Preprocess_EDA.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import re\n",
    "import string\n",
    "import os\n",
    "import nltk\n",
    "import emoji\n",
    "import demoji\n",
    "\n",
    "from nltk.stem import PorterStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.tokenize.treebank import TreebankWordDetokenizer\n",
    "from wordcloud import WordCloud\n",
    "from collections import Counter\n",
    "from itertools import chain\n",
    "\n",
    "import zipfile\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "572fc207",
   "metadata": {},
   "source": [
    "## Tweet Preprocessing and EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ba775f2",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30336</th>\n",
       "      <td>1</td>\n",
       "      <td>Full of fools.. ICC @ICCMediaComms @ICC @crick...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30337</th>\n",
       "      <td>1</td>\n",
       "      <td>The US-Mexican border, where established moral...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30338</th>\n",
       "      <td>1</td>\n",
       "      <td>@ICC All Eng matches are on dry pitches &amp;amp; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30339</th>\n",
       "      <td>1</td>\n",
       "      <td>It seems the Rain &amp;amp; thunder god only like ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30340</th>\n",
       "      <td>1</td>\n",
       "      <td>#Muslim #Rapist Raped 28 #innocent #Girls in 1...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30341 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       class                                              tweet\n",
       "0          0  !!! RT @mayasolovely: As a woman you shouldn't...\n",
       "1          0  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...\n",
       "2          0  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...\n",
       "3          0  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...\n",
       "4          0  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...\n",
       "...      ...                                                ...\n",
       "30336      1  Full of fools.. ICC @ICCMediaComms @ICC @crick...\n",
       "30337      1  The US-Mexican border, where established moral...\n",
       "30338      1  @ICC All Eng matches are on dry pitches &amp; ...\n",
       "30339      1  It seems the Rain &amp; thunder god only like ...\n",
       "30340      1  #Muslim #Rapist Raped 28 #innocent #Girls in 1...\n",
       "\n",
       "[30341 rows x 2 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zf = zipfile.ZipFile(\"./final_dataset.zip\") \n",
    "df = pd.read_csv(zf.open(\"final_dataset.csv\"))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "75afe7d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 30341 entries, 0 to 30340\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   class   30341 non-null  int64 \n",
      " 1   tweet   30341 non-null  object\n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 474.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6e953387",
   "metadata": {},
   "outputs": [
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     "data": {
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       "30277"
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df[\"tweet\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49e6699c",
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
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       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24830</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @WORLDSHIPHOP: RT if you still hate this ni...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24861</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @TheBloodShow: I'm letting u know now. We n...</td>\n",
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       "      <th>24862</th>\n",
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       "      <td>RT @ParissaXo: i'm tired of u feminist bitches...</td>\n",
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       "      <th>24888</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @AnnCoulter: Const requires 2/3ds vote to o...</td>\n",
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       "      <th>24900</th>\n",
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       "      <td>RT @ParissaXo: i'm tired of u feminist bitches...</td>\n",
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       "    <tr>\n",
       "      <th>25389</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @mckinlay_liz: Dear @GuyVerhofstadt please ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25394</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @cparham65: @ShermanTecumseh @SenateMajLdr ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25396</th>\n",
       "      <td>1</td>\n",
       "      <td>RT @gabiekin_: I HATE PLAYERS DUDE YALL CAN GO...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30028</th>\n",
       "      <td>1</td>\n",
       "      <td>#ShameOnICC @ECB_cricket hahaha I pity on your...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30160</th>\n",
       "      <td>1</td>\n",
       "      <td>They heal, operate, diagnose  We consider them...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       class                                              tweet\n",
       "24830      1  RT @WORLDSHIPHOP: RT if you still hate this ni...\n",
       "24861      1  RT @TheBloodShow: I'm letting u know now. We n...\n",
       "24862      1  RT @ParissaXo: i'm tired of u feminist bitches...\n",
       "24888      1  RT @AnnCoulter: Const requires 2/3ds vote to o...\n",
       "24900      1  RT @ParissaXo: i'm tired of u feminist bitches...\n",
       "...      ...                                                ...\n",
       "25389      1  RT @mckinlay_liz: Dear @GuyVerhofstadt please ...\n",
       "25394      1  RT @cparham65: @ShermanTecumseh @SenateMajLdr ...\n",
       "25396      1  RT @gabiekin_: I HATE PLAYERS DUDE YALL CAN GO...\n",
       "30028      1  #ShameOnICC @ECB_cricket hahaha I pity on your...\n",
       "30160      1  They heal, operate, diagnose  We consider them...\n",
       "\n",
       "[64 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e74fd861",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30160    They heal, operate, diagnose  We consider them...\n",
       "Name: tweet, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"tweet\"].loc[[30160]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "073f1068",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "       class                                              tweet\n",
       "29908      1  They heal, operate, diagnose  We consider them...\n",
       "30160      1  They heal, operate, diagnose  We consider them..."
