Fuzzy Matching.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "subject-thunder",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import re\n",
    "from fuzzywuzzy import fuzz\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "from pandarallel import pandarallel\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "natural-eight",
   "metadata": {},
   "source": [
    "## Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ceramic-thriller",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>@Grumpy_P_Sloth @deanesmay feminists argue for...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>H</td>\n",
       "      <td>1948Army of England helped the Jews to occupy ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>H</td>\n",
       "      <td>Dutch Leader Says Europe to collapse In 6 Week...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>H</td>\n",
       "      <td>RT @__DeLay: The next day the Romans and the J...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>H</td>\n",
       "      <td>RT @Bakersman_Joe: When Hitler Invited The Jew...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID Code                                              Tweet\n",
       "0   1    H  @Grumpy_P_Sloth @deanesmay feminists argue for...\n",
       "1   2    H  1948Army of England helped the Jews to occupy ...\n",
       "2   3    H  Dutch Leader Says Europe to collapse In 6 Week...\n",
       "3   4    H  RT @__DeLay: The next day the Romans and the J...\n",
       "4   5    H  RT @Bakersman_Joe: When Hitler Invited The Jew..."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_golbeck = pd.read_csv('Golbeck/onlineHarassmentDataset.tsv', delimiter='\\t', encoding='latin-1')\n",
    "r_golbeck.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "golden-expression",
   "metadata": {},
   "source": [
    "## Cleaning\n",
    "#### Apply same cleaning steps as in data build notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "supreme-death",
   "metadata": {},
   "outputs": [],
   "source": [
    "from preprocessTwitter import tokenize #Python version of Ruby preprocessing script\n",
    "\n",
    "def clean_tweets(tweet):\n",
    "    tweet = re.sub('^RT:? ','<rt> ',tweet) #Assign special char to RTs\n",
    "    tweet = re.sub('RT@','<rt> @',tweet) #Split out RT and user mention when overlapping\n",
    "    tweet = re.sub('via@','via @',tweet) #Split out 'via' and user mention when overlapping\n",
    "    tweet = re.sub(r'https?: ?/ ?/t(.co( )?)?/?[A-Za-z0-9é]*|https?:\\\\/\\\\/t.co\\\\/[A-Za-z0-9]*é?|https?(: / /)?é?', '<url>', tweet) #Assign special char to URLs (Python script missing some cases that I do not)\n",
    "    tweet = re.sub(r'<url>é|<url> ?\\.c[oé]*$', '<url>', tweet, flags=re.IGNORECASE) \n",
    "    tweet = re.sub(r\"'\", '', re.sub(r'\"', '', tweet)) #Get rid of single and double quotes (admittedly loses some context here)\n",
    "    tweet = re.sub('anti-', 'anti ', tweet, flags=re.IGNORECASE) #Capture 'anti' or 'non' prefix as its own word \n",
    "    tweet = re.sub('#anti', '#anti ', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub(' anti', ' anti ', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('non-', 'non ', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('&amp;?', '&', tweet, flags=re.IGNORECASE) #Put ampersand in recognizable format\n",
    "    #Clean some known hateful terms that are in the data (e.g. \"whitepower\") to extract meaning from hashtags\n",
    "    tweet = re.sub('#white', '#white ', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('waronwhite', 'war on white', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('whitegenocide', 'white genocide', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('whitelivesmatter', 'white lives matter', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('blacklivesmatter', 'black lives matter', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('livesmatter', 'lives matter', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('alllive', 'all live', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('bluelive', 'blue live', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('whitepower', 'white power', tweet, flags = re.IGNORECASE)\n",
    "    tweet = re.sub('#fuck', '#fuck ', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('fuckniggers', 'fuck niggers', tweet, flags=re.IGNORECASE)\n",
    "    tweet = re.sub('sjw', 'social justice warrior', tweet, flags=re.IGNORECASE)\n",
    "    tweet = tweet.strip() #Strip whitespace\n",
    "    return tweet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "adaptive-pipeline",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Code</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>@Grumpy_P_Sloth @deanesmay feminists argue for...</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; feminists argue for raising mini...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>H</td>\n",
       "      <td>1948Army of England helped the Jews to occupy ...</td>\n",
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       "    </tr>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>H</td>\n",
       "      <td>Dutch Leader Says Europe to collapse In 6 Week...</td>\n",
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       "      <td>H</td>\n",
       "      <td>RT @__DeLay: The next day the Romans and the J...</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : the next day the romans and the ...</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>H</td>\n",
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      "text/plain": [
       "   ID Code                                              Tweet  \\\n",
       "0   1    H  @Grumpy_P_Sloth @deanesmay feminists argue for...   \n",
       "1   2    H  1948Army of England helped the Jews to occupy ...   \n",
       "2   3    H  Dutch Leader Says Europe to collapse In 6 Week...   \n",
       "3   4    H  RT @__DeLay: The next day the Romans and the J...   \n",
       "4   5    H  RT @Bakersman_Joe: When Hitler Invited The Jew...   \n",
       "\n",
       "                                              tokens  \n",
       "0  <user> <user> feminists argue for raising mini...  \n",
       "1  <number>army of england helped the jews to occ...  \n",
       "2  dutch leader says europe to collapse in <numbe...  \n",
       "3  <rt> <user> : the next day the romans and the ...  \n",
       "4  <rt> <user> : when hitler invited the jews to ...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_golbeck['tokens'] = r_golbeck['Tweet'].apply(clean_tweets) #Apply my own cleaning steps\n",
    "r_golbeck['tokens'] = r_golbeck['tokens'].apply(tokenize) #Then apply the ones implemented here: https://nlp.stanford.edu/projects/glove/preprocess-twitter.rb\n",
    "r_golbeck['tokens'] = r_golbeck['tokens'].apply(lambda x:re.sub('><', '> <', x)) #Separate any special characters that are overlapping/touching\n",
    "r_golbeck.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exact-specification",
   "metadata": {},
   "source": [
    "## Fuzzy Matching\n",
    "#### Apply fuzzy matching to tweets to search for duplicate tweets with differing labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "manufactured-nigeria",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(414529600, 6)\n"
     ]
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       "      <td>3</td>\n",
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       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; feminists argue for raising mini...</td>\n",
       "      <td>5</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : when hitler invited the jews to ...</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "   ID_x Code_x                                           tokens_x  ID_y  \\\n",
       "0     1      H  <user> <user> feminists argue for raising mini...     1   \n",
       "1     1      H  <user> <user> feminists argue for raising mini...     2   \n",
       "2     1      H  <user> <user> feminists argue for raising mini...     3   \n",
       "3     1      H  <user> <user> feminists argue for raising mini...     4   \n",
       "4     1      H  <user> <user> feminists argue for raising mini...     5   \n",
       "\n",
       "  Code_y                                           tokens_y  \n",
       "0      H  <user> <user> feminists argue for raising mini...  \n",
       "1      H  <number>army of england helped the jews to occ...  \n",
       "2      H  dutch leader says europe to collapse in <numbe...  \n",
       "3      H  <rt> <user> : the next day the romans and the ...  \n",
       "4      H  <rt> <user> : when hitler invited the jews to ...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuzz_similarity = r_golbeck[['ID','Code','tokens']]\n",
    "fuzz_similarity = fuzz_similarity.merge(fuzz_similarity, how='cross') #Cartesian join all tweets\n",
    "print(fuzz_similarity.shape)\n",
    "fuzz_similarity.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bright-particle",
   "metadata": {},
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      "(159341338, 6)\n"
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       "      <th>tokens_x</th>\n",
       "      <th>ID_y</th>\n",
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       "      <th>37</th>\n",
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       "      <td>H</td>\n",
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       "      <td>38</td>\n",
       "      <td>N</td>\n",
       "      <td>for the record , i see tax havens as the next ...</td>\n",
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       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
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       "      <td>39</td>\n",
       "      <td>N</td>\n",
       "      <td>this is our &lt;hashtag&gt; israel , this is for the...</td>\n",
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       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
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       "      <td>40</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt;  &gt;reading the nt  &lt;allcap...</td>\n",
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       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; feminists argue for raising mini...</td>\n",
       "      <td>41</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; go for if its a quasi free socitey for ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; feminists argue for raising mini...</td>\n",
       "      <td>42</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; throw a chaw in before you go mudding &lt;...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ID_x Code_x                                           tokens_x  ID_y  \\\n",
       "37     1      H  <user> <user> feminists argue for raising mini...    38   \n",
       "38     1      H  <user> <user> feminists argue for raising mini...    39   \n",
       "39     1      H  <user> <user> feminists argue for raising mini...    40   \n",
       "40     1      H  <user> <user> feminists argue for raising mini...    41   \n",
       "41     1      H  <user> <user> feminists argue for raising mini...    42   \n",
       "\n",
       "   Code_y                                           tokens_y  \n",
       "37      N  for the record , i see tax havens as the next ...  \n",
       "38      N  this is our <hashtag> israel , this is for the...  \n",
       "39      N  <user> <user> <user>  >reading the nt  <allcap...  \n",
       "40      N  <user> go for if its a quasi free socitey for ...  \n",
       "41      N  <user> throw a chaw in before you go mudding <...  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Limit to rows where the tweet ID isn't identical (exact same tweet) and the labels are different\n",
    "fuzz_similarity = fuzz_similarity[(fuzz_similarity['Code_x'] != fuzz_similarity['Code_y']) &\n",
    "                                  ((fuzz_similarity['ID_x'] != fuzz_similarity['ID_y']))]\n",
    "print(fuzz_similarity.shape)\n",
    "fuzz_similarity.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "usual-friday",
   "metadata": {},
   "source": [
    "#### Compute fuzzy ratio for each pair of tweets in parallel (value of 100 = exact same string)\n",
    "Note: This process will take several hours even with 8 worker nodes running in parallel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "interracial-carol",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO: Pandarallel will run on 8 workers.\n",
      "INFO: Pandarallel will use standard multiprocessing data transfer (pipe) to transfer data between the main process and workers.\n"
     ]
    },
