\\n\"Synset(\\'outbuilding.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'passenger_car.n.01\\')\" -> \"Synset(\\'car.n.02\\')\";\\n\"Synset(\\'clumber.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'rock_crab.n.01\\')\" -> \"Synset(\\'crab.n.01\\')\";\\n\"Synset(\\'stringed_instrument.n.01\\')\" -> \"Synset(\\'musical_instrument.n.01\\')\";\\n\"Synset(\\'cypriniform_fish.n.01\\')\" -> \"Synset(\\'soft-finned_fish.n.01\\')\";\\n\"Synset(\\'white_goods.n.02\\')\" -> \"Synset(\\'drygoods.n.01\\')\";\\n\"Synset(\\'shelter.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'magnetic_disk.n.01\\')\" -> \"Synset(\\'memory_device.n.01\\')\";\\n\"Synset(\\'oxcart.n.01\\')\" -> \"Synset(\\'cart.n.01\\')\";\\n\"Synset(\\'strainer.n.01\\')\" -> \"Synset(\\'filter.n.01\\')\";\\n\"Synset(\\'pelagic_bird.n.01\\')\" -> \"Synset(\\'seabird.n.01\\')\";\\n\"Synset(\\'american_egret.n.01\\')\" -> \"Synset(\\'egret.n.01\\')\";\\n\"Synset(\\'platypus.n.01\\')\" -> \"Synset(\\'monotreme.n.01\\')\";\\n\"Synset(\\'domestic_cat.n.01\\')\" -> \"Synset(\\'domestic_animal.n.01\\')\";\\n\"Synset(\\'hamster.n.01\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'audio_system.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'spermatophyte.n.01\\')\" -> \"Synset(\\'vascular_plant.n.01\\')\";\\n\"Synset(\\'norfolk_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'baseball_equipment.n.01\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'coffee_mug.n.01\\')\" -> \"Synset(\\'mug.n.04\\')\";\\n\"Synset(\\'thatch.n.04\\')\" -> \"Synset(\\'roof.n.01\\')\";\\n\"Synset(\\'plant.n.01\\')\" -> \"Synset(\\'building_complex.n.01\\')\";\\n\"Synset(\\'cockatoo.n.01\\')\" -> \"Synset(\\'parrot.n.01\\')\";\\n\"Synset(\\'basenji.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'chest_of_drawers.n.01\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'building_complex.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'sandpiper.n.01\\')\" -> \"Synset(\\'shorebird.n.01\\')\";\\n\"Synset(\\'summer_squash.n.02\\')\" -> \"Synset(\\'squash.n.02\\')\";\\n\"Synset(\\'chain_saw.n.01\\')\" -> \"Synset(\\'power_saw.n.01\\')\";\\n\"Synset(\\'flat-coated_retriever.n.01\\')\" -> \"Synset(\\'retriever.n.01\\')\";\\n\"Synset(\\'amphibian.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'koala.n.01\\')\" -> \"Synset(\\'phalanger.n.01\\')\";\\n\"Synset(\\'motorboat.n.01\\')\" -> \"Synset(\\'boat.n.01\\')\";\\n\"Synset(\\'wheeled_vehicle.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'scarf.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'lorikeet.n.01\\')\" -> \"Synset(\\'lory.n.01\\')\";\\n\"Synset(\\'tracked_vehicle.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'tile_roof.n.01\\')\" -> \"Synset(\\'roof.n.01\\')\";\\n\"Synset(\\'hydraulic_brake.n.01\\')\" -> \"Synset(\\'brake_system.n.01\\')\";\\n\"Synset(\\'window_screen.n.01\\')\" -> \"Synset(\\'screen.n.05\\')\";\\n\"Synset(\\'common_newt.n.01\\')\" -> \"Synset(\\'newt.n.01\\')\";\\n\"Synset(\\'hoopskirt.n.01\\')\" -> \"Synset(\\'skirt.n.02\\')\";\\n\"Synset(\\'sweatshirt.n.01\\')\" -> \"Synset(\\'pullover.n.01\\')\";\\n\"Synset(\\'photocopier.n.01\\')\" -> \"Synset(\\'duplicator.n.01\\')\";\\n\"Synset(\\'european_gallinule.n.01\\')\" -> \"Synset(\\'purple_gallinule.n.01\\')\";\\n\"Synset(\\'lizard.n.01\\')\" -> \"Synset(\\'saurian.n.01\\')\";\\n\"Synset(\\'bobsled.n.02\\')\" -> \"Synset(\\'sled.n.01\\')\";\\n\"Synset(\\'aquatic_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'sulphur-crested_cockatoo.n.01\\')\" -> \"Synset(\\'cockatoo.n.01\\')\";\\n\"Synset(\\'ringlet.n.04\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'rabbit.n.01\\')\" -> \"Synset(\\'leporid.n.01\\')\";\\n\"Synset(\\'silky_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'elephant.n.01\\')\" -> \"Synset(\\'proboscidean.n.01\\')\";\\n\"Synset(\\'whole.n.02\\')\" -> \"Synset(\\'object.n.01\\')\";\\n\"Synset(\\'custard_apple.n.02\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'butcher_shop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'doormat.n.02\\')\" -> \"Synset(\\'mat.n.01\\')\";\\n\"Synset(\\'madagascar_cat.n.01\\')\" -> \"Synset(\\'lemur.n.01\\')\";\\n\"Synset(\\'brain_coral.n.01\\')\" -> \"Synset(\\'stony_coral.n.01\\')\";\\n\"Synset(\\'machine.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'greyhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'even-toed_ungulate.n.01\\')\" -> \"Synset(\\'ungulate.n.01\\')\";\\n\"Synset(\\'nematode.n.01\\')\" -> \"Synset(\\'worm.n.01\\')\";\\n\"Synset(\\'bench.n.01\\')\" -> \"Synset(\\'seat.n.03\\')\";\\n\"Synset(\\'french_loaf.n.01\\')\" -> \"Synset(\\'loaf_of_bread.n.01\\')\";\\n\"Synset(\\'grey_whale.n.01\\')\" -> \"Synset(\\'baleen_whale.n.01\\')\";\\n\"Synset(\\'french_bulldog.n.01\\')\" -> \"Synset(\\'bulldog.n.01\\')\";\\n\"Synset(\\'dogsled.n.01\\')\" -> \"Synset(\\'sled.n.01\\')\";\\n\"Synset(\\'power_drill.n.01\\')\" -> \"Synset(\\'drill.n.01\\')\";\\n\"Synset(\\'lumbermill.n.01\\')\" -> \"Synset(\\'factory.n.01\\')\";\\n\"Synset(\\'tailed_frog.n.01\\')\" -> \"Synset(\\'frog.n.01\\')\";\\n\"Synset(\\'can_opener.n.01\\')\" -> \"Synset(\\'opener.n.03\\')\";\\n\"Synset(\\'grasshopper.n.01\\')\" -> \"Synset(\\'orthopterous_insect.n.01\\')\";\\n\"Synset(\\'radiator.n.03\\')\" -> \"Synset(\\'mechanism.n.05\\')\";\\n\"Synset(\\'navigational_instrument.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'drinking_vessel.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'lab_coat.n.01\\')\" -> \"Synset(\\'coat.n.01\\')\";\\n\"Synset(\\'balance_beam.n.01\\')\" -> \"Synset(\\'gymnastic_apparatus.n.01\\')\";\\n\"Synset(\\'public_transport.n.01\\')\" -> \"Synset(\\'conveyance.n.03\\')\";\\n\"Synset(\\'support.n.07\\')\" -> \"Synset(\\'supporting_structure.n.01\\')\";\\n\"Synset(\\'shoe_shop.n.01\\')\" -> \"Synset(\\'shop.n.01\\')\";\\n\"Synset(\\'woman\\'s_clothing.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'plectognath.n.01\\')\" -> \"Synset(\\'spiny-finned_fish.n.01\\')\";\\n\"Synset(\\'person.n.01\\')\" -> \"Synset(\\'causal_agent.n.01\\')\";\\n\"Synset(\\'doberman.n.01\\')\" -> \"Synset(\\'pinscher.n.01\\')\";\\n\"Synset(\\'passenger_van.n.01\\')\" -> \"Synset(\\'van.n.05\\')\";\\n\"Synset(\\'basket.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'jigsaw_puzzle.n.01\\')\" -> \"Synset(\\'puzzle.n.02\\')\";\\n\"Synset(\\'horse_cart.n.01\\')\" -> \"Synset(\\'cart.n.01\\')\";\\n\"Synset(\\'snow_leopard.n.01\\')\" -> \"Synset(\\'big_cat.n.01\\')\";\\n\"Synset(\\'stinkhorn.