      ]
     },
     "execution_count": 7,
     "metadata": {},
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   "source": [
    "df[df[\"tweet\"] == \"They heal, operate, diagnose  We consider them a part of the second God cosmos  This is so appalling, shameful and gross  We need to bring this violence to a close    #SaveBengal  #DoctorsFightBack  #standwithdoctors\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "38135cc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates(keep=\"last\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "79b3a05e",
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       "       class                                              tweet\n",
       "30160      1  They heal, operate, diagnose  We consider them..."
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    "df[df[\"tweet\"] == \"They heal, operate, diagnose  We consider them a part of the second God cosmos  This is so appalling, shameful and gross  We need to bring this violence to a close    #SaveBengal  #DoctorsFightBack  #standwithdoctors\"]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ce0422ff",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [class, tweet]\n",
       "Index: []"
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     "execution_count": 10,
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   "source": [
    "df[df.duplicated()]"
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   "cell_type": "code",
   "execution_count": 11,
   "id": "f8977f46",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    23353\n",
       "1     6924\n",
       "Name: class, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
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   "source": [
    "df[\"class\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86421bd5",
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     "execution_count": 12,
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   "source": [
    "temp = df.groupby(\"class\").count()[\"tweet\"].reset_index().sort_values(by=\"tweet\",ascending=False)\n",
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   "id": "bb888b42",
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    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='count', ylabel='class'>"
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     "execution_count": 13,
     "metadata": {},
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     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(y=\"class\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8558fadb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pie, ax = plt.subplots(figsize=[12,7])\n",
    "labels = [\"Non-Hate Speech\",\"Hate Speech\"]\n",
    "plt.pie(df[\"class\"].value_counts(), autopct=\"%.0f%%\", labels=labels, pctdistance=0.5)\n",
    "plt.title(\"Class Distribution\", fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59d32ebc",
   "metadata": {},
   "source": [
    "## Finding All Emojis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4824777d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sentence_all = []\n",
    "sentence_all.append(df[\"tweet\"].to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a38ae83e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2️⃣': 'keycap: 2',\n",
       " '😄': 'grinning face with smiling eyes',\n",
       " '😐': 'neutral face',\n",
       " '💍': 'ring',\n",
       " '❤️': 'red heart',\n",
       " '😘': 'face blowing a kiss',\n",
       " '😭': 'loudly crying face',\n",
       " '🤔': 'thinking face',\n",
       " '🙆': 'person gesturing OK',\n",
       " '❤': 'red heart',\n",
       " '😅': 'grinning face with sweat',\n",
       " '😞': 'disappointed face',\n",
       " '🤣': 'rolling on the floor laughing',\n",
       " '📷': 'camera',\n",
       " '🗣': 'speaking head',\n",
       " '💲': 'heavy dollar sign',\n",
       " '🌎': 'globe showing Americas',\n",
       " '💔': 'broken heart',\n",