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   ],
   "source": [
    "# import time (if you want to track how long this takes)\n",
    "\n",
    "pandarallel.initialize(progress_bar=True)\n",
    "# t0 = time.time()\n",
    "ratios = fuzz_similarity.parallel_apply(lambda x: fuzz.ratio(x.tokens_x, x.tokens_y), axis=1)\n",
    "# t1 = time.time()\n",
    "\n",
    "# print(t1-t0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "behind-supply",
   "metadata": {},
   "source": [
    "#### After some exploration, settled on a fuzzy score of 85 of the minimum threshold for two tweets being considered \"duplicates\". \n",
    "Here are the examples with that minimum score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "roman-undergraduate",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ID_x</th>\n",
       "      <th>Code_x</th>\n",
       "      <th>tokens_x</th>\n",
       "      <th>ID_y</th>\n",
       "      <th>Code_y</th>\n",
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       "    <tr>\n",
       "      <th>4140712</th>\n",
       "      <td>204</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; untag you fucking nigger</td>\n",
       "      <td>7633</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; i want to you fucking nigger</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>4948749</th>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1270</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives mattermore</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>4955619</th>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>8140</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>4956089</th>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>8610</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>4956287</th>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>8808</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4956299</th>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>8820</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6023014</th>\n",
       "      <td>296</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : gas the jews &lt;url&gt;</td>\n",
       "      <td>16815</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : eat the jews &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8883453</th>\n",
       "      <td>437</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; yes you fucking nigger</td>\n",
       "      <td>6494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; \\nlmao you fucking nigger</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9914511</th>\n",
       "      <td>487</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10094810</th>\n",
       "      <td>496</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : i set fire to the jews was also a goo...</td>\n",
       "      <td>16611</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i set fire to the jews was also ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11499136</th>\n",
       "      <td>565</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : i bet the jews did nazi us coming ! -...</td>\n",
       "      <td>16097</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; : i bet the jews did nazi...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14434181</th>\n",
       "      <td>709</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>19302</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17595333</th>\n",
       "      <td>865</td>\n",
       "      <td>N</td>\n",
       "      <td>hamas to kids : shoot all the jews &lt;user&gt; &lt;url&gt;</td>\n",
       "      <td>4294</td>\n",
       "      <td>H</td>\n",
       "      <td>hamas to kids : shoot all the jews &lt;url&gt; &lt;user...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23855851</th>\n",
       "      <td>1172</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; diversity = &lt;hasht...</td>\n",
       "      <td>14292</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; diversity = &lt;hasht...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24250417</th>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>1658</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : stop  &lt;allcaps&gt; &lt;hashtag&gt; white ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24255499</th>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>6740</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24255885</th>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>7126</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24262754</th>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>13995</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; this is &lt;hashtag&gt; white g...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24263518</th>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>14759</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cultural marxism = &lt;hashtag&gt; whi...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24347042</th>\n",
       "      <td>1196</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : say no to &lt;hashtag&gt; white genoci...</td>\n",
       "      <td>16843</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : best &lt;hashtag&gt; white genocide gr...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25837083</th>\n",
       "      <td>1270</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives mattermore</td>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26630350</th>\n",
       "      <td>1308</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity is a racist euphemism ...</td>\n",
       "      <td>19831</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity / multiculturalism are...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26971448</th>\n",
       "      <td>1325</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednesday</td>\n",
       "      <td>14809</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : taggers ! &lt;hashtag&gt; white powerw...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29292522</th>\n",
       "      <td>1439</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : yes . &lt;hashtag&gt; war on whites &lt;h...</td>\n",
       "      <td>14843</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; farm murders &lt;hashtag&gt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29295109</th>\n",
       "      <td>1439</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : yes . &lt;hashtag&gt; war on whites &lt;h...</td>\n",
       "      <td>17430</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; fight &lt;hashtag&gt; white ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29464184</th>\n",
       "      <td>1448</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; flooding all  &lt;allcaps&gt; &amp;...</td>\n",
       "      <td>3265</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; flooding all  &lt;allcaps&gt; &amp; only  &lt;allcap...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30891510</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30905942</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30906235</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30906236</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30906237</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30906238</th>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35591909</th>\n",
       "      <td>1749</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i said a glass of juice , not ga...</td>\n",
       "      <td>2630</td>\n",
       "      <td>H</td>\n",
       "      <td>i said a glass of juice , not gas the jews -hi...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35608543</th>\n",
       "      <td>1749</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i said a glass of juice , not ga...</td>\n",
       "      <td>19264</td>\n",
       "      <td>H</td>\n",
       "      <td>i said a glass of juice , not gas the jews -hi...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36223787</th>\n",
       "      <td>1780</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity is code for &lt;hashtag&gt; ...</td>\n",
       "      <td>3348</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; diversity is a codeword for &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39115452</th>\n",
       "      <td>1922</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; brexit &lt;hashtag&gt; u kin...</td>\n",
       "      <td>3893</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; caucus for trump asia for the asians...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42578748</th>\n",
       "      <td>2092</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42592131</th>\n",
       "      <td>2092</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44098320</th>\n",
       "      <td>2166</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : white nationalism : the controve...</td>\n",
       "      <td>18921</td>\n",
       "      <td>N</td>\n",
       "      <td>white nationalism : the controversial idea tha...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45062258</th>\n",
       "      <td>2214</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; genocidehc : &lt;user&gt; &lt;user&gt; &lt;user&gt; ...</td>\n",
       "      <td>5579</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; &lt;user&gt; diversity =...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53528188</th>\n",
       "      <td>2630</td>\n",
       "      <td>H</td>\n",
       "      <td>i said a glass of juice , not gas the jews -hi...</td>\n",
       "      <td>1749</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i said a glass of juice , not ga...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64720350</th>\n",
       "      <td>3179</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66456487</th>\n",
       "      <td>3265</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; flooding all  &lt;allcaps&gt; &amp; only  &lt;allcap...</td>\n",
       "      <td>1448</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; flooding all  &lt;allcaps&gt; &amp;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68146699</th>\n",
       "      <td>3348</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; diversity is a codeword for &lt;...</td>\n",
       "      <td>1780</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity is code for &lt;hashtag&gt; ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70819857</th>\n",
       "      <td>3479</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; blame the jews !</td>\n",
       "      <td>7778</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70820351</th>\n",
       "      <td>3479</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; blame the jews !</td>\n",
       "      <td>8272</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; the jews ?</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71775516</th>\n",
       "      <td>3526</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; kill the jews</td>\n",
       "      <td>6517</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; with the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77924737</th>\n",
       "      <td>3828</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; you are a massive fucking faggot</td>\n",
       "      <td>7018</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; youre a fucking faggot</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79149760</th>\n",
       "      <td>3888</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; belgium the shias are the donkeys of...</td>\n",
       "      <td>10441</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; rhode_island the shias are the donke...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79243041</th>\n",
       "      <td>3893</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; caucus for trump asia for the asians...</td>\n",
       "      <td>1922</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; brexit &lt;hashtag&gt; u kin...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79243056</th>\n",
       "      <td>3893</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; caucus for trump asia for the asians...</td>\n",
       "      <td>1937</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : asia for the asians , africa for...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81022830</th>\n",
       "      <td>3980</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; virginia the shias are the donkeys o...</td>\n",
