text_eq.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "fname = 'Twisted-V-twisted-memotion_eq_onlysarcastic.csv'\n",
    "\n",
    "df = pd.read_csv(fname)\n",
    "#Gen-V-twisted-memotion_eq_onlysarcastic.csv\n",
    "#Hil-fun-memotion_eq_onlyfunny.csv\n",
    "#Twisted-V-twisted-memotion_eq_onlysarcastic.csv\n",
    "#Hil-V-fun-memotion_eq_onlyfunny.csv\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>img_name</th>\n",
       "      <th>cleaned_ocr</th>\n",
       "      <th>twisted_meaning</th>\n",
       "      <th>very_twisted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>image_4474.jpg</td>\n",
       "      <td>need feminism www love whining everything nothing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>image_1241.jpeg</td>\n",
       "      <td>bigger balls mine put chest avoid chaffing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>image_4749.png</td>\n",
       "      <td>funny like deport last</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>image_4990.jpg</td>\n",
       "      <td>everyone oscar may leave early today roflbot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>image_4678.jpg</td>\n",
       "      <td>david steele left rest stop didnt go smith qoc</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          img_name                                        cleaned_ocr  \\\n",
       "0   image_4474.jpg  need feminism www love whining everything nothing   \n",
       "1  image_1241.jpeg         bigger balls mine put chest avoid chaffing   \n",
       "2   image_4749.png                             funny like deport last   \n",
       "3   image_4990.jpg       everyone oscar may leave early today roflbot   \n",
       "4   image_4678.jpg     david steele left rest stop didnt go smith qoc   \n",
       "\n",
       "   twisted_meaning  very_twisted  \n",
       "0                1             0  \n",
       "1                1             0  \n",
       "2                1             0  \n",
       "3                1             0  \n",
       "4                1             0  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df = df.iloc[:20,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fun = []\n",
    "# for i in range(len(df)):\n",
    "#     if df['very_twisted'][i] ==1 or df['twisted_meaning'][i] == 1 or df['general'][i] == 1:\n",
    "#         fun.append(1)\n",
    "#     else:\n",
    "#         fun.append(0)\n",
    "\n",
    "# df['sarcastic'] = fun"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['hilarious','very_funny','funny','general', 'twisted_meaning', 'very_twisted', 'not_sarcastic','not_offensive','not_funny','motivational','not_motivational', 'positive', 'neutral', 'negative']\n",
    "#'very_offensive', 'slight', 'hateful_offensive',\n",
    "for i in columns:\n",
    "    del df[i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>img_name</th>\n",
       "      <th>cleaned_ocr</th>\n",
       "      <th>twisted_meaning</th>\n",
       "      <th>very_twisted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>image_4474.jpg</td>\n",
       "      <td>need feminism www love whining everything nothing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>image_1241.jpeg</td>\n",
       "      <td>bigger balls mine put chest avoid chaffing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>image_4749.png</td>\n",
       "      <td>funny like deport last</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>image_4990.jpg</td>\n",
       "      <td>everyone oscar may leave early today roflbot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>image_4678.jpg</td>\n",
       "      <td>david steele left rest stop didnt go smith qoc</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>image_2975.png</td>\n",
       "      <td>never drinking oh look alcohol</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>image_344.png</td>\n",
       "      <td>joshua jlewdatruth follow gets asked ya doin w...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>image_2600.png</td>\n",
       "      <td>short people mcnugget funny minion meme people...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>image_5949.jpg</td>\n",
       "      <td>one friend gets overly affectionate drunk abc ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>image_3225.jpg</td>\n",
       "      <td>picard sorry hear sound awesome memes funny pics</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>image_1885.jpg</td>\n",
       "      <td>praying houston</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>image_1698.jpg</td>\n",
       "      <td>yolos live one season</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>image_3589.jpg</td>\n",
       "      <td>like awkward seal memes na think funny</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>image_5014.png</td>\n",
       "      <td>guys want lirry spam liam harry case know</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>image_4444.jpg</td>\n",
       "      <td>cat closes eyes around means trusts cat</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>image_6748.png</td>\n",
       "      <td>poptarts ccnoe peoppar problems</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>image_61.jpg</td>\n",
       "      <td>nobody rats century inevitable hi inevitable dad</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>image_5.png</td>\n",
       "      <td>ten year challenge filter hilarious ten year c...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>image_517.jpg</td>\n",