       " '💯': 'hundred points',\n",
       " '💥': 'collision',\n",
       " '🍫': 'chocolate bar',\n",
       " '🤷🏽': 'person shrugging: medium skin tone',\n",
       " '🇬🇧': 'flag: United Kingdom',\n",
       " '😡': 'pouting face',\n",
       " '😈': 'smiling face with horns',\n",
       " '😂': 'face with tears of joy',\n",
       " '🇯🇵': 'flag: Japan',\n",
       " '💨': 'dashing away',\n",
       " '😒': 'unamused face',\n",
       " '😳': 'flushed face',\n",
       " '👍🏽': 'thumbs up: medium skin tone',\n",
       " '💚': 'green heart',\n",
       " '🚘': 'oncoming automobile',\n",
       " '🔫': 'water pistol',\n",
       " '💜': 'purple heart',\n",
       " '😊': 'smiling face with smiling eyes',\n",
       " '❗': 'red exclamation mark',\n",
       " '🏃': 'person running',\n",
       " '🐍': 'snake',\n",
       " '💰': 'money bag',\n",
       " '🐯': 'tiger face',\n",
       " '😁': 'beaming face with smiling eyes',\n",
       " '🚗': 'automobile',\n",
       " '🤢': 'nauseated face',\n",
       " '😖': 'confounded face',\n",
       " '☀': 'sun',\n",
       " '🌲': 'evergreen tree',\n",
       " '✌': 'victory hand',\n",
       " '💁': 'person tipping hand',\n",
       " '🌧': 'cloud with rain',\n",
       " '🎨': 'artist palette',\n",
       " '🙄': 'face with rolling eyes',\n",
       " '🐒': 'monkey',\n",
       " '🎶': 'musical notes',\n",
       " '®': 'registered',\n",
       " '🔥': 'fire',\n",
       " '👌🏼': 'OK hand: medium-light skin tone',\n",
       " '👀': 'eyes',\n",
       " '😩': 'weary face',\n",
       " '🇺🇸': 'flag: United States',\n",
       " '🤦🏾\\u200d♀️': 'woman facepalming: medium-dark skin tone',\n",
       " '🙌': 'raising hands',\n",
       " '👋': 'waving hand',\n",
       " '😀': 'grinning face',\n",
       " '🤬': 'face with symbols on mouth',\n",
       " '™': 'trade mark',\n",
       " '🍯': 'honey pot',\n",
       " '🍀': 'four leaf clover',\n",
       " '🤦🏽\\u200d♀️': 'woman facepalming: medium skin tone',\n",
       " '🐑': 'ewe'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All Emojis In Tweets\n",
    "demoji.findall(sentence_all[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "75e4e18f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24778</th>\n",
       "      <td>0</td>\n",
       "      <td>you's a muthaf***in lie &amp;#8220;@LifeAsKing: @2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24779</th>\n",
       "      <td>0</td>\n",
       "      <td>you've gone and broke the wrong heart baby, an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24780</th>\n",
       "      <td>0</td>\n",
       "      <td>young buck wanna eat!!.. dat nigguh like I ain...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24781</th>\n",
       "      <td>0</td>\n",
       "      <td>youu got wild bitches tellin you lies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24782</th>\n",
       "      <td>0</td>\n",
       "      <td>~~Ruffled | Ntac Eileen Dahlia - Beautiful col...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23353 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       class                                              tweet\n",
       "0          0  !!! RT @mayasolovely: As a woman you shouldn't...\n",
       "1          0  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...\n",
       "2          0  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...\n",
       "3          0  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...\n",
       "4          0  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...\n",
       "...      ...                                                ...\n",
       "24778      0  you's a muthaf***in lie &#8220;@LifeAsKing: @2...\n",
       "24779      0  you've gone and broke the wrong heart baby, an...\n",
       "24780      0  young buck wanna eat!!.. dat nigguh like I ain...\n",
       "24781      0              youu got wild bitches tellin you lies\n",
       "24782      0  ~~Ruffled | Ntac Eileen Dahlia - Beautiful col...\n",