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'crustacean.n.01\\')\" -> \"Synset(\\'arthropod.n.01\\')\";\\n\"Synset(\\'game.n.04\\')\" -> \"Synset(\\'animal.n.01\\')\";\\n\"Synset(\\'crocodilian_reptile.n.01\\')\" -> \"Synset(\\'diapsid.n.01\\')\";\\n\"Synset(\\'litter.n.03\\')\" -> \"Synset(\\'conveyance.n.03\\')\";\\n\"Synset(\\'keyboard.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'bath_towel.n.01\\')\" -> \"Synset(\\'towel.n.01\\')\";\\n\"Synset(\\'analog_clock.n.01\\')\" -> \"Synset(\\'clock.n.01\\')\";\\n\"Synset(\\'bakery.n.01\\')\" -> \"Synset(\\'workplace.n.01\\')\";\\n\"Synset(\\'dalmatian.n.02\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'electric_fan.n.01\\')\" -> \"Synset(\\'fan.n.01\\')\";\\n\"Synset(\\'water_jug.n.01\\')\" -> \"Synset(\\'jug.n.01\\')\";\\n\"Synset(\\'rug.n.01\\')\" -> \"Synset(\\'furnishing.n.02\\')\";\\n\"Synset(\\'welsh_springer_spaniel.n.01\\')\" -> \"Synset(\\'springer_spaniel.n.01\\')\";\\n\"Synset(\\'restaurant.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'teapot.n.01\\')\" -> \"Synset(\\'pot.n.01\\')\";\\n\"Synset(\\'padlock.n.01\\')\" -> \"Synset(\\'lock.n.01\\')\";\\n\"Synset(\\'dumbbell.n.01\\')\" -> \"Synset(\\'weight.n.02\\')\";\\n\"Synset(\\'van.n.05\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'barbell.n.01\\')\" -> \"Synset(\\'weight.n.02\\')\";\\n\"Synset(\\'merganser.n.01\\')\" -> \"Synset(\\'sea_duck.n.01\\')\";\\n\"Synset(\\'greater_swiss_mountain_dog.n.01\\')\" -> \"Synset(\\'sennenhunde.n.01\\')\";\\n\"Synset(\\'european_fire_salamander.n.01\\')\" -> \"Synset(\\'salamander.n.01\\')\";\\n\"Synset(\\'salmonid.n.01\\')\" -> \"Synset(\\'soft-finned_fish.n.01\\')\";\\n\"Synset(\\'paintbrush.n.01\\')\" -> \"Synset(\\'applicator.n.01\\')\";\\n\"Synset(\\'digital_computer.n.01\\')\" -> \"Synset(\\'computer.n.01\\')\";\\n\"Synset(\\'viaduct.n.01\\')\" -> \"Synset(\\'bridge.n.01\\')\";\\n\"Synset(\\'weight.n.02\\')\" -> \"Synset(\\'sports_equipment.n.01\\')\";\\n\"Synset(\\'unicycle.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'hard_disc.n.01\\')\" -> \"Synset(\\'magnetic_disk.n.01\\')\";\\n\"Synset(\\'camel.n.01\\')\" -> \"Synset(\\'even-toed_ungulate.n.01\\')\";\\n\"Synset(\\'peer.n.01\\')\" -> \"Synset(\\'person.n.01\\')\";\\n\"Synset(\\'speedboat.n.01\\')\" -> \"Synset(\\'motorboat.n.01\\')\";\\n\"Synset(\\'computer_keyboard.n.01\\')\" -> \"Synset(\\'keyboard.n.01\\')\";\\n\"Synset(\\'space_bar.n.01\\')\" -> \"Synset(\\'key.n.15\\')\";\\n\"Synset(\\'triceratops.n.01\\')\" -> \"Synset(\\'ceratopsian.n.01\\')\";\\n\"Synset(\\'japanese_spaniel.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'sussex_spaniel.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'staff.n.02\\')\" -> \"Synset(\\'stick.n.01\\')\";\\n\"Synset(\\'traffic_light.n.01\\')\" -> \"Synset(\\'light.n.14\\')\";\\n\"Synset(\\'albatross.n.02\\')\" -> \"Synset(\\'pelagic_bird.n.01\\')\";\\n\"Synset(\\'rod.n.01\\')\" -> \"Synset(\\'implement.n.01\\')\";\\n\"Synset(\\'diapsid.n.01\\')\" -> \"Synset(\\'reptile.n.01\\')\";\\n\"Synset(\\'jacamar.n.01\\')\" -> \"Synset(\\'piciform_bird.n.01\\')\";\\n\"Synset(\\'football_helmet.n.01\\')\" -> \"Synset(\\'helmet.n.02\\')\";\\n\"Synset(\\'teddy.n.01\\')\" -> \"Synset(\\'plaything.n.01\\')\";\\n\"Synset(\\'ganoid.n.01\\')\" -> \"Synset(\\'teleost_fish.n.01\\')\";\\n\"Synset(\\'submersible.n.02\\')\" -> \"Synset(\\'warship.n.01\\')\";\\n\"Synset(\\'malinois.n.01\\')\" -> \"Synset(\\'belgian_sheepdog.n.01\\')\";\\n\"Synset(\\'toy_spaniel.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'baboon.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'gordon_setter.n.01\\')\" -> \"Synset(\\'setter.n.02\\')\";\\n\"Synset(\\'pan.n.01\\')\" -> \"Synset(\\'cooking_utensil.n.01\\')\";\\n\"Synset(\\'hyena.n.01\\')\" -> \"Synset(\\'canine.n.02\\')\";\\n\"Synset(\\'stereo.n.01\\')\" -> \"Synset(\\'reproducer.n.01\\')\";\\n\"Synset(\\'entlebucher.n.01\\')\" -> \"Synset(\\'sennenhunde.n.01\\')\";\\n\"Synset(\\'handwear.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'sign.n.02\\')\" -> \"Synset(\\'communication.n.02\\')\";\\n\"Synset(\\'nightingale.n.01\\')\" -> \"Synset(\\'thrush.n.03\\')\";\\n\"Synset(\\'owl.n.01\\')\" -> \"Synset(\\'bird_of_prey.n.01\\')\";\\n\"Synset(\\'beverage.n.01\\')\" -> \"Synset(\\'food.n.01\\')\";\\n\"Synset(\\'ski_mask.n.01\\')\" -> \"Synset(\\'face_mask.n.01\\')\";\\n\"Synset(\\'scorpaenoid.n.01\\')\" -> \"Synset(\\'spiny-finned_fish.n.01\\')\";\\n\"Synset(\\'wrapping.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'necklace.n.01\\')\" -> \"Synset(\\'jewelry.n.01\\')\";\\n\"Synset(\\'sofa.n.01\\')\" -> \"Synset(\\'seat.n.03\\')\";\\n\"Synset(\\'rack.n.01\\')\" -> \"Synset(\\'framework.n.03\\')\";\\n\"Synset(\\'pipe.n.04\\')\" -> \"Synset(\\'wind_instrument.n.01\\')\";\\n\"Synset(\\'armored_vehicle.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'cash_machine.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'reservoir.n.03\\')\" -> \"Synset(\\'tank.n.02\\')\";\\n\"Synset(\\'otter.n.02\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'baseball.n.02\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'stupa.n.01\\')\" -> \"Synset(\\'shrine.n.01\\')\";\\n\"Synset(\\'coral.n.04\\')\" -> \"Synset(\\'anthozoan.n.01\\')\";\\n\"Synset(\\'barracouta.n.01\\')\" -> \"Synset(\\'food_fish.n.01\\')\";\\n\"Synset(\\'binder.n.03\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'dishrag.n.01\\')\" -> \"Synset(\\'piece_of_cloth.n.01\\')\";\\n\"Synset(\\'impala.n.01\\')\" -> \"Synset(\\'antelope.n.01\\')\";\\n\"Synset(\\'peafowl.n.01\\')\" -> \"Synset(\\'pheasant.n.01\\')\";\\n\"Synset(\\'pill_bottle.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'wine_bottle.n.01\\')\" -> \"Synset(\\'bottle.n.01\\')\";\\n\"Synset(\\'grain.n.07\\')\" -> \"Synset(\\'seed.n.01\\')\";\\n\"Synset(\\'combination_lock.n.01\\')\" -> \"Synset(\\'lock.n.01\\')\";\\n\"Synset(\\'bloodhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'sailboat.n.01\\')\" -> \"Synset(\\'sailing_vessel.n.01\\')\";\\n\"Synset(\\'ornithischian.n.01\\')\" -> \"Synset(\\'dinosaur.n.01\\')\";\\n\"Synset(\\'kitchen_utensil.n.01\\')\" -> \"Synset(\\'utensil.n.01\\')\";\\n\"Synset(\\'hammerhead.n.03\\')\" -> \"Synset(\\'shark.n.01\\')\";\\n\"Synset(\\'supporting_structure.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'vertebrate.n.01\\')\" -> \"Synset(\\'chordate.n.01\\')\";\\n\"Synset(\\'wine.n.01\\')\" -> \"Synset(\\'alcohol.n.01\\')\";\\n\"Synset(\\'ride.n.02\\')\" -> \"Synset(\\'mechanical_device.n.01\\')\";\\n\"Synset(\\'associate.n.01\\')\" -> \"Synset(\\'peer.n.01\\')\";\\n\"Synset(\\'bluetick.