       "      <td>hate part morning get bed</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>image_666.jpg</td>\n",
       "      <td>took ralph six minutes realize balloon going c...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>image_2440.jpg</td>\n",
       "      <td>hour fast sunday recall taste food sound water</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>image_3442.jpg</td>\n",
       "      <td>mr penn make um school appropriate look racist...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>image_6084.jpg</td>\n",
       "      <td>cinema waiting infinity war start cinema infin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>image_4419.jpg</td>\n",
       "      <td>know power darkside together conquer internet</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>image_6945.jpg</td>\n",
       "      <td>give capri sun bitch thirsty</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>image_6194.jpg</td>\n",
       "      <td>stares solar eclipse sun goes blind</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>image_1471.jpg</td>\n",
       "      <td>moment mt kolithi poduvom committed friend got...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>image_1019.jpg</td>\n",
       "      <td>cheers haters patient much coming</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>image_4333.jpg</td>\n",
       "      <td>x men ex men</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>image_5608.jpg</td>\n",
       "      <td>sugar sweet lemons tart killing orphans brings...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1911</th>\n",
       "      <td>image_1233.png</td>\n",
       "      <td>inic street emma watson hiding feminist books ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1912</th>\n",
       "      <td>image_6522.jpg</td>\n",
       "      <td>select deep pan classic crust know memes</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1913</th>\n",
       "      <td>image_3546.jpg</td>\n",
       "      <td>ur work customer starts yelling cant anything ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1914</th>\n",
       "      <td>image_6152.jpg</td>\n",
       "      <td>big bang theory memes bad feel bad menegerlera...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1915</th>\n",
       "      <td>image_1110.png</td>\n",
       "      <td>two half skrillion dollars silly dr evil alway...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>image_213.png</td>\n",
       "      <td>mrbean asking likes many legend</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1917</th>\n",
       "      <td>image_35.png</td>\n",
       "      <td>wait see captain marvel screen first time lady...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1918</th>\n",
       "      <td>image_3798.jpg</td>\n",
       "      <td>j inois eleven stop fighting</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>image_4220.jpg</td>\n",
       "      <td>draft dodger becomes commanderin chief</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920</th>\n",
       "      <td>image_2016.jpg</td>\n",
       "      <td>feb hillary clinton founded notmypitus</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921</th>\n",
       "      <td>image_1026.jpg</td>\n",
       "      <td>new inventory coming soon</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>image_2146.jpg</td>\n",
       "      <td>want get car office without confronted decay w...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>image_6479.jpg</td>\n",
       "      <td>fact adolf hitler time magazine man year moral...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>image_3376.jpg</td>\n",
       "      <td>number racist memes damn high memeshappen</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>image_55.jpg</td>\n",
       "      <td>crew school go one hate</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>image_6370.png</td>\n",
       "      <td>yiu perfect</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1927</th>\n",
       "      <td>image_2251.jpg</td>\n",
       "      <td>jared leto joker approves message</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1928</th>\n",
       "      <td>image_2193.png</td>\n",
       "      <td>jim carrey looks like preparing tv movie lifet...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929</th>\n",
       "      <td>image_3613.jpg</td>\n",
       "      <td>fake nerd girl sexist meme girls fake anything...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>image_3641.jpg</td>\n",
       "      <td>always sexist racist driving</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1931</th>\n",
       "      <td>image_2892.jpg</td>\n",
       "      <td>teaches class technology integration asia meri...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932</th>\n",
       "      <td>image_3579.png</td>\n",
       "      <td>moment throw friend asks good bro fuckin lit i...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1933</th>\n",
       "      <td>image_3050.jpg</td>\n",
       "      <td>ask osama bin laden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>image_6325.jpeg</td>\n",
       "      <td>screenshot convo send back person</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>image_2753.jpg</td>\n",
       "      <td>everybody scientist real scientist arrives new...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1936</th>\n",
       "      <td>image_1054.jpg</td>\n",
       "      <td>teen sister took photo looks like distracted b...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>image_4442.jpg</td>\n",