       "\n",
       "[23353 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_res = df[df[\"class\"]==0]\n",
    "df_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fe2ef569",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1</td>\n",
       "      <td>\"@Blackman38Tide: @WhaleLookyHere @HowdyDowdy1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1</td>\n",
       "      <td>\"@CB_Baby24: @white_thunduh alsarabsss\" hes a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1</td>\n",
       "      <td>\"@DevilGrimz: @VigxRArts you're fucking gay, b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1</td>\n",
       "      <td>\"@MarkRoundtreeJr: LMFAOOOO I HATE BLACK PEOPL...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1</td>\n",
       "      <td>\"@NoChillPaz: \"At least I'm not a nigger\" http...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30336</th>\n",
       "      <td>1</td>\n",
       "      <td>Full of fools.. ICC @ICCMediaComms @ICC @crick...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30337</th>\n",
       "      <td>1</td>\n",
       "      <td>The US-Mexican border, where established moral...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30338</th>\n",
       "      <td>1</td>\n",
       "      <td>@ICC All Eng matches are on dry pitches &amp;amp; ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30339</th>\n",
       "      <td>1</td>\n",
       "      <td>It seems the Rain &amp;amp; thunder god only like ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30340</th>\n",
       "      <td>1</td>\n",
       "      <td>#Muslim #Rapist Raped 28 #innocent #Girls in 1...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6924 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       class                                              tweet\n",
       "85         1  \"@Blackman38Tide: @WhaleLookyHere @HowdyDowdy1...\n",
       "89         1  \"@CB_Baby24: @white_thunduh alsarabsss\" hes a ...\n",
       "110        1  \"@DevilGrimz: @VigxRArts you're fucking gay, b...\n",
       "184        1  \"@MarkRoundtreeJr: LMFAOOOO I HATE BLACK PEOPL...\n",
       "202        1  \"@NoChillPaz: \"At least I'm not a nigger\" http...\n",
       "...      ...                                                ...\n",
       "30336      1  Full of fools.. ICC @ICCMediaComms @ICC @crick...\n",
       "30337      1  The US-Mexican border, where established moral...\n",
       "30338      1  @ICC All Eng matches are on dry pitches &amp; ...\n",
       "30339      1  It seems the Rain &amp; thunder god only like ...\n",
       "30340      1  #Muslim #Rapist Raped 28 #innocent #Girls in 1...\n",
       "\n",
       "[6924 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_res2 = df[df[\"class\"]==1]\n",
    "df_res2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0f4297ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All Emojis in Non-Hate Tweets\n",
    "sentence_nonHate = []\n",
    "sentence_nonHate.append(df_res[\"tweet\"].to_string())\n",
    "demoji.findall(sentence_nonHate[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "02960115",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2️⃣': 'keycap: 2',\n",
       " '😄': 'grinning face with smiling eyes',\n",
       " '😐': 'neutral face',\n",
       " '💍': 'ring',\n",
       " '❤️': 'red heart',\n",
       " '😘': 'face blowing a kiss',\n",
       " '😭': 'loudly crying face',\n",
       " '🤔': 'thinking face',\n",
       " '🙆': 'person gesturing OK',\n",
       " '❤': 'red heart',\n",
       " '😅': 'grinning face with sweat',\n",
       " '😞': 'disappointed face',\n",
       " '🤣': 'rolling on the floor laughing',\n",
       " '📷': 'camera',\n",
       " '🗣': 'speaking head',\n",
       " '💲': 'heavy dollar sign',\n",
       " '🌎': 'globe showing Americas',\n",
       " '💔': 'broken heart',\n",
       " '💯': 'hundred points',\n",
       " '💥': 'collision',\n",
       " '🍫': 'chocolate bar',\n",