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'dog.n.01\\')\" -> \"Synset(\\'domestic_animal.n.01\\')\";\\n\"Synset(\\'brambling.n.01\\')\" -> \"Synset(\\'finch.n.01\\')\";\\n\"Synset(\\'apodiform_bird.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'dish.n.01\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'crutch.n.01\\')\" -> \"Synset(\\'staff.n.02\\')\";\\n\"Synset(\\'moped.n.01\\')\" -> \"Synset(\\'minibike.n.01\\')\";\\n\"Synset(\\'teiid_lizard.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'sunglasses.n.01\\')\" -> \"Synset(\\'spectacles.n.01\\')\";\\n\"Synset(\\'convertible.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'white_wolf.n.01\\')\" -> \"Synset(\\'wolf.n.01\\')\";\\n\"Synset(\\'power_saw.n.01\\')\" -> \"Synset(\\'power_tool.n.01\\')\";\\n\"Synset(\\'airliner.n.01\\')\" -> \"Synset(\\'airplane.n.01\\')\";\\n\"Synset(\\'chair_of_state.n.01\\')\" -> \"Synset(\\'chair.n.01\\')\";\\n\"Synset(\\'canoe.n.01\\')\" -> \"Synset(\\'small_boat.n.01\\')\";\\n\"Synset(\\'true_frog.n.01\\')\" -> \"Synset(\\'frog.n.01\\')\";\\n\"Synset(\\'hunting_dog.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'bulldog.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'sea_boat.n.01\\')\" -> \"Synset(\\'boat.n.01\\')\";\\n\"Synset(\\'leatherback_turtle.n.01\\')\" -> \"Synset(\\'sea_turtle.n.01\\')\";\\n\"Synset(\\'ski.n.01\\')\" -> \"Synset(\\'runner.n.09\\')\";\\n\"Synset(\\'overskirt.n.01\\')\" -> \"Synset(\\'skirt.n.02\\')\";\\n\"Synset(\\'shaker.n.03\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'buckeye.n.01\\')\" -> \"Synset(\\'seed.n.01\\')\";\\n\"Synset(\\'new_world_monkey.n.01\\')\" -> \"Synset(\\'monkey.n.01\\')\";\\n\"Synset(\\'theater.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'communication.n.02\\')\" -> \"Synset(\\'abstraction.n.06\\')\";\\n\"Synset(\\'pencil_box.n.01\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'giant_schnauzer.n.01\\')\" -> \"Synset(\\'schnauzer.n.01\\')\";\\n\"Synset(\\'framework.n.03\\')\" -> \"Synset(\\'supporting_structure.n.01\\')\";\\n\"Synset(\\'power_drill.n.01\\')\" -> \"Synset(\\'power_tool.n.01\\')\";\\n\"Synset(\\'flower.n.01\\')\" -> \"Synset(\\'angiosperm.n.01\\')\";\\n\"Synset(\\'tractor.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'archosaur.n.01\\')\" -> \"Synset(\\'diapsid.n.01\\')\";\\n\"Synset(\\'attire.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'penguin.n.01\\')\" -> \"Synset(\\'sphenisciform_seabird.n.01\\')\";\\n\"Synset(\\'paddlewheel.n.01\\')\" -> \"Synset(\\'wheel.n.01\\')\";\\n\"Synset(\\'cruciferous_vegetable.n.01\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'kite.n.04\\')\" -> \"Synset(\\'hawk.n.01\\')\";\\n\"Synset(\\'safety_belt.n.01\\')\" -> \"Synset(\\'restraint.n.06\\')\";\\n\"Synset(\\'soft-coated_wheaten_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'table.n.03\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'vegetable.n.01\\')\" -> \"Synset(\\'produce.n.01\\')\";\\n\"Synset(\\'bull_mastiff.n.01\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'spatula.n.01\\')\" -> \"Synset(\\'turner.n.08\\')\";\\n\"Synset(\\'velvet.n.01\\')\" -> \"Synset(\\'fabric.n.01\\')\";\\n\"Synset(\\'wading_bird.n.01\\')\" -> \"Synset(\\'aquatic_bird.n.01\\')\";\\n\"Synset(\\'loupe.n.01\\')\" -> \"Synset(\\'hand_glass.n.02\\')\";\\n\"Synset(\\'swab.n.02\\')\" -> \"Synset(\\'cleaning_implement.n.01\\')\";\\n\"Synset(\\'macaw.n.01\\')\" -> \"Synset(\\'parrot.n.01\\')\";\\n\"Synset(\\'rodent.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'column.n.06\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'measuring_stick.n.01\\')\" -> \"Synset(\\'measuring_instrument.n.01\\')\";\\n\"Synset(\\'electric_locomotive.n.01\\')\" -> \"Synset(\\'locomotive.n.01\\')\";\\n\"Synset(\\'cloak.n.02\\')\" -> \"Synset(\\'overgarment.n.01\\')\";\\n\"Synset(\\'langur.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'tiger_shark.n.01\\')\" -> \"Synset(\\'requiem_shark.n.01\\')\";\\n\"Synset(\\'bee_eater.n.01\\')\" -> \"Synset(\\'coraciiform_bird.n.01\\')\";\\n\"Synset(\\'lemon.n.01\\')\" -> \"Synset(\\'citrus.n.01\\')\";\\n\"Synset(\\'mobile_home.n.01\\')\" -> \"Synset(\\'housing.n.01\\')\";\\n\"Synset(\\'trilobite.n.01\\')\" -> \"Synset(\\'arthropod.n.01\\')\";\\n\"Synset(\\'alcohol.n.01\\')\" -> \"Synset(\\'beverage.n.01\\')\";\\n\"Synset(\\'winter_squash.n.02\\')\" -> \"Synset(\\'squash.n.02\\')\";\\n\"Synset(\\'starches.n.01\\')\" -> \"Synset(\\'foodstuff.n.02\\')\";\\n\"Synset(\\'participant.n.01\\')\" -> \"Synset(\\'associate.n.01\\')\";\\n\"Synset(\\'plastic_bag.n.01\\')\" -> \"Synset(\\'bag.n.01\\')\";\\n\"Synset(\\'orangutan.n.01\\')\" -> \"Synset(\\'great_ape.n.01\\')\";\\n\"Synset(\\'face_powder.n.01\\')\" -> \"Synset(\\'powder.n.03\\')\";\\n\"Synset(\\'signboard.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'house_finch.n.01\\')\" -> \"Synset(\\'finch.n.01\\')\";\\n\"Synset(\\'african_grey.n.01\\')\" -> \"Synset(\\'parrot.n.01\\')\";\\n\"Synset(\\'cellular_telephone.n.01\\')\" -> \"Synset(\\'radiotelephone.n.02\\')\";\\n\"Synset(\\'afghan_hound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'lynx.n.02\\')\" -> \"Synset(\\'wildcat.n.03\\')\";\\n\"Synset(\\'acoustic_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'dandie_dinmont.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'corn.n.02\\')\" -> \"Synset(\\'kernel.n.02\\')\";\\n\"Synset(\\'printer.n.02\\')\" -> \"Synset(\\'printer.n.03\\')\";\\n\"Synset(\\'spacecraft.n.01\\')\" -> \"Synset(\\'craft.n.02\\')\";\\n\"Synset(\\'ridge.n.01\\')\" -> \"Synset(\\'natural_elevation.n.01\\')\";\\n\"Synset(\\'dome.n.04\\')\" -> \"Synset(\\'roof.n.01\\')\";\\n\"Synset(\\'golf_ball.n.01\\')\" -> \"Synset(\\'golf_equipment.n.01\\')\";\\n\"Synset(\\'protective_garment.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'gastropod.n.01\\')\" -> \"Synset(\\'mollusk.n.01\\')\";\\n\"Synset(\\'cauliflower.n.02\\')\" -> \"Synset(\\'cruciferous_vegetable.n.01\\')\";\\n\"Synset(\\'redbone.