       "      <td>everything burns memegeneratornet</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1938</th>\n",
       "      <td>image_4671.png</td>\n",
       "      <td>cabbygata modern problems require modern solut...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>image_729.png</td>\n",
       "      <td>know chandler bing joey tribbianni young bro c...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940</th>\n",
       "      <td>image_4912.jpg</td>\n",
       "      <td>steps aside let mms become pm may get another ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1941 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             img_name                                        cleaned_ocr  \\\n",
       "0      image_4474.jpg  need feminism www love whining everything nothing   \n",
       "1     image_1241.jpeg         bigger balls mine put chest avoid chaffing   \n",
       "2      image_4749.png                             funny like deport last   \n",
       "3      image_4990.jpg       everyone oscar may leave early today roflbot   \n",
       "4      image_4678.jpg     david steele left rest stop didnt go smith qoc   \n",
       "5      image_2975.png                     never drinking oh look alcohol   \n",
       "6       image_344.png  joshua jlewdatruth follow gets asked ya doin w...   \n",
       "7      image_2600.png  short people mcnugget funny minion meme people...   \n",
       "8      image_5949.jpg  one friend gets overly affectionate drunk abc ...   \n",
       "9      image_3225.jpg   picard sorry hear sound awesome memes funny pics   \n",
       "10     image_1885.jpg                                    praying houston   \n",
       "11     image_1698.jpg                              yolos live one season   \n",
       "12     image_3589.jpg             like awkward seal memes na think funny   \n",
       "13     image_5014.png          guys want lirry spam liam harry case know   \n",
       "14     image_4444.jpg            cat closes eyes around means trusts cat   \n",
       "15     image_6748.png                    poptarts ccnoe peoppar problems   \n",
       "16       image_61.jpg   nobody rats century inevitable hi inevitable dad   \n",
       "17        image_5.png  ten year challenge filter hilarious ten year c...   \n",
       "18      image_517.jpg                          hate part morning get bed   \n",
       "19      image_666.jpg  took ralph six minutes realize balloon going c...   \n",
       "20     image_2440.jpg     hour fast sunday recall taste food sound water   \n",
       "21     image_3442.jpg  mr penn make um school appropriate look racist...   \n",
       "22     image_6084.jpg  cinema waiting infinity war start cinema infin...   \n",
       "23     image_4419.jpg      know power darkside together conquer internet   \n",
       "24     image_6945.jpg                       give capri sun bitch thirsty   \n",
       "25     image_6194.jpg                stares solar eclipse sun goes blind   \n",
       "26     image_1471.jpg  moment mt kolithi poduvom committed friend got...   \n",
       "27     image_1019.jpg                  cheers haters patient much coming   \n",
       "28     image_4333.jpg                                       x men ex men   \n",
       "29     image_5608.jpg  sugar sweet lemons tart killing orphans brings...   \n",
       "...               ...                                                ...   \n",
       "1911   image_1233.png  inic street emma watson hiding feminist books ...   \n",
       "1912   image_6522.jpg           select deep pan classic crust know memes   \n",
       "1913   image_3546.jpg  ur work customer starts yelling cant anything ...   \n",
       "1914   image_6152.jpg  big bang theory memes bad feel bad menegerlera...   \n",
       "1915   image_1110.png  two half skrillion dollars silly dr evil alway...   \n",
       "1916    image_213.png                    mrbean asking likes many legend   \n",
       "1917     image_35.png  wait see captain marvel screen first time lady...   \n",
       "1918   image_3798.jpg                       j inois eleven stop fighting   \n",
       "1919   image_4220.jpg             draft dodger becomes commanderin chief   \n",
       "1920   image_2016.jpg             feb hillary clinton founded notmypitus   \n",
       "1921   image_1026.jpg                          new inventory coming soon   \n",
       "1922   image_2146.jpg  want get car office without confronted decay w...   \n",
       "1923   image_6479.jpg  fact adolf hitler time magazine man year moral...   \n",
       "1924   image_3376.jpg          number racist memes damn high memeshappen   \n",
       "1925     image_55.jpg                            crew school go one hate   \n",
       "1926   image_6370.png                                        yiu perfect   \n",
       "1927   image_2251.jpg                  jared leto joker approves message   \n",
       "1928   image_2193.png  jim carrey looks like preparing tv movie lifet...   \n",
       "1929   image_3613.jpg  fake nerd girl sexist meme girls fake anything...   \n",
       "1930   image_3641.jpg                       always sexist racist driving   \n",
       "1931   image_2892.jpg  teaches class technology integration asia meri...   \n",
       "1932   image_3579.png  moment throw friend asks good bro fuckin lit i...   \n",
       "1933   image_3050.jpg                                ask osama bin laden   \n",
       "1934  image_6325.jpeg                  screenshot convo send back person   \n",