       "      <td>10391</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; new_ york the shias are the donkeys ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81103330</th>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81105867</th>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81112940</th>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87406344</th>\n",
       "      <td>4294</td>\n",
       "      <td>H</td>\n",
       "      <td>hamas to kids : shoot all the jews &lt;url&gt; &lt;user...</td>\n",
       "      <td>865</td>\n",
       "      <td>N</td>\n",
       "      <td>hamas to kids : shoot all the jews &lt;user&gt; &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89820052</th>\n",
       "      <td>4412</td>\n",
       "      <td>H</td>\n",
       "      <td>i raped the jews because it touched dave .</td>\n",
       "      <td>12093</td>\n",
       "      <td>N</td>\n",
       "      <td>i ate the jews because it shouted at dave .</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97729873</th>\n",
       "      <td>4801</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i would have killed all the jews...</td>\n",
       "      <td>1874</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i wouldve killed all the jews in...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99719834</th>\n",
       "      <td>4898</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : you  &lt;allcaps&gt; fucking nigger  &lt;...</td>\n",
       "      <td>16915</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : im  &lt;allcaps&gt; fucking done  &lt;all...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99861980</th>\n",
       "      <td>4905</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i could have killed all the jews...</td>\n",
       "      <td>16541</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i could have killed all the jews...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101775213</th>\n",
       "      <td>4999</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : wake n bake the jews</td>\n",
       "      <td>15934</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where are the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102907334</th>\n",
       "      <td>5055</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>7895</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; haha &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104508040</th>\n",
       "      <td>5134</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;hashtag&gt; white genocide ...</td>\n",
       "      <td>161</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white genocide is  &lt;al...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104870876</th>\n",
       "      <td>5151</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : when nazis did this , global out...</td>\n",
       "      <td>16877</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : when nazis did this , global out...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105053098</th>\n",
       "      <td>5160</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : white genocide in south africa :...</td>\n",
       "      <td>15859</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : this was south africa &lt;url&gt; &lt;has...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109741917</th>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109749559</th>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109756670</th>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110162105</th>\n",
       "      <td>5411</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : professor khaleel mohammed says ...</td>\n",
       "      <td>14506</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : mt  &lt;allcaps&gt; &lt;user&gt; prof k moha...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113570293</th>\n",
       "      <td>5579</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; &lt;user&gt; diversity =...</td>\n",
       "      <td>2214</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; genocidehc : &lt;user&gt; &lt;user&gt; &lt;user&gt; ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121917771</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>2092</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121922419</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>6740</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121922805</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>7126</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121923801</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>8122</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power . .</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121930037</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>14358</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121931173</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>15494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednsday &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121931400</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>15721</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121932252</th>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>16573</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126089302</th>\n",
       "      <td>6193</td>\n",
       "      <td>N</td>\n",
       "      <td>. &lt;repeat&gt;where is he who has been born king o...</td>\n",
       "      <td>20183</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where is the one who has been bo...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132197916</th>\n",
       "      <td>6494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; \\nlmao you fucking nigger</td>\n",
       "      <td>437</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; yes you fucking nigger</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132583389</th>\n",
       "      <td>6512</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; : &lt;url&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19430</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; indeed . &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132669285</th>\n",
       "      <td>6517</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; with the jews</td>\n",
       "      <td>3526</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; kill the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137206609</th>\n",
       "      <td>6740</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>570</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137207231</th>\n",
       "      <td>6740</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138426831</th>\n",
       "      <td>6799</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139933471</th>\n",
       "      <td>6873</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142869947</th>\n",
       "      <td>7018</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; youre a fucking faggot</td>\n",
       "      <td>3828</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; you are a massive fucking faggot</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143394671</th>\n",
       "      <td>7043</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145065569</th>\n",
       "      <td>7126</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>570</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145066191</th>\n",
       "      <td>7126</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153004591</th>\n",
       "      <td>7515</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155387723</th>\n",
       "      <td>7633</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; i want to you fucking nigger</td>\n",
       "      <td>204</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; untag you fucking nigger</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156384351</th>\n",
       "      <td>7681</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158343198</th>\n",
       "      <td>7778</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; the jews</td>\n",
       "      <td>3479</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; blame the jews !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160726894</th>\n",
       "      <td>7895</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; haha &lt;hashtag&gt; white power</td>\n",
       "      <td>5055</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165349548</th>\n",
       "      <td>8122</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power . .</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165362931</th>\n",
       "      <td>8122</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power . .</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165710283</th>\n",
       "      <td>8140</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168401038</th>\n",
       "      <td>8272</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; the jews ?</td>\n",
       "      <td>3479</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; blame the jews !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169760871</th>\n",
       "      <td>8338</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174097592</th>\n",
       "      <td>8551</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>19593</td>\n",
       "      <td>H</td>\n",
       "      <td>blog : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174626911</th>\n",
       "      <td>8577</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175279483</th>\n",
       "      <td>8610</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176459183</th>\n",
       "      <td>8667</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>19424</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt; whut ?</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176459187</th>\n",
       "      <td>8667</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>19428</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179310763</th>\n",
       "      <td>8808</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179555083</th>\n",
       "      <td>8820</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>244</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186252247</th>\n",
       "      <td>9148</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; for the jews</td>\n",
       "      <td>19328</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; so im the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186482630</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186497062</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186497355</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186497356</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186497357</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186497358</th>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189896687</th>\n",
       "      <td>9327</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; for the jews</td>\n",
       "      <td>19328</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; so im the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190243031</th>\n",
       "      <td>9344</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192405983</th>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192421429</th>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>19430</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; indeed . &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192421544</th>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192421545</th>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195536631</th>\n",
       "      <td>9604</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197409751</th>\n",
       "      <td>9696</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197959471</th>\n",
       "      <td>9723</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211544379</th>\n",
       "      <td>10391</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; new_ york the shias are the donkeys ...</td>\n",
       "      <td>3980</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; virginia the shias are the donkeys o...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212559028</th>\n",
       "      <td>10441</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; rhode_island the shias are the donke...</td>\n",
       "      <td>629</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; australia the shias are the donkeys ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242385078</th>\n",
       "      <td>11905</td>\n",
       "      <td>N</td>\n",
       "      <td>heres where all the jews are hanging out on xm...</td>\n",
       "      <td>19639</td>\n",
       "      <td>H</td>\n",