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'pullover.n.01\\')\" -> \"Synset(\\'sweater.n.01\\')\";\\n\"Synset(\\'park_bench.n.01\\')\" -> \"Synset(\\'bench.n.01\\')\";\\n\"Synset(\\'television.n.02\\')\" -> \"Synset(\\'telecommunication_system.n.01\\')\";\\n\"Synset(\\'spiny_lobster.n.02\\')\" -> \"Synset(\\'lobster.n.02\\')\";\\n\"Synset(\\'barometer.n.01\\')\" -> \"Synset(\\'measuring_instrument.n.01\\')\";\\n\"Synset(\\'mechanical_device.n.01\\')\" -> \"Synset(\\'mechanism.n.05\\')\";\\n\"Synset(\\'pinwheel.n.02\\')\" -> \"Synset(\\'wheel.n.01\\')\";\\n\"Synset(\\'dip.n.04\\')\" -> \"Synset(\\'condiment.n.01\\')\";\\n\"Synset(\\'knife.n.01\\')\" -> \"Synset(\\'edge_tool.n.01\\')\";\\n\"Synset(\\'boxer.n.04\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'nutriment.n.01\\')\" -> \"Synset(\\'food.n.01\\')\";\\n\"Synset(\\'car_mirror.n.01\\')\" -> \"Synset(\\'mirror.n.01\\')\";\\n\"Synset(\\'cattle.n.01\\')\" -> \"Synset(\\'bovine.n.01\\')\";\\n\"Synset(\\'cutlery.n.02\\')\" -> \"Synset(\\'tableware.n.01\\')\";\\n\"Synset(\\'german_short-haired_pointer.n.01\\')\" -> \"Synset(\\'pointer.n.04\\')\";\\n\"Synset(\\'beacon.n.03\\')\" -> \"Synset(\\'tower.n.01\\')\";\\n\"Synset(\\'pitcher.n.02\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'mug.n.04\\')\" -> \"Synset(\\'drinking_vessel.n.01\\')\";\\n\"Synset(\\'white_stork.n.01\\')\" -> \"Synset(\\'stork.n.01\\')\";\\n\"Synset(\\'hawk.n.01\\')\" -> \"Synset(\\'bird_of_prey.n.01\\')\";\\n\"Synset(\\'game_bird.n.01\\')\" -> \"Synset(\\'gallinaceous_bird.n.01\\')\";\\n\"Synset(\\'cab.n.03\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'tiger_cat.n.02\\')\" -> \"Synset(\\'domestic_cat.n.01\\')\";\\n\"Synset(\\'yawl.n.01\\')\" -> \"Synset(\\'small_boat.n.01\\')\";\\n\"Synset(\\'coyote.n.01\\')\" -> \"Synset(\\'wolf.n.01\\')\";\\n\"Synset(\\'carton.n.02\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'admiral.n.02\\')\" -> \"Synset(\\'nymphalid.n.01\\')\";\\n\"Synset(\\'marimba.n.01\\')\" -> \"Synset(\\'percussion_instrument.n.01\\')\";\\n\"Synset(\\'furnishing.n.02\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'slot.n.07\\')\" -> \"Synset(\\'slot_machine.n.01\\')\";\\n\"Synset(\\'mailbox.n.01\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'reptile.n.01\\')\" -> \"Synset(\\'vertebrate.n.01\\')\";\\n\"Synset(\\'toy_terrier.n.01\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'bustard.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'car.n.02\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'blenheim_spaniel.n.01\\')\" -> \"Synset(\\'english_toy_spaniel.n.01\\')\";\\n\"Synset(\\'feed.n.01\\')\" -> \"Synset(\\'food.n.01\\')\";\\n\"Synset(\\'scarabaeid_beetle.n.01\\')\" -> \"Synset(\\'lamellicorn_beetle.n.01\\')\";\\n\"Synset(\\'dryer.n.01\\')\" -> \"Synset(\\'appliance.n.02\\')\";\\n\"Synset(\\'birdhouse.n.01\\')\" -> \"Synset(\\'shelter.n.02\\')\";\\n\"Synset(\\'oxygen_mask.n.01\\')\" -> \"Synset(\\'breathing_device.n.01\\')\";\\n\"Synset(\\'english_toy_spaniel.n.01\\')\" -> \"Synset(\\'toy_spaniel.n.01\\')\";\\n\"Synset(\\'dhole.n.01\\')\" -> \"Synset(\\'wild_dog.n.01\\')\";\\n\"Synset(\\'pudding.n.02\\')\" -> \"Synset(\\'dessert.n.01\\')\";\\n\"Synset(\\'maypole.n.01\\')\" -> \"Synset(\\'post.n.04\\')\";\\n\"Synset(\\'salamander.n.01\\')\" -> \"Synset(\\'amphibian.n.03\\')\";\\n\"Synset(\\'cart.n.01\\')\" -> \"Synset(\\'wagon.n.01\\')\";\\n\"Synset(\\'astronomical_telescope.n.01\\')\" -> \"Synset(\\'telescope.n.01\\')\";\\n\"Synset(\\'vending_machine.n.01\\')\" -> \"Synset(\\'slot_machine.n.01\\')\";\\n\"Synset(\\'antelope.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'plane.n.05\\')\" -> \"Synset(\\'hand_tool.n.01\\')\";\\n\"Synset(\\'pembroke.n.01\\')\" -> \"Synset(\\'corgi.n.01\\')\";\\n\"Synset(\\'cosmetic.n.01\\')\" -> \"Synset(\\'toiletry.n.01\\')\";\\n\"Synset(\\'bolo_tie.n.01\\')\" -> \"Synset(\\'necktie.n.01\\')\";\\n\"Synset(\\'timber_wolf.n.01\\')\" -> \"Synset(\\'wolf.n.01\\')\";\\n\"Synset(\\'street_sign.n.01\\')\" -> \"Synset(\\'sign.n.02\\')\";\\n\"Synset(\\'zebra.n.01\\')\" -> \"Synset(\\'equine.n.01\\')\";\\n\"Synset(\\'transducer.n.01\\')\" -> \"Synset(\\'electrical_device.n.01\\')\";\\n\"Synset(\\'magazine.n.01\\')\" -> \"Synset(\\'press.n.02\\')\";\\n\"Synset(\\'paddle.n.04\\')\" -> \"Synset(\\'oar.n.01\\')\";\\n\"Synset(\\'shirt.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'cheeseburger.n.01\\')\" -> \"Synset(\\'hamburger.n.01\\')\";\\n\"Synset(\\'root_vegetable.n.01\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'flatworm.n.01\\')\" -> \"Synset(\\'worm.n.01\\')\";\\n\"Synset(\\'sheath.n.01\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'titmouse.n.01\\')\" -> \"Synset(\\'oscine.n.01\\')\";\\n\"Synset(\\'capuchin.n.02\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'crossword_puzzle.n.01\\')\" -> \"Synset(\\'puzzle.n.02\\')\";\\n\"Synset(\\'norwich_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'filter.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'scientific_instrument.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'surface.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'komodo_dragon.n.01\\')\" -> \"Synset(\\'monitor.n.07\\')\";\\n\"Synset(\\'axolotl.n.01\\')\" -> \"Synset(\\'ambystomid.n.01\\')\";\\n\"Synset(\\'residence.n.02\\')\" -> \"Synset(\\'house.n.01\\')\";\\n\"Synset(\\'cannon.n.02\\')\" -> \"Synset(\\'gun.n.01\\')\";\\n\"Synset(\\'indri.n.01\\')\" -> \"Synset(\\'lemur.n.01\\')\";\\n\"Synset(\\'lacewing.n.01\\')\" -> \"Synset(\\'neuropteron.n.01\\')\";\\n\"Synset(\\'butterfly_fish.n.01\\')\" -> \"Synset(\\'percoid_fish.n.01\\')\";\\n\"Synset(\\'whiptail.n.01\\')\" -> \"Synset(\\'teiid_lizard.n.01\\')\";\\n\"Synset(\\'trouser.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'shop.n.01\\')\" -> \"Synset(\\'mercantile_establishment.n.01\\')\";\\n\"Synset(\\'piece_of_cloth.n.01\\')\" -> \"Synset(\\'fabric.n.01\\')\";\\n\"Synset(\\'band_aid.n.01\\')\" -> \"Synset(\\'adhesive_bandage.n.01\\')\";\\n\"Synset(\\'attachment.n.04\\')\" -> \"Synset(\\'connection.n.03\\')\";\\n\"Synset(\\'toaster.n.02\\')\" -> \"Synset(\\'kitchen_appliance.n.01\\')\";\\n\"Synset(\\'corvine_bird.n.01\\')\" -> \"Synset(\\'oscine.n.01\\')\";\\n\"Synset(\\'american_alligator.n.01\\')\" -> \"Synset(\\'alligator.n.02\\')\";\\n\"Synset(\\'physical_entity.n.01\\')\" -> \"Synset(\\'entity.n.01\\')\";\\n\"Synset(\\'amphibian.n.03\\')\" -> \"Synset(\\'vertebrate.n.01\\')\";\\n\"Synset(\\'lady\\'s_slipper.n.01\\')\" -> \"Synset(\\'orchid.n.01\\')\";\\n\"Synset(\\'borzoi.n.01\\')\" -> \"Synset(\\'wolfhound.n.01\\')\";\\n\"Synset(\\'paintbrush.n.01\\')\" -> \"Synset(\\'brush.n.02\\')\";\\n\"Synset(\\'dock.n.05\\')\" -> \"Synset(\\'landing.n.02\\')\";\\n\"Synset(\\'saluki.