       "1935   image_2753.jpg  everybody scientist real scientist arrives new...   \n",
       "1936   image_1054.jpg  teen sister took photo looks like distracted b...   \n",
       "1937   image_4442.jpg                  everything burns memegeneratornet   \n",
       "1938   image_4671.png  cabbygata modern problems require modern solut...   \n",
       "1939    image_729.png  know chandler bing joey tribbianni young bro c...   \n",
       "1940   image_4912.jpg  steps aside let mms become pm may get another ...   \n",
       "\n",
       "      twisted_meaning  very_twisted  \n",
       "0                   1             0  \n",
       "1                   1             0  \n",
       "2                   1             0  \n",
       "3                   1             0  \n",
       "4                   1             0  \n",
       "5                   0             1  \n",
       "6                   1             0  \n",
       "7                   1             0  \n",
       "8                   1             0  \n",
       "9                   0             1  \n",
       "10                  1             0  \n",
       "11                  1             0  \n",
       "12                  1             0  \n",
       "13                  0             1  \n",
       "14                  1             0  \n",
       "15                  0             1  \n",
       "16                  1             0  \n",
       "17                  0             1  \n",
       "18                  1             0  \n",
       "19                  1             0  \n",
       "20                  1             0  \n",
       "21                  1             0  \n",
       "22                  1             0  \n",
       "23                  1             0  \n",
       "24                  0             1  \n",
       "25                  1             0  \n",
       "26                  1             0  \n",
       "27                  1             0  \n",
       "28                  1             0  \n",
       "29                  1             0  \n",
       "...               ...           ...  \n",
       "1911                1             0  \n",
       "1912                1             0  \n",
       "1913                0             1  \n",
       "1914                0             1  \n",
       "1915                1             0  \n",
       "1916                1             0  \n",
       "1917                1             0  \n",
       "1918                0             1  \n",
       "1919                1             0  \n",
       "1920                1             0  \n",
       "1921                1             0  \n",
       "1922                1             0  \n",
       "1923                1             0  \n",
       "1924                0             1  \n",
       "1925                0             1  \n",
       "1926                1             0  \n",
       "1927                1             0  \n",
       "1928                0             1  \n",
       "1929                1             0  \n",
       "1930                1             0  \n",
       "1931                1             0  \n",
       "1932                1             0  \n",
       "1933                1             0  \n",
       "1934                1             0  \n",
       "1935                1             0  \n",
       "1936                0             1  \n",
       "1937                1             0  \n",
       "1938                1             0  \n",
       "1939                1             0  \n",
       "1940                1             0  \n",
       "\n",
       "[1941 rows x 4 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1547"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_mot = df['twisted_meaning'] == 1\n",
    "df_mot = df[is_mot]\n",
    "len(df_mot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1576"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "is_mott = df['very_twisted'] == 1\n",
    "df_mott = df[is_mott]\n",
    "len(df_mott)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_mott = df_mott.iloc[:1000,:]\n",
    "#df_mot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3200"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "400*8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_neg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.append([df_mot]*1,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.append([df_mott]*3,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>img_name</th>\n",
       "      <th>cleaned_ocr</th>\n",
       "      <th>twisted_meaning</th>\n",
       "      <th>very_twisted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>image_4474.jpg</td>\n",
       "      <td>need feminism www love whining everything nothing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>image_1241.jpeg</td>\n",
       "      <td>bigger balls mine put chest avoid chaffing</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>image_4749.png</td>\n",
       "      <td>funny like deport last</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>image_4990.jpg</td>\n",
       "      <td>everyone oscar may leave early today roflbot</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>image_4678.jpg</td>\n",
       "      <td>david steele left rest stop didnt go smith qoc</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>image_2975.png</td>\n",
       "      <td>never drinking oh look alcohol</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>image_344.png</td>\n",