       "      <td>heres where the jews hang out on xmas &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244059303</th>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244074864</th>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244074865</th>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246197531</th>\n",
       "      <td>12093</td>\n",
       "      <td>N</td>\n",
       "      <td>i ate the jews because it shouted at dave .</td>\n",
       "      <td>4412</td>\n",
       "      <td>H</td>\n",
       "      <td>i raped the jews because it touched dave .</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263885192</th>\n",
       "      <td>12961</td>\n",
       "      <td>N</td>\n",
       "      <td>lol - great ! &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>19593</td>\n",
       "      <td>H</td>\n",
       "      <td>blog : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269606540</th>\n",
       "      <td>13242</td>\n",
       "      <td>N</td>\n",
       "      <td>never will the jews nor the christians be plea...</td>\n",
       "      <td>19781</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : never will the jews nor the chri...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269606762</th>\n",
       "      <td>13242</td>\n",
       "      <td>N</td>\n",
       "      <td>never will the jews nor the christians be plea...</td>\n",
       "      <td>20003</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : never will the jews nor the chri...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284919031</th>\n",
       "      <td>13995</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; this is &lt;hashtag&gt; white g...</td>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290965931</th>\n",
       "      <td>14292</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; diversity = &lt;hasht...</td>\n",
       "      <td>1172</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;user&gt; diversity = &lt;hasht...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292314508</th>\n",
       "      <td>14358</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292327891</th>\n",
       "      <td>14358</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295327210</th>\n",
       "      <td>14506</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : mt  &lt;allcaps&gt; &lt;user&gt; prof k moha...</td>\n",
       "      <td>5411</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : professor khaleel mohammed says ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299332123</th>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>19764</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299332151</th>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>19792</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299332301</th>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>19942</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299332404</th>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>20045</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300474071</th>\n",
       "      <td>14759</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cultural marxism = &lt;hashtag&gt; whi...</td>\n",
       "      <td>1192</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : cucks &lt;hashtag&gt; white genocide &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301492204</th>\n",
       "      <td>14809</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : taggers ! &lt;hashtag&gt; white powerw...</td>\n",
       "      <td>1325</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednesday</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302184558</th>\n",
       "      <td>14843</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; farm murders &lt;hashtag&gt;...</td>\n",
       "      <td>1439</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : yes . &lt;hashtag&gt; war on whites &lt;h...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303424409</th>\n",
       "      <td>14903</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : isis  &lt;allcaps&gt; releases video i...</td>\n",
       "      <td>19690</td>\n",
       "      <td>H</td>\n",
       "      <td>isis releases video in hebrew with a message t...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315443468</th>\n",
       "      <td>15494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednsday &lt;url&gt;</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315456851</th>\n",
       "      <td>15494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednsday &lt;url&gt;</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320065188</th>\n",
       "      <td>15721</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320078571</th>\n",
       "      <td>15721</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322874039</th>\n",
       "      <td>15859</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : this was south africa &lt;url&gt; &lt;has...</td>\n",
       "      <td>5160</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : white genocide in south africa :...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324400878</th>\n",
       "      <td>15934</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where are the jews</td>\n",
       "      <td>4999</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : wake n bake the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327715124</th>\n",
       "      <td>16097</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; : i bet the jews did nazi...</td>\n",
       "      <td>565</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : i bet the jews did nazi us coming ! -...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331260378</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>3179</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331262590</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>5391</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331276615</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>19416</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331277022</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331277315</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331277316</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331277317</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331277318</th>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333984966</th>\n",
       "      <td>16404</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : happy birthday &lt;user&gt; &lt;hashtag&gt; ...</td>\n",
       "      <td>19887</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336759304</th>\n",
       "      <td>16541</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i could have killed all the jews...</td>\n",
       "      <td>4905</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i could have killed all the jews...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337411908</th>\n",
       "      <td>16573</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>5989</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337425291</th>\n",
       "      <td>16573</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338180095</th>\n",
       "      <td>16611</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i set fire to the jews was also ...</td>\n",
       "      <td>496</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : i set fire to the jews was also a goo...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342333335</th>\n",
       "      <td>16815</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : eat the jews &lt;url&gt;</td>\n",
       "      <td>296</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : gas the jews &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342904315</th>\n",
       "      <td>16843</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : best &lt;hashtag&gt; white genocide gr...</td>\n",
       "      <td>1196</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : say no to &lt;hashtag&gt; white genoci...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344373937</th>\n",
       "      <td>16915</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : im  &lt;allcaps&gt; fucking done  &lt;all...</td>\n",
       "      <td>4898</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : you  &lt;allcaps&gt; fucking nigger  &lt;...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348501493</th>\n",
       "      <td>17117</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where is the one who has been bo...</td>\n",
       "      <td>19734</td>\n",
       "      <td>H</td>\n",
       "      <td>mt &lt;number&gt; and asked , where is the one who h...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354855878</th>\n",
       "      <td>17430</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; fight &lt;hashtag&gt; white ...</td>\n",
       "      <td>1439</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : yes . &lt;hashtag&gt; war on whites &lt;h...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368576794</th>\n",
       "      <td>18103</td>\n",
       "      <td>N</td>\n",
       "      <td>the jews are in ethiopia rt  &lt;allcaps&gt; &lt;user&gt; ...</td>\n",
       "      <td>20075</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i traveled to paris today to sta...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388065583</th>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>3984</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388081144</th>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388081145</th>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392196428</th>\n",
       "      <td>19264</td>\n",
       "      <td>H</td>\n",
       "      <td>i said a glass of juice , not gas the jews -hi...</td>\n",
       "      <td>1749</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i said a glass of juice , not ga...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392969068</th>\n",
       "      <td>19302</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>709</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393294188</th>\n",
       "      <td>19318</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; sure since this is ok quran [&lt;number&gt;] ...</td>\n",
       "      <td>69</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt; [&lt;number&gt;] o you who beli...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393506867</th>\n",
       "      <td>19328</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; so im the jews</td>\n",
       "      <td>9148</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; for the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393507046</th>\n",
       "      <td>19328</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; so im the jews</td>\n",
       "      <td>9327</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; for the jews</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394395651</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>2092</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394400299</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>6740</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394400685</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>7126</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white genocide &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394401681</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>8122</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white power . .</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394407917</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>14358</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394409053</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>15494</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white powerwednsday &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394409280</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>15721</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394410132</th>\n",
       "      <td>19372</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>16573</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395305670</th>\n",
       "      <td>19416</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; : &lt;hashtag&gt; white power</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395460946</th>\n",
       "      <td>19424</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt; whut ?</td>\n",
       "      <td>8667</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395542386</th>\n",
       "      <td>19428</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>8667</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; &lt;user&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395580951</th>\n",