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'sleeping_bag.n.01\\')\" -> \"Synset(\\'bag.n.01\\')\";\\n\"Synset(\\'west_highland_white_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'round_shape.n.01\\')\" -> \"Synset(\\'shape.n.02\\')\";\\n\"Synset(\\'signaling_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'affenpinscher.n.01\\')\" -> \"Synset(\\'pinscher.n.01\\')\";\\n\"Synset(\\'barrier.n.01\\')\" -> \"Synset(\\'obstruction.n.01\\')\";\\n\"Synset(\\'goldfish.n.01\\')\" -> \"Synset(\\'cyprinid.n.01\\')\";\\n\"Synset(\\'potter\\'s_wheel.n.01\\')\" -> \"Synset(\\'wheel.n.01\\')\";\\n\"Synset(\\'bedlington_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'face_powder.n.01\\')\" -> \"Synset(\\'makeup.n.01\\')\";\\n\"Synset(\\'circle.n.08\\')\" -> \"Synset(\\'rotating_mechanism.n.01\\')\";\\n\"Synset(\\'water_spaniel.n.01\\')\" -> \"Synset(\\'spaniel.n.01\\')\";\\n\"Synset(\\'dishwasher.n.01\\')\" -> \"Synset(\\'white_goods.n.01\\')\";\\n\"Synset(\\'pineapple.n.02\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'spaniel.n.01\\')\" -> \"Synset(\\'sporting_dog.n.01\\')\";\\n\"Synset(\\'grand_piano.n.01\\')\" -> \"Synset(\\'piano.n.01\\')\";\\n\"Synset(\\'carnivore.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'plate.n.14\\')\" -> \"Synset(\\'shield.n.01\\')\";\\n\"Synset(\\'lock.n.01\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'shorebird.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'racket.n.04\\')\" -> \"Synset(\\'sports_implement.n.01\\')\";\\n\"Synset(\\'flagpole.n.02\\')\" -> \"Synset(\\'staff.n.02\\')\";\\n\"Synset(\\'pinniped_mammal.n.01\\')\" -> \"Synset(\\'aquatic_mammal.n.01\\')\";\\n\"Synset(\\'ratite.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'griffon.n.02\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'edentate.n.01\\')\" -> \"Synset(\\'placental.n.01\\')\";\\n\"Synset(\\'bottle_opener.n.01\\')\" -> \"Synset(\\'opener.n.03\\')\";\\n\"Synset(\\'aircraft.n.01\\')\" -> \"Synset(\\'craft.n.02\\')\";\\n\"Synset(\\'bathing_cap.n.01\\')\" -> \"Synset(\\'cap.n.01\\')\";\\n\"Synset(\\'dress.n.01\\')\" -> \"Synset(\\'woman\\'s_clothing.n.01\\')\";\\n\"Synset(\\'sewing_machine.n.01\\')\" -> \"Synset(\\'home_appliance.n.01\\')\";\\n\"Synset(\\'screen.n.04\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'athlete.n.01\\')\" -> \"Synset(\\'contestant.n.01\\')\";\\n\"Synset(\\'chihuahua.n.03\\')\" -> \"Synset(\\'toy_dog.n.01\\')\";\\n\"Synset(\\'savings_bank.n.02\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'forklift.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'diaper.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'tabby.n.01\\')\" -> \"Synset(\\'domestic_cat.n.01\\')\";\\n\"Synset(\\'optical_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'flute.n.01\\')\" -> \"Synset(\\'woodwind.n.01\\')\";\\n\"Synset(\\'textile_machine.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'chambered_nautilus.n.01\\')\" -> \"Synset(\\'cephalopod.n.01\\')\";\\n\"Synset(\\'tree_squirrel.n.01\\')\" -> \"Synset(\\'squirrel.n.01\\')\";\\n\"Synset(\\'feline.n.01\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'vessel.n.02\\')\" -> \"Synset(\\'craft.n.02\\')\";\\n\"Synset(\\'neuropteron.n.01\\')\" -> \"Synset(\\'insect.n.01\\')\";\\n\"Synset(\\'linen.n.03\\')\" -> \"Synset(\\'white_goods.n.02\\')\";\\n\"Synset(\\'eft.n.01\\')\" -> \"Synset(\\'newt.n.01\\')\";\\n\"Synset(\\'coho.n.02\\')\" -> \"Synset(\\'salmon.n.01\\')\";\\n\"Synset(\\'explorer.n.01\\')\" -> \"Synset(\\'person.n.01\\')\";\\n\"Synset(\\'buckle.n.01\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'wallaby.n.01\\')\" -> \"Synset(\\'kangaroo.n.01\\')\";\\n\"Synset(\\'scorpaenid.n.01\\')\" -> \"Synset(\\'scorpaenoid.n.01\\')\";\\n\"Synset(\\'loggerhead.n.02\\')\" -> \"Synset(\\'sea_turtle.n.01\\')\";\\n\"Synset(\\'meat_loaf.n.01\\')\" -> \"Synset(\\'loaf_of_bread.n.01\\')\";\\n\"Synset(\\'lantern.n.01\\')\" -> \"Synset(\\'lamp.n.01\\')\";\\n\"Synset(\\'correctional_institution.n.01\\')\" -> \"Synset(\\'penal_institution.n.01\\')\";\\n\"Synset(\\'roof.n.01\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'stopwatch.n.01\\')\" -> \"Synset(\\'timer.n.01\\')\";\\n\"Synset(\\'aquatic_vertebrate.n.01\\')\" -> \"Synset(\\'vertebrate.n.01\\')\";\\n\"Synset(\\'titi.n.03\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'hornbill.n.01\\')\" -> \"Synset(\\'coraciiform_bird.n.01\\')\";\\n\"Synset(\\'golfcart.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'substance.n.01\\')\" -> \"Synset(\\'matter.n.03\\')\";\\n\"Synset(\\'angora.n.03\\')\" -> \"Synset(\\'rabbit.n.01\\')\";\\n\"Synset(\\'dam.n.01\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'glove.n.02\\')\" -> \"Synset(\\'handwear.n.01\\')\";\\n\"Synset(\\'scabbard.n.01\\')\" -> \"Synset(\\'sheath.n.01\\')\";\\n\"Synset(\\'little_blue_heron.n.01\\')\" -> \"Synset(\\'heron.n.02\\')\";\\n\"Synset(\\'australian_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'medical_instrument.n.01\\')\" -> \"Synset(\\'instrument.n.01\\')\";\\n\"Synset(\\'parking_meter.n.01\\')\" -> \"Synset(\\'timer.n.01\\')\";\\n\"Synset(\\'bassinet.n.01\\')\" -> \"Synset(\\'baby_bed.n.01\\')\";\\n\"Synset(\\'stew.n.02\\')\" -> \"Synset(\\'dish.n.02\\')\";\\n\"Synset(\\'apparatus.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'stony_coral.n.01\\')\" -> \"Synset(\\'coral.n.04\\')\";\\n\"Synset(\\'building.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'trench_coat.n.01\\')\" -> \"Synset(\\'raincoat.n.01\\')\";\\n\"Synset(\\'totem_pole.n.01\\')\" -> \"Synset(\\'column.n.06\\')\";\\n\"Synset(\\'brace.n.01\\')\" -> \"Synset(\\'support.n.10\\')\";\\n\"Synset(\\'polecat.n.02\\')\" -> \"Synset(\\'musteline_mammal.n.01\\')\";\\n\"Synset(\\'bullet_train.n.01\\')\" -> \"Synset(\\'passenger_train.n.01\\')\";\\n\"Synset(\\'snipe.n.01\\')\" -> \"Synset(\\'shorebird.n.01\\')\";\\n\"Synset(\\'swan.n.01\\')\" -> \"Synset(\\'aquatic_bird.n.01\\')\";\\n\"Synset(\\'space_shuttle.n.01\\')\" -> \"Synset(\\'spacecraft.n.01\\')\";\\n\"Synset(\\'letter_opener.n.01\\')\" -> \"Synset(\\'knife.n.01\\')\";\\n\"Synset(\\'cricket.n.01\\')\" -> \"Synset(\\'orthopterous_insect.n.01\\')\";\\n\"Synset(\\'cicada.n.01\\')\" -> \"Synset(\\'homopterous_insect.n.01\\')\";\\n\"Synset(\\'sports_equipment.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'fare.n.04\\')\" -> \"Synset(\\'food.n.01\\')\";\\n\"Synset(\\'drill.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'great_white_shark.n.01\\')\" -> \"Synset(\\'mackerel_shark.n.01\\')\";\\n\"Synset(\\'poodle.