       "      <td>joshua jlewdatruth follow gets asked ya doin w...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>image_2600.png</td>\n",
       "      <td>short people mcnugget funny minion meme people...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>image_5949.jpg</td>\n",
       "      <td>one friend gets overly affectionate drunk abc ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>image_3225.jpg</td>\n",
       "      <td>picard sorry hear sound awesome memes funny pics</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>image_1885.jpg</td>\n",
       "      <td>praying houston</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>image_1698.jpg</td>\n",
       "      <td>yolos live one season</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>image_3589.jpg</td>\n",
       "      <td>like awkward seal memes na think funny</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>image_5014.png</td>\n",
       "      <td>guys want lirry spam liam harry case know</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>image_4444.jpg</td>\n",
       "      <td>cat closes eyes around means trusts cat</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>image_6748.png</td>\n",
       "      <td>poptarts ccnoe peoppar problems</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>image_61.jpg</td>\n",
       "      <td>nobody rats century inevitable hi inevitable dad</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>image_5.png</td>\n",
       "      <td>ten year challenge filter hilarious ten year c...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>image_517.jpg</td>\n",
       "      <td>hate part morning get bed</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>image_666.jpg</td>\n",
       "      <td>took ralph six minutes realize balloon going c...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>image_2440.jpg</td>\n",
       "      <td>hour fast sunday recall taste food sound water</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>image_3442.jpg</td>\n",
       "      <td>mr penn make um school appropriate look racist...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>image_6084.jpg</td>\n",
       "      <td>cinema waiting infinity war start cinema infin...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>image_4419.jpg</td>\n",
       "      <td>know power darkside together conquer internet</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>image_6945.jpg</td>\n",
       "      <td>give capri sun bitch thirsty</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>image_6194.jpg</td>\n",
       "      <td>stares solar eclipse sun goes blind</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>image_1471.jpg</td>\n",
       "      <td>moment mt kolithi poduvom committed friend got...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>image_1019.jpg</td>\n",
       "      <td>cheers haters patient much coming</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>image_4333.jpg</td>\n",
       "      <td>x men ex men</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>image_5608.jpg</td>\n",
       "      <td>sugar sweet lemons tart killing orphans brings...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3093</th>\n",
       "      <td>image_6464.png</td>\n",
       "      <td>ceilings sky limit hillary</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3094</th>\n",
       "      <td>image_689.jpg</td>\n",
       "      <td>bing crosby chandler bing marvel civil war cap...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3095</th>\n",
       "      <td>image_5115.png</td>\n",
       "      <td>even greatest horrors irony seldom absent mark...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3096</th>\n",
       "      <td>image_5533.jpg</td>\n",
       "      <td>hello name bruce</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3097</th>\n",
       "      <td>image_3510.jpeg</td>\n",
       "      <td>egg say turnt omelette</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3098</th>\n",
       "      <td>image_2739.jpg</td>\n",
       "      <td>skips class semester aces final memegeneratornet</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3099</th>\n",
       "      <td>image_4782.jpg</td>\n",
       "      <td>trapped bw dichotomy fourth wave inclusive mil...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3100</th>\n",
       "      <td>image_860.jpg</td>\n",
       "      <td>country boys girls actual country boys see cra...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3101</th>\n",
       "      <td>image_2985.png</td>\n",
       "      <td>biden sent pence tickets hamilton obama joewhy...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3102</th>\n",
       "      <td>image_4621.png</td>\n",
       "      <td>zero one countries award goes leonardo dicapri...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3103</th>\n",
       "      <td>image_3520.jpeg</td>\n",
       "      <td>yous navy seals thought shark dangerous predat...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>image_6873.jpg</td>\n",
       "      <td>mal charlwood shared laugh croak photo may ele...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3105</th>\n",
       "      <td>image_5760.png</td>\n",
       "      <td>today day club penguin gets shutdown ig polars...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3106</th>\n",
       "      <td>image_3302.jpg</td>\n",
       "      <td>memes allowed</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3107</th>\n",
       "      <td>image_6767.png</td>\n",