       " '🤷🏽': 'person shrugging: medium skin tone',\n",
       " '🇬🇧': 'flag: United Kingdom',\n",
       " '😡': 'pouting face',\n",
       " '😈': 'smiling face with horns',\n",
       " '😂': 'face with tears of joy',\n",
       " '🇯🇵': 'flag: Japan',\n",
       " '💨': 'dashing away',\n",
       " '😒': 'unamused face',\n",
       " '😳': 'flushed face',\n",
       " '👍🏽': 'thumbs up: medium skin tone',\n",
       " '💚': 'green heart',\n",
       " '🚘': 'oncoming automobile',\n",
       " '🔫': 'water pistol',\n",
       " '💜': 'purple heart',\n",
       " '😊': 'smiling face with smiling eyes',\n",
       " '❗': 'red exclamation mark',\n",
       " '🏃': 'person running',\n",
       " '🐍': 'snake',\n",
       " '💰': 'money bag',\n",
       " '🐯': 'tiger face',\n",
       " '😁': 'beaming face with smiling eyes',\n",
       " '🚗': 'automobile',\n",
       " '🤢': 'nauseated face',\n",
       " '😖': 'confounded face',\n",
       " '☀': 'sun',\n",
       " '🌲': 'evergreen tree',\n",
       " '✌': 'victory hand',\n",
       " '💁': 'person tipping hand',\n",
       " '🌧': 'cloud with rain',\n",
       " '🎨': 'artist palette',\n",
       " '🙄': 'face with rolling eyes',\n",
       " '🐒': 'monkey',\n",
       " '🎶': 'musical notes',\n",
       " '®': 'registered',\n",
       " '🔥': 'fire',\n",
       " '👌🏼': 'OK hand: medium-light skin tone',\n",
       " '👀': 'eyes',\n",
       " '😩': 'weary face',\n",
       " '🇺🇸': 'flag: United States',\n",
       " '🤦🏾\\u200d♀️': 'woman facepalming: medium-dark skin tone',\n",
       " '🙌': 'raising hands',\n",
       " '👋': 'waving hand',\n",
       " '😀': 'grinning face',\n",
       " '🤬': 'face with symbols on mouth',\n",
       " '™': 'trade mark',\n",
       " '🍯': 'honey pot',\n",
       " '🍀': 'four leaf clover',\n",
       " '🤦🏽\\u200d♀️': 'woman facepalming: medium skin tone',\n",
       " '🐑': 'ewe'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All Emojis in Hate Tweets\n",
    "sentence_Hate = []\n",
    "sentence_Hate.append(df_res2[\"tweet\"].to_string())\n",
    "demoji.findall(sentence_Hate[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23e315d9",
   "metadata": {},
   "source": [
    "## Cleaning Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c42c7487",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_tweet(text):\n",
    "    '''Make text lowercase, remove text in square brackets,remove links,remove punctuation\n",
    "    and remove words containing numbers,remove special characters,remove RT,remove @words using RegEx'''\n",
    "    text = str(text).lower()\n",
    "    text = re.sub(\"@[\\w]*\", \"\", text)\n",
    "    text = re.sub(r\"\\brt\\b\", \"\", text)\n",
    "    text = re.sub(\"^A-Za-z0-9]+\", \"\", text)   \n",
    "    text = re.sub('\\[.*?\\]', '', text)\n",
    "    text = re.sub('[%s]' % re.escape(string.punctuation), '', text)\n",
    "    text = re.sub('https?://\\S+|www\\.\\S+', '', text)\n",
    "    text = re.sub('<.*?>+', '', text)\n",
    "    text = re.sub('\\n', '', text)\n",
    "    text = re.sub('\\w*\\d\\w*', '', text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "94e0b0c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_emojis(data):\n",
    "    emoj = re.compile(\"[\"\n",
    "        u\"\\U0001F600-\\U0001F64F\"  # emoticons\n",
    "        u\"\\U0001F300-\\U0001F5FF\"  # symbols & pictographs\n",
    "        u\"\\U0001F680-\\U0001F6FF\"  # transport & map symbols\n",
    "        u\"\\U0001F1E0-\\U0001F1FF\"  # flags (iOS)\n",
    "        u\"\\U00002500-\\U00002BEF\"  # chinese char\n",
    "        u\"\\U00002702-\\U000027B0\"\n",
    "        u\"\\U00002702-\\U000027B0\"\n",
    "        u\"\\U000024C2-\\U0001F251\"\n",
    "        u\"\\U0001f926-\\U0001f937\"\n",
    "        u\"\\U00010000-\\U0010ffff\"\n",
    "        u\"\\u2640-\\u2642\" \n",
    "        u\"\\u2600-\\u2B55\"\n",
    "        u\"\\u200d\"\n",
    "        u\"\\u23cf\"\n",
    "        u\"\\u23e9\"\n",
    "        u\"\\u231a\"\n",