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'comic_book.n.01\\')\" -> \"Synset(\\'magazine.n.01\\')\";\\n\"Synset(\\'lens.n.01\\')\" -> \"Synset(\\'optical_device.n.01\\')\";\\n\"Synset(\\'valley.n.01\\')\" -> \"Synset(\\'natural_depression.n.01\\')\";\\n\"Synset(\\'brake_system.n.01\\')\" -> \"Synset(\\'brake.n.01\\')\";\\n\"Synset(\\'shopping_cart.n.01\\')\" -> \"Synset(\\'handcart.n.01\\')\";\\n\"Synset(\\'puffer.n.02\\')\" -> \"Synset(\\'plectognath.n.01\\')\";\\n\"Synset(\\'food.n.02\\')\" -> \"Synset(\\'solid.n.01\\')\";\\n\"Synset(\\'brown_bear.n.01\\')\" -> \"Synset(\\'bear.n.01\\')\";\\n\"Synset(\\'matchstick.n.01\\')\" -> \"Synset(\\'stick.n.01\\')\";\\n\"Synset(\\'seat.n.03\\')\" -> \"Synset(\\'furniture.n.01\\')\";\\n\"Synset(\\'chest.n.02\\')\" -> \"Synset(\\'box.n.01\\')\";\\n\"Synset(\\'apparel.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'irish_water_spaniel.n.01\\')\" -> \"Synset(\\'water_spaniel.n.01\\')\";\\n\"Synset(\\'article.n.02\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'rescue_equipment.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'cowboy_boot.n.01\\')\" -> \"Synset(\\'boot.n.01\\')\";\\n\"Synset(\\'porcupine.n.01\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'chiffonier.n.01\\')\" -> \"Synset(\\'chest_of_drawers.n.01\\')\";\\n\"Synset(\\'yurt.n.01\\')\" -> \"Synset(\\'dwelling.n.01\\')\";\\n\"Synset(\\'toy_dog.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'broccoli.n.02\\')\" -> \"Synset(\\'cruciferous_vegetable.n.01\\')\";\\n\"Synset(\\'oscine.n.01\\')\" -> \"Synset(\\'passerine.n.01\\')\";\\n\"Synset(\\'tissue.n.02\\')\" -> \"Synset(\\'paper.n.01\\')\";\\n\"Synset(\\'bubble.n.01\\')\" -> \"Synset(\\'globule.n.01\\')\";\\n\"Synset(\\'sandbar.n.01\\')\" -> \"Synset(\\'bar.n.08\\')\";\\n\"Synset(\\'penal_institution.n.01\\')\" -> \"Synset(\\'institution.n.02\\')\";\\n\"Synset(\\'spoon.n.01\\')\" -> \"Synset(\\'cutlery.n.02\\')\";\\n\"Synset(\\'towel.n.01\\')\" -> \"Synset(\\'piece_of_cloth.n.01\\')\";\\n\"Synset(\\'fence.n.01\\')\" -> \"Synset(\\'barrier.n.01\\')\";\\n\"Synset(\\'hosiery.n.01\\')\" -> \"Synset(\\'footwear.n.01\\')\";\\n\"Synset(\\'american_chameleon.n.01\\')\" -> \"Synset(\\'iguanid.n.01\\')\";\\n\"Synset(\\'toilet_tissue.n.01\\')\" -> \"Synset(\\'tissue.n.02\\')\";\\n\"Synset(\\'throne.n.01\\')\" -> \"Synset(\\'chair_of_state.n.01\\')\";\\n\"Synset(\\'mosque.n.01\\')\" -> \"Synset(\\'place_of_worship.n.01\\')\";\\n\"Synset(\\'truck.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'metatherian.n.01\\')\" -> \"Synset(\\'mammal.n.01\\')\";\\n\"Synset(\\'ware.n.01\\')\" -> \"Synset(\\'article.n.02\\')\";\\n\"Synset(\\'paper_towel.n.01\\')\" -> \"Synset(\\'towel.n.01\\')\";\\n\"Synset(\\'hamper.n.02\\')\" -> \"Synset(\\'basket.n.01\\')\";\\n\"Synset(\\'medium.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'seabird.n.01\\')\" -> \"Synset(\\'aquatic_bird.n.01\\')\";\\n\"Synset(\\'loaf_of_bread.n.01\\')\" -> \"Synset(\\'bread.n.01\\')\";\\n\"Synset(\\'barrier.n.03\\')\" -> \"Synset(\\'mechanism.n.03\\')\";\\n\"Synset(\\'snail.n.01\\')\" -> \"Synset(\\'gastropod.n.01\\')\";\\n\"Synset(\\'display.n.06\\')\" -> \"Synset(\\'electronic_device.n.01\\')\";\\n\"Synset(\\'knee_pad.n.01\\')\" -> \"Synset(\\'protective_garment.n.01\\')\";\\n\"Synset(\\'shelter.n.02\\')\" -> \"Synset(\\'protective_covering.n.01\\')\";\\n\"Synset(\\'pot.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'emblem.n.01\\')\" -> \"Synset(\\'design.n.04\\')\";\\n\"Synset(\\'arctic_fox.n.01\\')\" -> \"Synset(\\'fox.n.01\\')\";\\n\"Synset(\\'grocery_store.n.01\\')\" -> \"Synset(\\'marketplace.n.02\\')\";\\n\"Synset(\\'odometer.n.01\\')\" -> \"Synset(\\'meter.n.02\\')\";\\n\"Synset(\\'consumer_goods.n.01\\')\" -> \"Synset(\\'commodity.n.01\\')\";\\n\"Synset(\\'sea_cow.n.01\\')\" -> \"Synset(\\'aquatic_mammal.n.01\\')\";\\n\"Synset(\\'spoonbill.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'bolete.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'promontory.n.01\\')\" -> \"Synset(\\'natural_elevation.n.01\\')\";\\n\"Synset(\\'bicycle-built-for-two.n.01\\')\" -> \"Synset(\\'bicycle.n.01\\')\";\\n\"Synset(\\'weimaraner.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'sombrero.n.02\\')\" -> \"Synset(\\'hat.n.01\\')\";\\n\"Synset(\\'water_ouzel.n.01\\')\" -> \"Synset(\\'oscine.n.01\\')\";\\n\"Synset(\\'suit.n.01\\')\" -> \"Synset(\\'garment.n.01\\')\";\\n\"Synset(\\'rack.n.05\\')\" -> \"Synset(\\'support.n.10\\')\";\\n\"Synset(\\'waffle_iron.n.01\\')\" -> \"Synset(\\'kitchen_appliance.n.01\\')\";\\n\"Synset(\\'goose.n.01\\')\" -> \"Synset(\\'anseriform_bird.n.01\\')\";\\n\"Synset(\\'panpipe.n.01\\')\" -> \"Synset(\\'pipe.n.04\\')\";\\n\"Synset(\\'ambulance.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'wolfhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'bovine.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'cloak.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'king_penguin.n.01\\')\" -> \"Synset(\\'penguin.n.01\\')\";\\n\"Synset(\\'conveyance.n.03\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'potato.n.01\\')\" -> \"Synset(\\'solanaceous_vegetable.n.01\\')\";\\n\"Synset(\\'border_collie.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'harvester.n.02\\')\" -> \"Synset(\\'farm_machine.n.01\\')\";\\n\"Synset(\\'pedestal.n.03\\')\" -> \"Synset(\\'support.n.07\\')\";\\n\"Synset(\\'helmet.n.01\\')\" -> \"Synset(\\'armor_plate.n.01\\')\";\\n\"Synset(\\'radiotelephone.n.02\\')\" -> \"Synset(\\'telephone.n.01\\')\";\\n\"Synset(\\'kimono.n.01\\')\" -> \"Synset(\\'robe.n.01\\')\";\\n\"Synset(\\'rhodesian_ridgeback.n.01\\')\" -> \"Synset(\\'hunting_dog.n.01\\')\";\\n\"Synset(\\'geographic_point.n.01\\')\" -> \"Synset(\\'point.n.02\\')\";\\n\"Synset(\\'stork.n.01\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'english_setter.n.01\\')\" -> \"Synset(\\'setter.n.02\\')\";\\n\"Synset(\\'drygoods.n.01\\')\" -> \"Synset(\\'commodity.n.01\\')\";\\n\"Synset(\\'sea_slug.n.01\\')\" -> \"Synset(\\'gastropod.n.01\\')\";\\n\"Synset(\\'helmet.n.02\\')\" -> \"Synset(\\'headdress.n.01\\')\";\\n\"Synset(\\'snowplow.n.01\\')\" -> \"Synset(\\'motor_vehicle.n.01\\')\";\\n\"Synset(\\'fox.n.01\\')\" -> \"Synset(\\'canine.n.02\\')\";\\n\"Synset(\\'bullfrog.n.01\\')\" -> \"Synset(\\'true_frog.n.01\\')\";\\n\"Synset(\\'nail.n.02\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'beaver.n.07\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'soft-finned_fish.n.01\\')\" -> \"Synset(\\'teleost_fish.n.01\\')\";\\n\"Synset(\\'plaything.