       "      <td>te trump trump racist realist color sees green...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3108</th>\n",
       "      <td>image_2371.jpg</td>\n",
       "      <td>woah woah woah one hipsters</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3109</th>\n",
       "      <td>image_4321.JPG</td>\n",
       "      <td>beast mode</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3110</th>\n",
       "      <td>image_4873.png</td>\n",
       "      <td>ig theblerdvision justiceleaguememes prefer re...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3111</th>\n",
       "      <td>image_5086.jpg</td>\n",
       "      <td>one step away rich need money eureka</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>image_6271.png</td>\n",
       "      <td>going build wall put freakin laser beams lg hi...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3113</th>\n",
       "      <td>image_2672.png</td>\n",
       "      <td>believe misogynist dick soice filan walk calle...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3114</th>\n",
       "      <td>image_1245.jpg</td>\n",
       "      <td>hey girl combo supportive gender variance even...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3115</th>\n",
       "      <td>image_6276.jpg</td>\n",
       "      <td>hey girl keep laws body keep hands</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3116</th>\n",
       "      <td>image_3546.jpg</td>\n",
       "      <td>ur work customer starts yelling cant anything ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3117</th>\n",
       "      <td>image_6152.jpg</td>\n",
       "      <td>big bang theory memes bad feel bad menegerlera...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118</th>\n",
       "      <td>image_3798.jpg</td>\n",
       "      <td>j inois eleven stop fighting</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>image_3376.jpg</td>\n",
       "      <td>number racist memes damn high memeshappen</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3120</th>\n",
       "      <td>image_55.jpg</td>\n",
       "      <td>crew school go one hate</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>image_2193.png</td>\n",
       "      <td>jim carrey looks like preparing tv movie lifet...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>image_1054.jpg</td>\n",
       "      <td>teen sister took photo looks like distracted b...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3123 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             img_name                                        cleaned_ocr  \\\n",
       "0      image_4474.jpg  need feminism www love whining everything nothing   \n",
       "1     image_1241.jpeg         bigger balls mine put chest avoid chaffing   \n",
       "2      image_4749.png                             funny like deport last   \n",
       "3      image_4990.jpg       everyone oscar may leave early today roflbot   \n",
       "4      image_4678.jpg     david steele left rest stop didnt go smith qoc   \n",
       "5      image_2975.png                     never drinking oh look alcohol   \n",
       "6       image_344.png  joshua jlewdatruth follow gets asked ya doin w...   \n",
       "7      image_2600.png  short people mcnugget funny minion meme people...   \n",
       "8      image_5949.jpg  one friend gets overly affectionate drunk abc ...   \n",
       "9      image_3225.jpg   picard sorry hear sound awesome memes funny pics   \n",
       "10     image_1885.jpg                                    praying houston   \n",
       "11     image_1698.jpg                              yolos live one season   \n",
       "12     image_3589.jpg             like awkward seal memes na think funny   \n",
       "13     image_5014.png          guys want lirry spam liam harry case know   \n",
       "14     image_4444.jpg            cat closes eyes around means trusts cat   \n",
       "15     image_6748.png                    poptarts ccnoe peoppar problems   \n",
       "16       image_61.jpg   nobody rats century inevitable hi inevitable dad   \n",
       "17        image_5.png  ten year challenge filter hilarious ten year c...   \n",
       "18      image_517.jpg                          hate part morning get bed   \n",
       "19      image_666.jpg  took ralph six minutes realize balloon going c...   \n",
       "20     image_2440.jpg     hour fast sunday recall taste food sound water   \n",
       "21     image_3442.jpg  mr penn make um school appropriate look racist...   \n",
       "22     image_6084.jpg  cinema waiting infinity war start cinema infin...   \n",
       "23     image_4419.jpg      know power darkside together conquer internet   \n",
       "24     image_6945.jpg                       give capri sun bitch thirsty   \n",
       "25     image_6194.jpg                stares solar eclipse sun goes blind   \n",
       "26     image_1471.jpg  moment mt kolithi poduvom committed friend got...   \n",
       "27     image_1019.jpg                  cheers haters patient much coming   \n",
       "28     image_4333.jpg                                       x men ex men   \n",
       "29     image_5608.jpg  sugar sweet lemons tart killing orphans brings...   \n",
       "...               ...                                                ...   \n",
       "3093   image_6464.png                         ceilings sky limit hillary   \n",
       "3094    image_689.jpg  bing crosby chandler bing marvel civil war cap...   \n",
       "3095   image_5115.png  even greatest horrors irony seldom absent mark...   \n",