    "        u\"\\ufe0f\"  # dingbats\n",
    "        u\"\\u3030\"\n",
    "                      \"]+\", re.UNICODE)\n",
    "    return re.sub(emoj, '', data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2dd9cf55",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\gokay\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['i',\n",
       " 'me',\n",
       " 'my',\n",
       " 'myself',\n",
       " 'we',\n",
       " 'our',\n",
       " 'ours',\n",
       " 'ourselves',\n",
       " 'you',\n",
       " \"you're\",\n",
       " \"you've\",\n",
       " \"you'll\",\n",
       " \"you'd\",\n",
       " 'your',\n",
       " 'yours',\n",
       " 'yourself',\n",
       " 'yourselves',\n",
       " 'he',\n",
       " 'him',\n",
       " 'his',\n",
       " 'himself',\n",
       " 'she',\n",
       " \"she's\",\n",
       " 'her',\n",
       " 'hers',\n",
       " 'herself',\n",
       " 'it',\n",
       " \"it's\",\n",
       " 'its',\n",
       " 'itself',\n",
       " 'they',\n",
       " 'them',\n",
       " 'their',\n",
       " 'theirs',\n",
       " 'themselves',\n",
       " 'what',\n",
       " 'which',\n",
       " 'who',\n",
       " 'whom',\n",
       " 'this',\n",
       " 'that',\n",
       " \"that'll\",\n",
       " 'these',\n",
       " 'those',\n",
       " 'am',\n",
       " 'is',\n",
       " 'are',\n",
       " 'was',\n",
       " 'were',\n",
       " 'be',\n",
       " 'been',\n",
       " 'being',\n",
       " 'have',\n",
       " 'has',\n",
       " 'had',\n",
       " 'having',\n",
       " 'do',\n",
       " 'does',\n",
       " 'did',\n",
       " 'doing',\n",
       " 'a',\n",
       " 'an',\n",
       " 'the',\n",
       " 'and',\n",
       " 'but',\n",
       " 'if',\n",
       " 'or',\n",
       " 'because',\n",
       " 'as',\n",
       " 'until',\n",
       " 'while',\n",
       " 'of',\n",
       " 'at',\n",
       " 'by',\n",
       " 'for',\n",
       " 'with',\n",
       " 'about',\n",
       " 'against',\n",
       " 'between',\n",
       " 'into',\n",
       " 'through',\n",
       " 'during',\n",
       " 'before',\n",
       " 'after',\n",
       " 'above',\n",
       " 'below',\n",
       " 'to',\n",
       " 'from',\n",
       " 'up',\n",
       " 'down',\n",
       " 'in',\n",
       " 'out',\n",
       " 'on',\n",
       " 'off',\n",
       " 'over',\n",
       " 'under',\n",
       " 'again',\n",
       " 'further',\n",
       " 'then',\n",
       " 'once',\n",
       " 'here',\n",
       " 'there',\n",
       " 'when',\n",
       " 'where',\n",
       " 'why',\n",
       " 'how',\n",
       " 'all',\n",
       " 'any',\n",
       " 'both',\n",
       " 'each',\n",
       " 'few',\n",
       " 'more',\n",
       " 'most',\n",
       " 'other',\n",
       " 'some',\n",
       " 'such',\n",
       " 'no',\n",
       " 'nor',\n",
       " 'not',\n",
       " 'only',\n",
       " 'own',\n",
       " 'same',\n",
       " 'so',\n",
       " 'than',\n",
       " 'too',\n",
       " 'very',\n",
       " 's',\n",
       " 't',\n",
       " 'can',\n",
       " 'will',\n",
       " 'just',\n",
       " 'don',\n",
       " \"don't\",\n",
       " 'should',\n",
       " \"should've\",\n",
       " 'now',\n",
       " 'd',\n",
       " 'll',\n",
       " 'm',\n",
       " 'o',\n",
       " 're',\n",
       " 've',\n",
       " 'y',\n",
       " 'ain',\n",
       " 'aren',\n",
       " \"aren't\",\n",
       " 'couldn',\n",
       " \"couldn't\",\n",
       " 'didn',\n",
       " \"didn't\",\n",
       " 'doesn',\n",
       " \"doesn't\",\n",
       " 'hadn',\n",
       " \"hadn't\",\n",
       " 'hasn',\n",
       " \"hasn't\",\n",
       " 'haven',\n",
       " \"haven't\",\n",
       " 'isn',\n",
       " \"isn't\",\n",
       " 'ma',\n",
       " 'mightn',\n",
       " \"mightn't\",\n",
       " 'mustn',\n",
       " \"mustn't\",\n",
       " 'needn',\n",
       " \"needn't\",\n",
       " 'shan',\n",
       " \"shan't\",\n",
       " 'shouldn',\n",