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'mongoose.n.01\\')\" -> \"Synset(\\'viverrine.n.01\\')\";\\n\"Synset(\\'aircraft_carrier.n.01\\')\" -> \"Synset(\\'warship.n.01\\')\";\\n\"Synset(\\'cornet.n.01\\')\" -> \"Synset(\\'brass.n.02\\')\";\\n\"Synset(\\'clip.n.03\\')\" -> \"Synset(\\'fastener.n.02\\')\";\\n\"Synset(\\'dugong.n.01\\')\" -> \"Synset(\\'sea_cow.n.01\\')\";\\n\"Synset(\\'pillow.n.01\\')\" -> \"Synset(\\'cushion.n.03\\')\";\\n\"Synset(\\'baseball.n.02\\')\" -> \"Synset(\\'baseball_equipment.n.01\\')\";\\n\"Synset(\\'granny_smith.n.01\\')\" -> \"Synset(\\'eating_apple.n.01\\')\";\\n\"Synset(\\'vascular_plant.n.01\\')\" -> \"Synset(\\'plant.n.02\\')\";\\n\"Synset(\\'convertible.n.03\\')\" -> \"Synset(\\'sofa.n.01\\')\";\\n\"Synset(\\'cardigan.n.01\\')\" -> \"Synset(\\'sweater.n.01\\')\";\\n\"Synset(\\'crane.n.05\\')\" -> \"Synset(\\'wading_bird.n.01\\')\";\\n\"Synset(\\'player.n.01\\')\" -> \"Synset(\\'contestant.n.01\\')\";\\n\"Synset(\\'factory.n.01\\')\" -> \"Synset(\\'plant.n.01\\')\";\\n\"Synset(\\'piece_of_cloth.n.01\\')\" -> \"Synset(\\'piece.n.01\\')\";\\n\"Synset(\\'muzzle.n.03\\')\" -> \"Synset(\\'restraint.n.06\\')\";\\n\"Synset(\\'agamid.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'fastener.n.02\\')\" -> \"Synset(\\'restraint.n.06\\')\";\\n\"Synset(\\'mask.n.01\\')\" -> \"Synset(\\'covering.n.02\\')\";\\n\"Synset(\\'pretzel.n.01\\')\" -> \"Synset(\\'cracker.n.01\\')\";\\n\"Synset(\\'lemur.n.01\\')\" -> \"Synset(\\'primate.n.02\\')\";\\n\"Synset(\\'breathing_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'garbage_truck.n.01\\')\" -> \"Synset(\\'truck.n.01\\')\";\\n\"Synset(\\'substance.n.07\\')\" -> \"Synset(\\'matter.n.03\\')\";\\n\"Synset(\\'oven.n.01\\')\" -> \"Synset(\\'kitchen_appliance.n.01\\')\";\\n\"Synset(\\'fungus.n.01\\')\" -> \"Synset(\\'organism.n.01\\')\";\\n\"Synset(\\'bear.n.01\\')\" -> \"Synset(\\'carnivore.n.01\\')\";\\n\"Synset(\\'purse.n.03\\')\" -> \"Synset(\\'bag.n.01\\')\";\\n\"Synset(\\'ice_lolly.n.01\\')\" -> \"Synset(\\'frozen_dessert.n.01\\')\";\\n\"Synset(\\'sarong.n.01\\')\" -> \"Synset(\\'skirt.n.02\\')\";\\n\"Synset(\\'spotted_salamander.n.01\\')\" -> \"Synset(\\'ambystomid.n.01\\')\";\\n\"Synset(\\'head_cabbage.n.02\\')\" -> \"Synset(\\'cabbage.n.01\\')\";\\n\"Synset(\\'pajama.n.02\\')\" -> \"Synset(\\'nightwear.n.01\\')\";\\n\"Synset(\\'farm_machine.n.01\\')\" -> \"Synset(\\'machine.n.01\\')\";\\n\"Synset(\\'dining_table.n.01\\')\" -> \"Synset(\\'table.n.03\\')\";\\n\"Synset(\\'otterhound.n.01\\')\" -> \"Synset(\\'hound.n.01\\')\";\\n\"Synset(\\'place_of_worship.n.01\\')\" -> \"Synset(\\'building.n.01\\')\";\\n\"Synset(\\'gate.n.01\\')\" -> \"Synset(\\'movable_barrier.n.01\\')\";\\n\"Synset(\\'carousel.n.02\\')\" -> \"Synset(\\'ride.n.02\\')\";\\n\"Synset(\\'cavy.n.01\\')\" -> \"Synset(\\'rodent.n.01\\')\";\\n\"Synset(\\'wagon.n.01\\')\" -> \"Synset(\\'wheeled_vehicle.n.01\\')\";\\n\"Synset(\\'barber_chair.n.01\\')\" -> \"Synset(\\'chair.n.01\\')\";\\n\"Synset(\\'hay.n.01\\')\" -> \"Synset(\\'fodder.n.02\\')\";\\n\"Synset(\\'punching_bag.n.02\\')\" -> \"Synset(\\'ball.n.01\\')\";\\n\"Synset(\\'safety_pin.n.01\\')\" -> \"Synset(\\'pin.n.09\\')\";\\n\"Synset(\\'lipstick.n.01\\')\" -> \"Synset(\\'makeup.n.01\\')\";\\n\"Synset(\\'true_lobster.n.01\\')\" -> \"Synset(\\'lobster.n.02\\')\";\\n\"Synset(\\'plate.n.02\\')\" -> \"Synset(\\'sheet.n.06\\')\";\\n\"Synset(\\'fruit.n.01\\')\" -> \"Synset(\\'reproductive_structure.n.01\\')\";\\n\"Synset(\\'maze.n.01\\')\" -> \"Synset(\\'system.n.01\\')\";\\n\"Synset(\\'totem_pole.n.01\\')\" -> \"Synset(\\'emblem.n.01\\')\";\\n\"Synset(\\'ladybug.n.01\\')\" -> \"Synset(\\'beetle.n.01\\')\";\\n\"Synset(\\'rug.n.01\\')\" -> \"Synset(\\'floor_cover.n.01\\')\";\\n\"Synset(\\'tableware.n.01\\')\" -> \"Synset(\\'ware.n.01\\')\";\\n\"Synset(\\'ashcan.n.01\\')\" -> \"Synset(\\'bin.n.01\\')\";\\n\"Synset(\\'reel.n.03\\')\" -> \"Synset(\\'winder.n.03\\')\";\\n\"Synset(\\'mechanism.n.03\\')\" -> \"Synset(\\'natural_object.n.01\\')\";\\n\"Synset(\\'electric_guitar.n.01\\')\" -> \"Synset(\\'guitar.n.01\\')\";\\n\"Synset(\\'black_grouse.n.01\\')\" -> \"Synset(\\'grouse.n.02\\')\";\\n\"Synset(\\'file.n.03\\')\" -> \"Synset(\\'office_furniture.n.01\\')\";\\n\"Synset(\\'commodity.n.01\\')\" -> \"Synset(\\'artifact.n.01\\')\";\\n\"Synset(\\'gallinule.n.01\\')\" -> \"Synset(\\'aquatic_bird.n.01\\')\";\\n\"Synset(\\'brabancon_griffon.n.01\\')\" -> \"Synset(\\'griffon.n.02\\')\";\\n\"Synset(\\'food.n.01\\')\" -> \"Synset(\\'substance.n.07\\')\";\\n\"Synset(\\'rottweiler.n.01\\')\" -> \"Synset(\\'shepherd_dog.n.01\\')\";\\n\"Synset(\\'orange.n.01\\')\" -> \"Synset(\\'citrus.n.01\\')\";\\n\"Synset(\\'barrow.n.03\\')\" -> \"Synset(\\'handcart.n.01\\')\";\\n\"Synset(\\'bearskin.n.02\\')\" -> \"Synset(\\'hat.n.01\\')\";\\n\"Synset(\\'eagle.n.01\\')\" -> \"Synset(\\'bird_of_prey.n.01\\')\";\\n\"Synset(\\'kerry_blue_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'plow.n.01\\')\" -> \"Synset(\\'tool.n.01\\')\";\\n\"Synset(\\'trifle.n.01\\')\" -> \"Synset(\\'pudding.n.02\\')\";\\n\"Synset(\\'quail.n.02\\')\" -> \"Synset(\\'phasianid.n.01\\')\";\\n\"Synset(\\'danaid.n.01\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'bathtub.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'folding_chair.n.01\\')\" -> \"Synset(\\'chair.n.01\\')\";\\n\"Synset(\\'turner.n.08\\')\" -> \"Synset(\\'cooking_utensil.n.01\\')\";\\n\"Synset(\\'tape_player.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'locomotive.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'reproductive_structure.n.01\\')\" -> \"Synset(\\'plant_organ.n.01\\')\";\\n\"Synset(\\'turnstone.n.01\\')\" -> \"Synset(\\'plover.n.01\\')\";\\n\"Synset(\\'microphone.n.01\\')\" -> \"Synset(\\'electro-acoustic_transducer.n.01\\')\";\\n\"Synset(\\'vehicle.n.01\\')\" -> \"Synset(\\'conveyance.n.03\\')\";\\n\"Synset(\\'malacostracan_crustacean.n.01\\')\" -> \"Synset(\\'crustacean.n.01\\')\";\\n\"Synset(\\'sandal.n.01\\')\" -> \"Synset(\\'shoe.n.01\\')\";\\n\"Synset(\\'water_buffalo.n.01\\')\" -> \"Synset(\\'old_world_buffalo.n.01\\')\";\\n\"Synset(\\'cephalopod.n.01\\')\" -> \"Synset(\\'mollusk.n.01\\')\";\\n\"Synset(\\'cucumber.n.02\\')\" -> \"Synset(\\'vegetable.n.01\\')\";\\n\"Synset(\\'tripod.n.01\\')\" -> \"Synset(\\'rack.n.05\\')\";\\n\"Synset(\\'strawberry.n.01\\')\" -> \"Synset(\\'berry.n.01\\')\";\\n\"Synset(\\'wall_clock.n.01\\')\" -> \"Synset(\\'clock.n.01\\')\";\\n\"Synset(\\'damselfly.n.01\\')\" -> \"Synset(\\'odonate.n.01\\')\";\\n\"Synset(\\'vacuum.n.04\\')\" -> \"Synset(\\'home_appliance.n.01\\')\";\\n\"Synset(\\'gar.