       "3096   image_5533.jpg                                   hello name bruce   \n",
       "3097  image_3510.jpeg                             egg say turnt omelette   \n",
       "3098   image_2739.jpg   skips class semester aces final memegeneratornet   \n",
       "3099   image_4782.jpg  trapped bw dichotomy fourth wave inclusive mil...   \n",
       "3100    image_860.jpg  country boys girls actual country boys see cra...   \n",
       "3101   image_2985.png  biden sent pence tickets hamilton obama joewhy...   \n",
       "3102   image_4621.png  zero one countries award goes leonardo dicapri...   \n",
       "3103  image_3520.jpeg  yous navy seals thought shark dangerous predat...   \n",
       "3104   image_6873.jpg  mal charlwood shared laugh croak photo may ele...   \n",
       "3105   image_5760.png  today day club penguin gets shutdown ig polars...   \n",
       "3106   image_3302.jpg                                      memes allowed   \n",
       "3107   image_6767.png  te trump trump racist realist color sees green...   \n",
       "3108   image_2371.jpg                        woah woah woah one hipsters   \n",
       "3109   image_4321.JPG                                         beast mode   \n",
       "3110   image_4873.png  ig theblerdvision justiceleaguememes prefer re...   \n",
       "3111   image_5086.jpg               one step away rich need money eureka   \n",
       "3112   image_6271.png  going build wall put freakin laser beams lg hi...   \n",
       "3113   image_2672.png  believe misogynist dick soice filan walk calle...   \n",
       "3114   image_1245.jpg  hey girl combo supportive gender variance even...   \n",
       "3115   image_6276.jpg                 hey girl keep laws body keep hands   \n",
       "3116   image_3546.jpg  ur work customer starts yelling cant anything ...   \n",
       "3117   image_6152.jpg  big bang theory memes bad feel bad menegerlera...   \n",
       "3118   image_3798.jpg                       j inois eleven stop fighting   \n",
       "3119   image_3376.jpg          number racist memes damn high memeshappen   \n",
       "3120     image_55.jpg                            crew school go one hate   \n",
       "3121   image_2193.png  jim carrey looks like preparing tv movie lifet...   \n",
       "3122   image_1054.jpg  teen sister took photo looks like distracted b...   \n",
       "\n",
       "      twisted_meaning  very_twisted  \n",
       "0                   1             0  \n",
       "1                   1             0  \n",
       "2                   1             0  \n",
       "3                   1             0  \n",
       "4                   1             0  \n",
       "5                   0             1  \n",
       "6                   1             0  \n",
       "7                   1             0  \n",
       "8                   1             0  \n",
       "9                   0             1  \n",
       "10                  1             0  \n",
       "11                  1             0  \n",
       "12                  1             0  \n",
       "13                  0             1  \n",
       "14                  1             0  \n",
       "15                  0             1  \n",
       "16                  1             0  \n",
       "17                  0             1  \n",
       "18                  1             0  \n",
       "19                  1             0  \n",
       "20                  1             0  \n",
       "21                  1             0  \n",
       "22                  1             0  \n",
       "23                  1             0  \n",
       "24                  0             1  \n",
       "25                  1             0  \n",
       "26                  1             0  \n",
       "27                  1             0  \n",
       "28                  1             0  \n",
       "29                  1             0  \n",
       "...               ...           ...  \n",
       "3093                0             1  \n",
       "3094                0             1  \n",
       "3095                0             1  \n",
       "3096                0             1  \n",
       "3097                0             1  \n",
       "3098                0             1  \n",
       "3099                0             1  \n",
       "3100                0             1  \n",
       "3101                0             1  \n",
       "3102                0             1  \n",
       "3103                0             1  \n",
       "3104                0             1  \n",
       "3105                0             1  \n",
       "3106                0             1  \n",
       "3107                0             1  \n",
       "3108                0             1  \n",
       "3109                0             1  \n",
       "3110                0             1  \n",
       "3111                0             1  \n",
       "3112                0             1  \n",
       "3113                0             1  \n",
       "3114                0             1  \n",
       "3115                0             1  \n",
       "3116                0             1  \n",
       "3117                0             1  \n",
       "3118                0             1  \n",
       "3119                0             1  \n",
       "3120                0             1  \n",
       "3121                0             1  \n",
       "3122                0             1  \n",
       "\n",
       "[3123 rows x 4 columns]"
      ]
     },
     "execution_count": 50,
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