       " \"shouldn't\",\n",
       " 'wasn',\n",
       " \"wasn't\",\n",
       " 'weren',\n",
       " \"weren't\",\n",
       " 'won',\n",
       " \"won't\",\n",
       " 'wouldn',\n",
       " \"wouldn't\"]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding Stopwords and Forms\n",
    "nltk.download(\"stopwords\")\n",
    "stopwords = nltk.corpus.stopwords.words(\"english\")\n",
    "stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a10e8678",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove Stopwords and Short Words\n",
    "def remove_stopwords(text):\n",
    "    text = [word for word in text.split() if len(word)>2]\n",
    "    return \" \".join(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e3135da7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "      <th>clean_tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   class                                              tweet  \\\n",
       "0      0  !!! RT @mayasolovely: As a woman you shouldn't...   \n",
       "1      0  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...   \n",
       "2      0  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...   \n",
       "3      0  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...   \n",
       "4      0  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...   \n",
       "\n",
       "                                         clean_tweet  \n",
       "0  !!! RT @mayasolovely: As a woman you shouldn't...  \n",
       "1  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...  \n",
       "2  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...  \n",
       "3  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...  \n",
       "4  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"clean_tweet\"] = df[\"tweet\"]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "03ac3d6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"clean_tweet\"] = df[\"clean_tweet\"].apply(lambda x:clean_tweet(x))\n",
    "df[\"clean_tweet\"] = df[\"clean_tweet\"].apply(lambda x:remove_stopwords(x))\n",
    "df[\"clean_tweet\"] = df[\"clean_tweet\"].apply(lambda x: ' '.join([word for word in x.split() if word not in (stopwords)]))\n",
    "df[\"clean_tweet\"] = df[\"clean_tweet\"].apply(lambda x:remove_emojis(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "28bf3dcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     [woman, shouldnt, complain, cleaning, house, a...\n",
       "1     [boy, dats, coldtyga, dwn, bad, cuffin, dat, h...\n",
       "2     [dawg, ever, fuck, bitch, start, cry, confused...\n",
       "3                                  [look, like, tranny]\n",
       "4     [shit, hear, might, true, might, faker, bitch,...\n",
       "5     [shit, blows, meclaim, faithful, somebody, sti...\n",
       "6     [sit, hate, another, bitch, got, much, shit, g...\n",
       "7          [cause, tired, big, bitches, coming, skinny]\n",
       "8            [amp, might, get, bitch, back, amp, thats]\n",
       "9           [hobbies, include, fighting, mariam, bitch]\n",
       "10    [keeks, bitch, curves, everyone, lol, walked, ...\n",
       "11                     [murda, gang, bitch, gang, land]\n",
       "12                           [hoes, smoke, losers, yea]\n",
       "13                          [bad, bitches, thing, like]\n",
       "14                                         [bitch, get]\n",
       "15                                 [bitch, nigga, miss]\n",
       "16                               [bitch, plz, whatever]\n",
       "17                                        [bitch, love]\n",
       "18                        [bitches, get, cut, everyday]\n",
       "19                     [black, bottle, amp, bad, bitch]\n",
       "20                  [broke, bitch, cant, tell, nothing]\n",
       "21                          [cancel, bitch, like, nino]\n",
       "22                      [cant, see, hoes, wont, change]\n",