       "      <td>19430</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; indeed . &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>6512</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; : &lt;url&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395583890</th>\n",
       "      <td>19430</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; indeed . &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395642948</th>\n",
       "      <td>19433</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; its the jews .</td>\n",
       "      <td>7429</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;user&gt; shias or the jews ?</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397925290</th>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397927827</th>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397934900</th>\n",
       "      <td>19545</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397945650</th>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>9451</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397948187</th>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>11988</td>\n",
       "      <td>N</td>\n",
       "      <td>how about &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397955260</th>\n",
       "      <td>19546</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives matter</td>\n",
       "      <td>19061</td>\n",
       "      <td>N</td>\n",
       "      <td>wow &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398058846</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>487</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398065158</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>6799</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398065232</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>6873</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398065402</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>7043</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398065874</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>7515</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398066040</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>7681</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398066697</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>8338</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398066936</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>8577</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398067703</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>9344</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398067963</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>9604</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398068055</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>9696</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398068082</th>\n",
       "      <td>19552</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;hashtag&gt; white lives mattertoo</td>\n",
       "      <td>9723</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398901670</th>\n",
       "      <td>19593</td>\n",
       "      <td>H</td>\n",
       "      <td>blog : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>8551</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399841584</th>\n",
       "      <td>19639</td>\n",
       "      <td>H</td>\n",
       "      <td>heres where the jews hang out on xmas &lt;url&gt;</td>\n",
       "      <td>11905</td>\n",
       "      <td>N</td>\n",
       "      <td>heres where all the jews are hanging out on xm...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400882942</th>\n",
       "      <td>19690</td>\n",
       "      <td>H</td>\n",
       "      <td>isis releases video in hebrew with a message t...</td>\n",
       "      <td>14903</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : isis  &lt;allcaps&gt; releases video i...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401780996</th>\n",
       "      <td>19734</td>\n",
       "      <td>H</td>\n",
       "      <td>mt &lt;number&gt; and asked , where is the one who h...</td>\n",
       "      <td>17117</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where is the one who has been bo...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402389381</th>\n",
       "      <td>19764</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402734041</th>\n",
       "      <td>19781</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : never will the jews nor the chri...</td>\n",
       "      <td>13242</td>\n",
       "      <td>N</td>\n",
       "      <td>never will the jews nor the christians be plea...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402959461</th>\n",
       "      <td>19792</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403577437</th>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403585079</th>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403592190</th>\n",
       "      <td>19823</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403740107</th>\n",
       "      <td>19831</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity / multiculturalism are...</td>\n",
       "      <td>1308</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : diversity is a racist euphemism ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404895363</th>\n",
       "      <td>19887</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;user&gt; &lt;hashtag&gt; white power</td>\n",
       "      <td>16404</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : happy birthday &lt;user&gt; &lt;hashtag&gt; ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406013461</th>\n",
       "      <td>19942</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407253961</th>\n",
       "      <td>20003</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : never will the jews nor the chri...</td>\n",
       "      <td>13242</td>\n",
       "      <td>N</td>\n",
       "      <td>never will the jews nor the christians be plea...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408110541</th>\n",
       "      <td>20045</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter</td>\n",
       "      <td>14702</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : amen pat &lt;hashtag&gt; white lives m...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408724742</th>\n",
       "      <td>20075</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : i traveled to paris today to sta...</td>\n",
       "      <td>18103</td>\n",
       "      <td>N</td>\n",
       "      <td>the jews are in ethiopia rt  &lt;allcaps&gt; &lt;user&gt; ...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409542917</th>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409550559</th>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409557670</th>\n",
       "      <td>20116</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409563277</th>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409570919</th>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409578030</th>\n",
       "      <td>20117</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409583637</th>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409591279</th>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409598390</th>\n",
       "      <td>20118</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409603997</th>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>1518</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : love your race . &lt;hashtag&gt; white...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409611639</th>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>9160</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;user&gt; &lt;hashtag&gt; white lives matter !</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409618750</th>\n",
       "      <td>20119</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white lives matter &lt;url&gt;</td>\n",
       "      <td>16271</td>\n",
       "      <td>N</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : &lt;hashtag&gt; white power &lt;url&gt;</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410911712</th>\n",
       "      <td>20183</td>\n",
       "      <td>H</td>\n",
       "      <td>&lt;rt&gt; &lt;user&gt; : where is the one who has been bo...</td>\n",
       "      <td>6193</td>\n",
       "      <td>N</td>\n",
       "      <td>. &lt;repeat&gt;where is he who has been born king o...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID_x Code_x                                           tokens_x  \\\n",
       "4140712      204      H                    <user> untag you fucking nigger   \n",
       "4948749      244      H        <user> : <hashtag> white lives matter <url>   \n",
       "4955619      244      H        <user> : <hashtag> white lives matter <url>   \n",
       "4956089      244      H        <user> : <hashtag> white lives matter <url>   \n",
       "4956287      244      H        <user> : <hashtag> white lives matter <url>   \n",
       "4956299      244      H        <user> : <hashtag> white lives matter <url>   \n",
       "6023014      296      H                        <user> : gas the jews <url>   \n",
       "8883453      437      H                      <user> yes you fucking nigger   \n",
       "9914511      487      N                <user> <hashtag> white lives matter   \n",
       "10094810     496      H  <user> : i set fire to the jews was also a goo...   \n",
       "11499136     565      H  <user> : i bet the jews did nazi us coming ! -...   \n",
       "14434181     709      N                    <hashtag> white lives mattertoo   \n",
       "17595333     865      N    hamas to kids : shoot all the jews <user> <url>   \n",
       "23855851    1172      H  <rt> <user> : <user> <user> diversity = <hasht...   \n",
       "24250417    1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "24255499    1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "24255885    1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "24262754    1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "24263518    1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "24347042    1196      H  <rt> <user> : say no to <hashtag> white genoci...   \n",
       "25837083    1270      N     <rt> <user> : <hashtag> white lives mattermore   \n",
       "26630350    1308      N  <rt> <user> : diversity is a racist euphemism ...   \n",
       "26971448    1325      H       <rt> <user> : <hashtag> white powerwednesday   \n",
       "29292522    1439      H  <rt> <user> : yes . <hashtag> war on whites <h...   \n",
       "29295109    1439      H  <rt> <user> : yes . <hashtag> war on whites <h...   \n",
       "29464184    1448      N  <rt> <user> : <user> flooding all  <allcaps> &...   \n",
       "30891510    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "30905942    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "30906235    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "30906236    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "30906237    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "30906238    1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "35591909    1749      N  <rt> <user> : i said a glass of juice , not ga...   \n",
       "35608543    1749      N  <rt> <user> : i said a glass of juice , not ga...   \n",
       "36223787    1780      N  <rt> <user> : diversity is code for <hashtag> ...   \n",
       "39115452    1922      N  <rt> <user> : <hashtag> brexit <hashtag> u kin...   \n",
       "42578748    2092      N                <rt> <user> : <hashtag> white power   \n",
       "42592131    2092      N                <rt> <user> : <hashtag> white power   \n",
       "44098320    2166      H  <rt> <user> : white nationalism : the controve...   \n",
       "45062258    2214      N  <rt> <user> genocidehc : <user> <user> <user> ...   \n",
       "53528188    2630      H  i said a glass of juice , not gas the jews -hi...   \n",
       "64720350    3179      H                     <user> : <hashtag> white power   \n",
       "66456487    3265      H  <user> flooding all  <allcaps> & only  <allcap...   \n",
       "68146699    3348      H  <user> <hashtag> diversity is a codeword for <...   \n",
       "70819857    3479      H                     <user> <user> blame the jews !   \n",
       "70820351    3479      H                     <user> <user> blame the jews !   \n",
       "71775516    3526      H                               <user> kill the jews   \n",
       "77924737    3828      H            <user> you are a massive fucking faggot   \n",
       "79149760    3888      H  <hashtag> belgium the shias are the donkeys of...   \n",