n.01\\')\" -> \"Synset(\\'ganoid.n.01\\')\";\\n\"Synset(\\'hippopotamus.n.01\\')\" -> \"Synset(\\'even-toed_ungulate.n.01\\')\";\\n\"Synset(\\'gyromitra.n.01\\')\" -> \"Synset(\\'fungus.n.01\\')\";\\n\"Synset(\\'missile.n.01\\')\" -> \"Synset(\\'weapon.n.01\\')\";\\n\"Synset(\\'support.n.10\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'vault.n.03\\')\" -> \"Synset(\\'roof.n.01\\')\";\\n\"Synset(\\'minibus.n.01\\')\" -> \"Synset(\\'bus.n.01\\')\";\\n\"Synset(\\'diver.n.01\\')\" -> \"Synset(\\'explorer.n.01\\')\";\\n\"Synset(\\'house.n.01\\')\" -> \"Synset(\\'dwelling.n.01\\')\";\\n\"Synset(\\'bird_of_prey.n.01\\')\" -> \"Synset(\\'bird.n.01\\')\";\\n\"Synset(\\'minivan.n.01\\')\" -> \"Synset(\\'car.n.01\\')\";\\n\"Synset(\\'great_pyrenees.n.01\\')\" -> \"Synset(\\'dog.n.01\\')\";\\n\"Synset(\\'mixing_bowl.n.01\\')\" -> \"Synset(\\'bowl.n.03\\')\";\\n\"Synset(\\'double-reed_instrument.n.01\\')\" -> \"Synset(\\'beating-reed_instrument.n.01\\')\";\\n\"Synset(\\'pelican.n.01\\')\" -> \"Synset(\\'pelecaniform_seabird.n.01\\')\";\\n\"Synset(\\'sea_lion.n.01\\')\" -> \"Synset(\\'eared_seal.n.01\\')\";\\n\"Synset(\\'applicator.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'lacertid_lizard.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'african_hunting_dog.n.01\\')\" -> \"Synset(\\'wild_dog.n.01\\')\";\\n\"Synset(\\'three-toed_sloth.n.01\\')\" -> \"Synset(\\'sloth.n.02\\')\";\\n\"Synset(\\'bernese_mountain_dog.n.01\\')\" -> \"Synset(\\'sennenhunde.n.01\\')\";\\n\"Synset(\\'boot.n.01\\')\" -> \"Synset(\\'footwear.n.02\\')\";\\n\"Synset(\\'irish_terrier.n.01\\')\" -> \"Synset(\\'terrier.n.01\\')\";\\n\"Synset(\\'watchdog.n.02\\')\" -> \"Synset(\\'working_dog.n.01\\')\";\\n\"Synset(\\'publication.n.01\\')\" -> \"Synset(\\'work.n.02\\')\";\\n\"Synset(\\'chesapeake_bay_retriever.n.01\\')\" -> \"Synset(\\'retriever.n.01\\')\";\\n\"Synset(\\'book_jacket.n.01\\')\" -> \"Synset(\\'jacket.n.02\\')\";\\n\"Synset(\\'pierid.n.01\\')\" -> \"Synset(\\'butterfly.n.01\\')\";\\n\"Synset(\\'game_equipment.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'food_fish.n.01\\')\" -> \"Synset(\\'fish.n.01\\')\";\\n\"Synset(\\'motor_vehicle.n.01\\')\" -> \"Synset(\\'self-propelled_vehicle.n.01\\')\";\\n\"Synset(\\'egyptian_cat.n.01\\')\" -> \"Synset(\\'domestic_cat.n.01\\')\";\\n\"Synset(\\'howler_monkey.n.01\\')\" -> \"Synset(\\'new_world_monkey.n.01\\')\";\\n\"Synset(\\'lifting_device.n.01\\')\" -> \"Synset(\\'device.n.01\\')\";\\n\"Synset(\\'piano.n.01\\')\" -> \"Synset(\\'keyboard_instrument.n.01\\')\";\\n\"Synset(\\'fountain.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'garment.n.01\\')\" -> \"Synset(\\'clothing.n.01\\')\";\\n\"Synset(\\'castle.n.02\\')\" -> \"Synset(\\'fortification.n.01\\')\";\\n\"Synset(\\'old_world_buffalo.n.01\\')\" -> \"Synset(\\'bovid.n.01\\')\";\\n\"Synset(\\'measure.n.09\\')\" -> \"Synset(\\'container.n.01\\')\";\\n\"Synset(\\'accordion.n.01\\')\" -> \"Synset(\\'free-reed_instrument.n.01\\')\";\\n\"Synset(\\'french_horn.n.01\\')\" -> \"Synset(\\'brass.n.02\\')\";\\n\"Synset(\\'refrigerator.n.01\\')\" -> \"Synset(\\'white_goods.n.01\\')\";\\n\"Synset(\\'cd_player.n.01\\')\" -> \"Synset(\\'electronic_equipment.n.01\\')\";\\n\"Synset(\\'agent.n.03\\')\" -> \"Synset(\\'substance.n.07\\')\";\\n\"Synset(\\'anguid_lizard.n.01\\')\" -> \"Synset(\\'lizard.n.01\\')\";\\n\"Synset(\\'mortarboard.n.02\\')\" -> \"Synset(\\'cap.n.01\\')\";\\n\"Synset(\\'bee.n.01\\')\" -> \"Synset(\\'hymenopterous_insect.n.01\\')\";\\n\"Synset(\\'butternut_squash.n.02\\')\" -> \"Synset(\\'winter_squash.n.02\\')\";\\n\"Synset(\\'cooker.n.01\\')\" -> \"Synset(\\'cooking_utensil.n.01\\')\";\\n\"Synset(\\'edible_fruit.n.01\\')\" -> \"Synset(\\'produce.n.01\\')\";\\n\"Synset(\\'bib.n.01\\')\" -> \"Synset(\\'piece_of_cloth.n.01\\')\";\\n\"Synset(\\'school_bus.n.01\\')\" -> \"Synset(\\'bus.n.01\\')\";\\n\"Synset(\\'citrus.n.01\\')\" -> \"Synset(\\'edible_fruit.n.01\\')\";\\n\"Synset(\\'hot_pot.n.01\\')\" -> \"Synset(\\'stew.n.02\\')\";\\n\"Synset(\\'cinema.n.02\\')\" -> \"Synset(\\'theater.n.01\\')\";\\n\"Synset(\\'bridge.n.01\\')\" -> \"Synset(\\'structure.n.01\\')\";\\n\"Synset(\\'hatchet.n.02\\')\" -> \"Synset(\\'ax.n.01\\')\";\\n\"Synset(\\'medicine_chest.n.01\\')\" -> \"Synset(\\'cabinet.n.01\\')\";\\n\"Synset(\\'ruminant.n.01\\')\" -> \"Synset(\\'even-toed_ungulate.n.01\\')\";\\n\"Synset(\\'bottle.n.01\\')\" -> \"Synset(\\'vessel.n.03\\')\";\\n\"Synset(\\'beaker.n.01\\')\" -> \"Synset(\\'jar.n.01\\')\";\\n\"Synset(\\'furniture.n.01\\')\" -> \"Synset(\\'furnishing.n.02\\')\";\\n\"Synset(\\'wildcat.n.03\\')\" -> \"Synset(\\'cat.n.01\\')\";\\n\"Synset(\\'ambystomid.n.01\\')\" -> \"Synset(\\'salamander.n.01\\')\";\\n\"Synset(\\'worm.n.01\\')\" -> \"Synset(\\'invertebrate.n.01\\')\";\\n\"Synset(\\'jean.n.01\\')\" -> \"Synset(\\'trouser.n.01\\')\";\\n\"Synset(\\'mask.n.01\\')\" -> \"Synset(\\'disguise.n.02\\')\";\\n\"Synset(\\'dough.n.01\\')\" -> \"Synset(\\'concoction.n.01\\')\";\\n\"Synset(\\'tench.n.01\\')\" -> \"Synset(\\'cyprinid.n.01\\')\";\\n\"Synset(\\'wing.n.02\\')\" -> \"Synset(\\'airfoil.n.01\\')\";\\n\"Synset(\\'light.n.14\\')\" -> \"Synset(\\'visual_signal.n.01\\')\";\\n\"Synset(\\'device.n.01\\')\" -> \"Synset(\\'instrumentality.n.03\\')\";\\n\"Synset(\\'satellite.n.01\\')\" -> \"Synset(\\'equipment.n.01\\')\";\\n\"Synset(\\'sea_urchin.n.01\\')\" -> \"Synset(\\'echinoderm.n.01\\')\";\\n\"Synset(\\'sunscreen.n.01\\')\" -> \"Synset(\\'cream.n.03\\')\";\\n\"Synset(\\'wooden_spoon.n.02\\')\" -> \"Synset(\\'woodenware.n.01\\')\";\\n\"Synset(\\'american_staffordshire_terrier.n.01\\')\" -> \"Synset(\\'bullterrier.n.01\\')\";\\n\"Synset(\\'cliff.n.01\\')\" -> \"Synset(\\'geological_formation.n.01\\')\";\\n\"Synset(\\'structural_member.n.01\\')\" -> \"Synset(\\'support.n.10\\')\";\\n\"Synset(\\'patas.n.01\\')\" -> \"Synset(\\'old_world_monkey.n.01\\')\";\\n\"Synset(\\'junco.n.01\\')\" -> \"Synset(\\'finch.n.01\\')\";\\n\"Synset(\\'insect.n.01\\')\" -> \"Synset(\\'arthropod.n.01\\')\";\\n\"Synset(\\'requiem_shark.n.01\\')\" -> \"Synset(\\'shark.n.01\\')\";\\n\"Synset(\\'matter.n.03\\')\" -> \"Synset(\\'physical_entity.n.01\\')\";\\n\"Synset(\\'percoid_fish.n.01\\')\" -> \"Synset(\\'spiny-finned_fish.n.01\\')\";\\n\"Synset(\\'waterfowl.n.01\\')\" -> \"Synset(\\'aquatic_bird.n.01\\')\";\\n}\\n'"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "588aac22-aede-4404-bb05-eddae0766cbc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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