       "79243041    3893      H  <hashtag> caucus for trump asia for the asians...   \n",
       "79243056    3893      H  <hashtag> caucus for trump asia for the asians...   \n",
       "81022830    3980      H  <hashtag> virginia the shias are the donkeys o...   \n",
       "81103330    3984      H                       <hashtag> white lives matter   \n",
       "81105867    3984      H                       <hashtag> white lives matter   \n",
       "81112940    3984      H                       <hashtag> white lives matter   \n",
       "87406344    4294      H  hamas to kids : shoot all the jews <url> <user...   \n",
       "89820052    4412      H         i raped the jews because it touched dave .   \n",
       "97729873    4801      H  <rt> <user> : i would have killed all the jews...   \n",
       "99719834    4898      H  <rt> <user> : you  <allcaps> fucking nigger  <...   \n",
       "99861980    4905      H  <rt> <user> : i could have killed all the jews...   \n",
       "101775213   4999      H                 <rt> <user> : wake n bake the jews   \n",
       "102907334   5055      H                <rt> <user> : <hashtag> white power   \n",
       "104508040   5134      H  <rt> <user> : <user> <hashtag> white genocide ...   \n",
       "104870876   5151      H  <rt> <user> : when nazis did this , global out...   \n",
       "105053098   5160      H  <rt> <user> : white genocide in south africa :...   \n",
       "109741917   5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "109749559   5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "109756670   5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "110162105   5411      H  <rt> <user> : professor khaleel mohammed says ...   \n",
       "113570293   5579      H  <rt> <user> : <user> <user> <user> diversity =...   \n",
       "121917771   5989      H               <user> : <hashtag> white power <url>   \n",
       "121922419   5989      H               <user> : <hashtag> white power <url>   \n",
       "121922805   5989      H               <user> : <hashtag> white power <url>   \n",
       "121923801   5989      H               <user> : <hashtag> white power <url>   \n",
       "121930037   5989      H               <user> : <hashtag> white power <url>   \n",
       "121931173   5989      H               <user> : <hashtag> white power <url>   \n",
       "121931400   5989      H               <user> : <hashtag> white power <url>   \n",
       "121932252   5989      H               <user> : <hashtag> white power <url>   \n",
       "126089302   6193      N  . <repeat>where is he who has been born king o...   \n",
       "132197916   6494      N                   <user> \\nlmao you fucking nigger   \n",
       "132583389   6512      N        <user> : <url> <hashtag> white lives matter   \n",
       "132669285   6517      N                               <user> with the jews   \n",
       "137206609   6740      N              <user> <hashtag> white genocide <url>   \n",
       "137207231   6740      N              <user> <hashtag> white genocide <url>   \n",
       "138426831   6799      N                <user> <hashtag> white lives matter   \n",
       "139933471   6873      N                <user> <hashtag> white lives matter   \n",
       "142869947   7018      N                      <user> youre a fucking faggot   \n",
       "143394671   7043      N                <user> <hashtag> white lives matter   \n",
       "145065569   7126      N              <user> <hashtag> white genocide <url>   \n",
       "145066191   7126      N              <user> <hashtag> white genocide <url>   \n",
       "153004591   7515      N                <user> <hashtag> white lives matter   \n",
       "155387723   7633      N                <user> i want to you fucking nigger   \n",
       "156384351   7681      N                <user> <hashtag> white lives matter   \n",
       "158343198   7778      N                             <user> <user> the jews   \n",
       "160726894   7895      N                  <user> haha <hashtag> white power   \n",
       "165349548   8122      N                   <user> <hashtag> white power . .   \n",
       "165362931   8122      N                   <user> <hashtag> white power . .   \n",
       "165710283   8140      N         <user> <user> <hashtag> white lives matter   \n",
       "168401038   8272      N                           <user> <user> the jews ?   \n",
       "169760871   8338      N                <user> <hashtag> white lives matter   \n",
       "174097592   8551      N          <user> <hashtag> white lives matter <url>   \n",
       "174626911   8577      N                <user> <hashtag> white lives matter   \n",
       "175279483   8610      N         <user> <user> <hashtag> white lives matter   \n",
       "176459183   8667      N                               <user> <user> <user>   \n",
       "176459187   8667      N                               <user> <user> <user>   \n",
       "179310763   8808      N         <user> <user> <hashtag> white lives matter   \n",
       "179555083   8820      N         <user> <user> <hashtag> white lives matter   \n",
       "186252247   9148      N                                <user> for the jews   \n",
       "186482630   9160      N              <user> <hashtag> white lives matter !   \n",
       "186497062   9160      N              <user> <hashtag> white lives matter !   \n",
       "186497355   9160      N              <user> <hashtag> white lives matter !   \n",
       "186497356   9160      N              <user> <hashtag> white lives matter !   \n",
       "186497357   9160      N              <user> <hashtag> white lives matter !   \n",
       "186497358   9160      N              <user> <hashtag> white lives matter !   \n",
       "189896687   9327      N                                <user> for the jews   \n",
       "190243031   9344      N                <user> <hashtag> white lives matter   \n",
       "192405983   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "192421429   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "192421544   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "192421545   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "195536631   9604      N                <user> <hashtag> white lives matter   \n",
       "197409751   9696      N                <user> <hashtag> white lives matter   \n",
       "197959471   9723      N                <user> <hashtag> white lives matter   \n",
       "211544379  10391      N  <hashtag> new_ york the shias are the donkeys ...   \n",
       "212559028  10441      N  <hashtag> rhode_island the shias are the donke...   \n",
       "242385078  11905      N  heres where all the jews are hanging out on xm...   \n",
       "244059303  11988      N             how about <hashtag> white lives matter   \n",
       "244074864  11988      N             how about <hashtag> white lives matter   \n",
       "244074865  11988      N             how about <hashtag> white lives matter   \n",
       "246197531  12093      N        i ate the jews because it shouted at dave .   \n",
       "263885192  12961      N   lol - great ! <hashtag> white lives matter <url>   \n",
       "269606540  13242      N  never will the jews nor the christians be plea...   \n",
       "269606762  13242      N  never will the jews nor the christians be plea...   \n",
       "284919031  13995      N  <rt> <user> : <user> this is <hashtag> white g...   \n",
       "290965931  14292      N  <rt> <user> : <user> <user> diversity = <hasht...   \n",
       "292314508  14358      N                <rt> <user> : <hashtag> white power   \n",
       "292327891  14358      N                <rt> <user> : <hashtag> white power   \n",
       "295327210  14506      N  <rt> <user> : mt  <allcaps> <user> prof k moha...   \n",
       "299332123  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "299332151  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "299332301  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "299332404  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "300474071  14759      N  <rt> <user> : cultural marxism = <hashtag> whi...   \n",
       "301492204  14809      N  <rt> <user> : taggers ! <hashtag> white powerw...   \n",
       "302184558  14843      N  <rt> <user> : <hashtag> farm murders <hashtag>...   \n",
       "303424409  14903      N  <rt> <user> : isis  <allcaps> releases video i...   \n",
       "315443468  15494      N  <rt> <user> : <hashtag> white powerwednsday <url>   \n",
       "315456851  15494      N  <rt> <user> : <hashtag> white powerwednsday <url>   \n",
       "320065188  15721      N                <rt> <user> : <hashtag> white power   \n",
       "320078571  15721      N                <rt> <user> : <hashtag> white power   \n",
       "322874039  15859      N  <rt> <user> : this was south africa <url> <has...   \n",
       "324400878  15934      N                   <rt> <user> : where are the jews   \n",
       "327715124  16097      N  <rt> <user> : <user> : i bet the jews did nazi...   \n",
       "331260378  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331262590  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331276615  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331277022  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331277315  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331277316  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331277317  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "331277318  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "333984966  16404      N  <rt> <user> : happy birthday <user> <hashtag> ...   \n",
       "336759304  16541      N  <rt> <user> : i could have killed all the jews...   \n",
       "337411908  16573      N                <rt> <user> : <hashtag> white power   \n",
       "337425291  16573      N                <rt> <user> : <hashtag> white power   \n",
       "338180095  16611      N  <rt> <user> : i set fire to the jews was also ...   \n",
       "342333335  16815      N                   <rt> <user> : eat the jews <url>   \n",
       "342904315  16843      N  <rt> <user> : best <hashtag> white genocide gr...   \n",
       "344373937  16915      N  <rt> <user> : im  <allcaps> fucking done  <all...   \n",
       "348501493  17117      N  <rt> <user> : where is the one who has been bo...   \n",
       "354855878  17430      N  <rt> <user> : <hashtag> fight <hashtag> white ...   \n",
       "368576794  18103      N  the jews are in ethiopia rt  <allcaps> <user> ...   \n",
       "388065583  19061      N             wow <hashtag> white lives matter <url>   \n",
       "388081144  19061      N             wow <hashtag> white lives matter <url>   \n",
       "388081145  19061      N             wow <hashtag> white lives matter <url>   \n",
       "392196428  19264      H  i said a glass of juice , not gas the jews -hi...   \n",
       "392969068  19302      H                <user> <hashtag> white lives matter   \n",
       "393294188  19318      H  <user> sure since this is ok quran [<number>] ...   \n",
       "393506867  19328      H                              <user> so im the jews   \n",
       "393507046  19328      H                              <user> so im the jews   \n",
       "394395651  19372      H               <user> : <hashtag> white power <url>   \n",
       "394400299  19372      H               <user> : <hashtag> white power <url>   \n",
       "394400685  19372      H               <user> : <hashtag> white power <url>   \n",
       "394401681  19372      H               <user> : <hashtag> white power <url>   \n",
       "394407917  19372      H               <user> : <hashtag> white power <url>   \n",
       "394409053  19372      H               <user> : <hashtag> white power <url>   \n",
       "394409280  19372      H               <user> : <hashtag> white power <url>   \n",
       "394410132  19372      H               <user> : <hashtag> white power <url>   \n",
       "395305670  19416      H                     <user> : <hashtag> white power   \n",
       "395460946  19424      H                        <user> <user> <user> whut ?   \n",
       "395542386  19428      H                        <user> <user> <user> <user>   \n",
       "395580951  19430      H       <user> indeed . <hashtag> white lives matter   \n",
       "395583890  19430      H       <user> indeed . <hashtag> white lives matter   \n",
       "395642948  19433      H                       <user> <user> its the jews .   \n",
       "397925290  19545      H                       <hashtag> white lives matter   \n",
       "397927827  19545      H                       <hashtag> white lives matter   \n",
       "397934900  19545      H                       <hashtag> white lives matter   \n",
       "397945650  19546      H                       <hashtag> white lives matter   \n",
       "397948187  19546      H                       <hashtag> white lives matter   \n",
       "397955260  19546      H                       <hashtag> white lives matter   \n",
       "398058846  19552      H                    <hashtag> white lives mattertoo   \n",
       "398065158  19552      H                    <hashtag> white lives mattertoo   \n",
       "398065232  19552      H                    <hashtag> white lives mattertoo   \n",
       "398065402  19552      H                    <hashtag> white lives mattertoo   \n",
       "398065874  19552      H                    <hashtag> white lives mattertoo   \n",
       "398066040  19552      H                    <hashtag> white lives mattertoo   \n",
       "398066697  19552      H                    <hashtag> white lives mattertoo   \n",
       "398066936  19552      H                    <hashtag> white lives mattertoo   \n",
       "398067703  19552      H                    <hashtag> white lives mattertoo   \n",
       "398067963  19552      H                    <hashtag> white lives mattertoo   \n",
       "398068055  19552      H                    <hashtag> white lives mattertoo   \n",
       "398068082  19552      H                    <hashtag> white lives mattertoo   \n",
       "398901670  19593      H          blog : <hashtag> white lives matter <url>   \n",
       "399841584  19639      H        heres where the jews hang out on xmas <url>   \n",
       "400882942  19690      H  isis releases video in hebrew with a message t...   \n",
       "401780996  19734      H  mt <number> and asked , where is the one who h...   \n",
       "402389381  19764      H         <rt> <user> : <hashtag> white lives matter   \n",
       "402734041  19781      H  <rt> <user> : never will the jews nor the chri...   \n",
       "402959461  19792      H         <rt> <user> : <hashtag> white lives matter   \n",
       "403577437  19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "403585079  19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "403592190  19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "403740107  19831      H  <rt> <user> : diversity / multiculturalism are...   \n",
       "404895363  19887      H         <rt> <user> : <user> <hashtag> white power   \n",
       "406013461  19942      H         <rt> <user> : <hashtag> white lives matter   \n",
       "407253961  20003      H  <rt> <user> : never will the jews nor the chri...   \n",
       "408110541  20045      H         <rt> <user> : <hashtag> white lives matter   \n",
       "408724742  20075      H  <rt> <user> : i traveled to paris today to sta...   \n",
       "409542917  20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409550559  20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409557670  20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409563277  20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409570919  20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409578030  20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409583637  20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409591279  20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409598390  20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409603997  20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409611639  20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "409618750  20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "410911712  20183      H  <rt> <user> : where is the one who has been bo...   \n",
       "\n",
       "            ID_y Code_y                                           tokens_y  \\\n",
       "4140712     7633      N                <user> i want to you fucking nigger   \n",
       "4948749     1270      N     <rt> <user> : <hashtag> white lives mattermore   \n",
       "4955619     8140      N         <user> <user> <hashtag> white lives matter   \n",
       "4956089     8610      N         <user> <user> <hashtag> white lives matter   \n",
       "4956287     8808      N         <user> <user> <hashtag> white lives matter   \n",
       "4956299     8820      N         <user> <user> <hashtag> white lives matter   \n",
       "6023014    16815      N                   <rt> <user> : eat the jews <url>   \n",
       "8883453     6494      N                   <user> \\nlmao you fucking nigger   \n",
       "9914511    19552      H                    <hashtag> white lives mattertoo   \n",
       "10094810   16611      N  <rt> <user> : i set fire to the jews was also ...   \n",
       "11499136   16097      N  <rt> <user> : <user> : i bet the jews did nazi...   \n",
       "14434181   19302      H                <user> <hashtag> white lives matter   \n",
       "17595333    4294      H  hamas to kids : shoot all the jews <url> <user...   \n",
       "23855851   14292      N  <rt> <user> : <user> <user> diversity = <hasht...   \n",
       "24250417    1658      N  <rt> <user> : stop  <allcaps> <hashtag> white ...   \n",
       "24255499    6740      N              <user> <hashtag> white genocide <url>   \n",
       "24255885    7126      N              <user> <hashtag> white genocide <url>   \n",
       "24262754   13995      N  <rt> <user> : <user> this is <hashtag> white g...   \n",
       "24263518   14759      N  <rt> <user> : cultural marxism = <hashtag> whi...   \n",
       "24347042   16843      N  <rt> <user> : best <hashtag> white genocide gr...   \n",
       "25837083     244      H        <user> : <hashtag> white lives matter <url>   \n",
       "26630350   19831      H  <rt> <user> : diversity / multiculturalism are...   \n",
       "26971448   14809      N  <rt> <user> : taggers ! <hashtag> white powerw...   \n",
       "29292522   14843      N  <rt> <user> : <hashtag> farm murders <hashtag>...   \n",
       "29295109   17430      N  <rt> <user> : <hashtag> fight <hashtag> white ...   \n",
       "29464184    3265      H  <user> flooding all  <allcaps> & only  <allcap...   \n",
       "30891510    5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "30905942   19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "30906235   20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "30906236   20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "30906237   20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "30906238   20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "35591909    2630      H  i said a glass of juice , not gas the jews -hi...   \n",
       "35608543   19264      H  i said a glass of juice , not gas the jews -hi...   \n",
       "36223787    3348      H  <user> <hashtag> diversity is a codeword for <...   \n",
       "39115452    3893      H  <hashtag> caucus for trump asia for the asians...   \n",
       "42578748    5989      H               <user> : <hashtag> white power <url>   \n",
       "42592131   19372      H               <user> : <hashtag> white power <url>   \n",
       "44098320   18921      N  white nationalism : the controversial idea tha...   \n",
       "45062258    5579      H  <rt> <user> : <user> <user> <user> diversity =...   \n",
       "53528188    1749      N  <rt> <user> : i said a glass of juice , not ga...   \n",
       "64720350   16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "66456487    1448      N  <rt> <user> : <user> flooding all  <allcaps> &...   \n",
       "68146699    1780      N  <rt> <user> : diversity is code for <hashtag> ...   \n",
       "70819857    7778      N                             <user> <user> the jews   \n",
       "70820351    8272      N                           <user> <user> the jews ?   \n",
       "71775516    6517      N                               <user> with the jews   \n",
       "77924737    7018      N                      <user> youre a fucking faggot   \n",
       "79149760   10441      N  <hashtag> rhode_island the shias are the donke...   \n",
       "79243041    1922      N  <rt> <user> : <hashtag> brexit <hashtag> u kin...   \n",
       "79243056    1937      N  <rt> <user> : asia for the asians , africa for...   \n",
       "81022830   10391      N  <hashtag> new_ york the shias are the donkeys ...   \n",
       "81103330    9451      N             <user> <hashtag> white lives mattertoo   \n",
       "81105867   11988      N             how about <hashtag> white lives matter   \n",
       "81112940   19061      N             wow <hashtag> white lives matter <url>   \n",
       "87406344     865      N    hamas to kids : shoot all the jews <user> <url>   \n",
       "89820052   12093      N        i ate the jews because it shouted at dave .   \n",
       "97729873    1874      N  <rt> <user> : i wouldve killed all the jews in...   \n",
       "99719834   16915      N  <rt> <user> : im  <allcaps> fucking done  <all...   \n",
       "99861980   16541      N  <rt> <user> : i could have killed all the jews...   \n",
       "101775213  15934      N                   <rt> <user> : where are the jews   \n",
       "102907334   7895      N                  <user> haha <hashtag> white power   \n",
       "104508040    161      N  <user> <user> <hashtag> white genocide is  <al...   \n",
       "104870876  16877      N  <rt> <user> : when nazis did this , global out...   \n",
       "105053098  15859      N  <rt> <user> : this was south africa <url> <has...   \n",
       "109741917   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "109749559   9160      N              <user> <hashtag> white lives matter !   \n",
       "109756670  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "110162105  14506      N  <rt> <user> : mt  <allcaps> <user> prof k moha...   \n",
       "113570293   2214      N  <rt> <user> genocidehc : <user> <user> <user> ...   \n",
       "121917771   2092      N                <rt> <user> : <hashtag> white power   \n",
       "121922419   6740      N              <user> <hashtag> white genocide <url>   \n",
       "121922805   7126      N              <user> <hashtag> white genocide <url>   \n",
       "121923801   8122      N                   <user> <hashtag> white power . .   \n",
       "121930037  14358      N                <rt> <user> : <hashtag> white power   \n",
       "121931173  15494      N  <rt> <user> : <hashtag> white powerwednsday <url>   \n",
       "121931400  15721      N                <rt> <user> : <hashtag> white power   \n",
       "121932252  16573      N                <rt> <user> : <hashtag> white power   \n",
       "126089302  20183      H  <rt> <user> : where is the one who has been bo...   \n",
       "132197916    437      H                      <user> yes you fucking nigger   \n",
       "132583389  19430      H       <user> indeed . <hashtag> white lives matter   \n",
       "132669285   3526      H                               <user> kill the jews   \n",
       "137206609    570      H                 <user> <hashtag> white power <url>   \n",
       "137207231   1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "138426831  19552      H                    <hashtag> white lives mattertoo   \n",
       "139933471  19552      H                    <hashtag> white lives mattertoo   \n",
       "142869947   3828      H            <user> you are a massive fucking faggot   \n",
       "143394671  19552      H                    <hashtag> white lives mattertoo   \n",
       "145065569    570      H                 <user> <hashtag> white power <url>   \n",
       "145066191   1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "153004591  19552      H                    <hashtag> white lives mattertoo   \n",
       "155387723    204      H                    <user> untag you fucking nigger   \n",
       "156384351  19552      H                    <hashtag> white lives mattertoo   \n",
       "158343198   3479      H                     <user> <user> blame the jews !   \n",
       "160726894   5055      H                <rt> <user> : <hashtag> white power   \n",
       "165349548   5989      H               <user> : <hashtag> white power <url>   \n",
       "165362931  19372      H               <user> : <hashtag> white power <url>   \n",
       "165710283    244      H        <user> : <hashtag> white lives matter <url>   \n",
       "168401038   3479      H                     <user> <user> blame the jews !   \n",
       "169760871  19552      H                    <hashtag> white lives mattertoo   \n",
       "174097592  19593      H          blog : <hashtag> white lives matter <url>   \n",
       "174626911  19552      H                    <hashtag> white lives mattertoo   \n",
       "175279483    244      H        <user> : <hashtag> white lives matter <url>   \n",
       "176459183  19424      H                        <user> <user> <user> whut ?   \n",
       "176459187  19428      H                        <user> <user> <user> <user>   \n",
       "179310763    244      H        <user> : <hashtag> white lives matter <url>   \n",
       "179555083    244      H        <user> : <hashtag> white lives matter <url>   \n",
       "186252247  19328      H                              <user> so im the jews   \n",
       "186482630   5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "186497062  19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "186497355  20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "186497356  20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "186497357  20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "186497358  20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "189896687  19328      H                              <user> so im the jews   \n",
       "190243031  19552      H                    <hashtag> white lives mattertoo   \n",
       "192405983   3984      H                       <hashtag> white lives matter   \n",
       "192421429  19430      H       <user> indeed . <hashtag> white lives matter   \n",
       "192421544  19545      H                       <hashtag> white lives matter   \n",
       "192421545  19546      H                       <hashtag> white lives matter   \n",
       "195536631  19552      H                    <hashtag> white lives mattertoo   \n",
       "197409751  19552      H                    <hashtag> white lives mattertoo   \n",
       "197959471  19552      H                    <hashtag> white lives mattertoo   \n",
       "211544379   3980      H  <hashtag> virginia the shias are the donkeys o...   \n",
       "212559028    629      H  <hashtag> australia the shias are the donkeys ...   \n",
       "242385078  19639      H        heres where the jews hang out on xmas <url>   \n",
       "244059303   3984      H                       <hashtag> white lives matter   \n",
       "244074864  19545      H                       <hashtag> white lives matter   \n",
       "244074865  19546      H                       <hashtag> white lives matter   \n",
       "246197531   4412      H         i raped the jews because it touched dave .   \n",
       "263885192  19593      H          blog : <hashtag> white lives matter <url>   \n",
       "269606540  19781      H  <rt> <user> : never will the jews nor the chri...   \n",
       "269606762  20003      H  <rt> <user> : never will the jews nor the chri...   \n",
       "284919031   1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "290965931   1172      H  <rt> <user> : <user> <user> diversity = <hasht...   \n",
       "292314508   5989      H               <user> : <hashtag> white power <url>   \n",
       "292327891  19372      H               <user> : <hashtag> white power <url>   \n",
       "295327210   5411      H  <rt> <user> : professor khaleel mohammed says ...   \n",
       "299332123  19764      H         <rt> <user> : <hashtag> white lives matter   \n",
       "299332151  19792      H         <rt> <user> : <hashtag> white lives matter   \n",
       "299332301  19942      H         <rt> <user> : <hashtag> white lives matter   \n",
       "299332404  20045      H         <rt> <user> : <hashtag> white lives matter   \n",
       "300474071   1192      H  <rt> <user> : cucks <hashtag> white genocide <...   \n",
       "301492204   1325      H       <rt> <user> : <hashtag> white powerwednesday   \n",
       "302184558   1439      H  <rt> <user> : yes . <hashtag> war on whites <h...   \n",
       "303424409  19690      H  isis releases video in hebrew with a message t...   \n",
       "315443468   5989      H               <user> : <hashtag> white power <url>   \n",
       "315456851  19372      H               <user> : <hashtag> white power <url>   \n",
       "320065188   5989      H               <user> : <hashtag> white power <url>   \n",
       "320078571  19372      H               <user> : <hashtag> white power <url>   \n",
       "322874039   5160      H  <rt> <user> : white genocide in south africa :...   \n",
       "324400878   4999      H                 <rt> <user> : wake n bake the jews   \n",
       "327715124    565      H  <user> : i bet the jews did nazi us coming ! -...   \n",
       "331260378   3179      H                     <user> : <hashtag> white power   \n",
       "331262590   5391      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "331276615  19416      H                     <user> : <hashtag> white power   \n",
       "331277022  19823      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "331277315  20116      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "331277316  20117      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "331277317  20118      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "331277318  20119      H   <rt> <user> : <hashtag> white lives matter <url>   \n",
       "333984966  19887      H         <rt> <user> : <user> <hashtag> white power   \n",
       "336759304   4905      H  <rt> <user> : i could have killed all the jews...   \n",
       "337411908   5989      H               <user> : <hashtag> white power <url>   \n",
       "337425291  19372      H               <user> : <hashtag> white power <url>   \n",
       "338180095    496      H  <user> : i set fire to the jews was also a goo...   \n",
       "342333335    296      H                        <user> : gas the jews <url>   \n",
       "342904315   1196      H  <rt> <user> : say no to <hashtag> white genoci...   \n",
       "344373937   4898      H  <rt> <user> : you  <allcaps> fucking nigger  <...   \n",
       "348501493  19734      H  mt <number> and asked , where is the one who h...   \n",
       "354855878   1439      H  <rt> <user> : yes . <hashtag> war on whites <h...   \n",
       "368576794  20075      H  <rt> <user> : i traveled to paris today to sta...   \n",
       "388065583   3984      H                       <hashtag> white lives matter   \n",
       "388081144  19545      H                       <hashtag> white lives matter   \n",
       "388081145  19546      H                       <hashtag> white lives matter   \n",
       "392196428   1749      N  <rt> <user> : i said a glass of juice , not ga...   \n",
       "392969068    709      N                    <hashtag> white lives mattertoo   \n",
       "393294188     69      N  <user> <user> <user> [<number>] o you who beli...   \n",
       "393506867   9148      N                                <user> for the jews   \n",
       "393507046   9327      N                                <user> for the jews   \n",
       "394395651   2092      N                <rt> <user> : <hashtag> white power   \n",
       "394400299   6740      N              <user> <hashtag> white genocide <url>   \n",
       "394400685   7126      N              <user> <hashtag> white genocide <url>   \n",
       "394401681   8122      N                   <user> <hashtag> white power . .   \n",
       "394407917  14358      N                <rt> <user> : <hashtag> white power   \n",
       "394409053  15494      N  <rt> <user> : <hashtag> white powerwednsday <url>   \n",
       "394409280  15721      N                <rt> <user> : <hashtag> white power   \n",
       "394410132  16573      N                <rt> <user> : <hashtag> white power   \n",
       "395305670  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "395460946   8667      N                               <user> <user> <user>   \n",
       "395542386   8667      N                               <user> <user> <user>   \n",
       "395580951   6512      N        <user> : <url> <hashtag> white lives matter   \n",
       "395583890   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "395642948   7429      N                  <user> <user> shias or the jews ?   \n",
       "397925290   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "397927827  11988      N             how about <hashtag> white lives matter   \n",
       "397934900  19061      N             wow <hashtag> white lives matter <url>   \n",
       "397945650   9451      N             <user> <hashtag> white lives mattertoo   \n",
       "397948187  11988      N             how about <hashtag> white lives matter   \n",
       "397955260  19061      N             wow <hashtag> white lives matter <url>   \n",
       "398058846    487      N                <user> <hashtag> white lives matter   \n",
       "398065158   6799      N                <user> <hashtag> white lives matter   \n",
       "398065232   6873      N                <user> <hashtag> white lives matter   \n",
       "398065402   7043      N                <user> <hashtag> white lives matter   \n",
       "398065874   7515      N                <user> <hashtag> white lives matter   \n",
       "398066040   7681      N                <user> <hashtag> white lives matter   \n",
       "398066697   8338      N                <user> <hashtag> white lives matter   \n",
       "398066936   8577      N                <user> <hashtag> white lives matter   \n",
       "398067703   9344      N                <user> <hashtag> white lives matter   \n",
       "398067963   9604      N                <user> <hashtag> white lives matter   \n",
       "398068055   9696      N                <user> <hashtag> white lives matter   \n",
       "398068082   9723      N                <user> <hashtag> white lives matter   \n",
       "398901670   8551      N          <user> <hashtag> white lives matter <url>   \n",
       "399841584  11905      N  heres where all the jews are hanging out on xm...   \n",
       "400882942  14903      N  <rt> <user> : isis  <allcaps> releases video i...   \n",
       "401780996  17117      N  <rt> <user> : where is the one who has been bo...   \n",
       "402389381  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "402734041  13242      N  never will the jews nor the christians be plea...   \n",
       "402959461  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "403577437   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "403585079   9160      N              <user> <hashtag> white lives matter !   \n",
       "403592190  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "403740107   1308      N  <rt> <user> : diversity is a racist euphemism ...   \n",
       "404895363  16404      N  <rt> <user> : happy birthday <user> <hashtag> ...   \n",
       "406013461  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "407253961  13242      N  never will the jews nor the christians be plea...   \n",
       "408110541  14702      N  <rt> <user> : amen pat <hashtag> white lives m...   \n",
       "408724742  18103      N  the jews are in ethiopia rt  <allcaps> <user> ...   \n",
       "409542917   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "409550559   9160      N              <user> <hashtag> white lives matter !   \n",
       "409557670  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "409563277   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "409570919   9160      N              <user> <hashtag> white lives matter !   \n",
       "409578030  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "409583637   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "409591279   9160      N              <user> <hashtag> white lives matter !   \n",
       "409598390  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "409603997   1518      N  <rt> <user> : love your race . <hashtag> white...   \n",
       "409611639   9160      N              <user> <hashtag> white lives matter !   \n",
       "409618750  16271      N          <rt> <user> : <hashtag> white power <url>   \n",
       "410911712   6193      N  . <repeat>where is he who has been born king o...   \n",
       "\n",
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      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fuzz_similarity[fuzz_similarity['score']==85]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "forty-bread",
   "metadata": {},
   "outputs": [],
   "source": [
    "fuzz_similarity['score'] = ratios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "polished-plane",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Limit to only pairs of tweets with scores over 85\n",
    "over85 = fuzz_similarity[fuzz_similarity['score']>85]\n",
    "#Get the IDs of all tweets taht appear in these rows (so that they can be dropped in data build notebook)\n",
    "duplicate_IDs = np.unique(np.append(over85['ID_x'], over85['ID_y']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "opponent-shopping",
   "metadata": {},
   "source": [
    "## Export for use in main notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "willing-services",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save('duplicate_fuzzy_ids.npy', duplicate_IDs)"
   ]
  }
 ],
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