       "23    [fuck, bitch, dont, even, suck, dick, kermit, ...\n",
       "24          [got, bitch, tip, toeing, hardwood, floors]\n",
       "25                   [pussy, lips, like, heaven, doors]\n",
       "26                                       [hoe, hitting]\n",
       "27               [met, pussy, ocean, gave, pussy, pill]\n",
       "28                [need, trippy, bitch, fuck, hennessy]\n",
       "29                [spend, money, want, bitch, business]\n",
       "Name: clean_tweet, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Tokenize Tweet\n",
    "tokenized_tweet = df[\"clean_tweet\"].apply(lambda x:x.split())\n",
    "tokenized_tweet.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e275ab2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     [woman, shouldnt, complain, clean, hous, amp, ...\n",
       "1     [boy, dat, coldtyga, dwn, bad, cuffin, dat, ho...\n",
       "2     [dawg, ever, fuck, bitch, start, cri, confus, ...\n",
       "3                                  [look, like, tranni]\n",
       "4     [shit, hear, might, true, might, faker, bitch,...\n",
       "5     [shit, blow, meclaim, faith, somebodi, still, ...\n",
       "6        [sit, hate, anoth, bitch, got, much, shit, go]\n",
       "7                [caus, tire, big, bitch, come, skinni]\n",
       "8             [amp, might, get, bitch, back, amp, that]\n",
       "9                 [hobbi, includ, fight, mariam, bitch]\n",
       "10    [keek, bitch, curv, everyon, lol, walk, conver...\n",
       "11                     [murda, gang, bitch, gang, land]\n",
       "12                             [hoe, smoke, loser, yea]\n",
       "13                            [bad, bitch, thing, like]\n",
       "14                                         [bitch, get]\n",
       "15                                 [bitch, nigga, miss]\n",
       "16                                 [bitch, plz, whatev]\n",
       "17                                        [bitch, love]\n",
       "18                          [bitch, get, cut, everyday]\n",
       "19                      [black, bottl, amp, bad, bitch]\n",
       "20                     [broke, bitch, cant, tell, noth]\n",
       "21                          [cancel, bitch, like, nino]\n",
       "22                        [cant, see, hoe, wont, chang]\n",
       "23    [fuck, bitch, dont, even, suck, dick, kermit, ...\n",
       "24              [got, bitch, tip, toe, hardwood, floor]\n",
       "25                     [pussi, lip, like, heaven, door]\n",
       "26                                           [hoe, hit]\n",
       "27               [met, pussi, ocean, gave, pussi, pill]\n",
       "28                [need, trippi, bitch, fuck, hennessi]\n",
       "29                    [spend, money, want, bitch, busi]\n",
       "Name: clean_tweet, dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Stem Tweet\n",
    "stemmer = PorterStemmer()\n",
    "tokenized_tweet = tokenized_tweet.apply(lambda x:[stemmer.stem(word) for word in x])\n",
    "tokenized_tweet.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4720b07a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"clean_tweet_tokenized\"] = tokenized_tweet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "833b6153",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"clean_tweet_detokenized\"]=df[\"clean_tweet\"].apply(lambda x: TreebankWordDetokenizer().detokenize(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2d944cb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "      <th>clean_tweet</th>\n",
       "      <th>clean_tweet_tokenized</th>\n",
       "      <th>clean_tweet_detokenized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "      <td>woman shouldnt complain cleaning house amp man...</td>\n",
       "      <td>[woman, shouldnt, complain, clean, hous, amp, ...</td>\n",
       "      <td>w o m a n   s h o u l d n t   c o m p l a i n ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "      <td>boy dats coldtyga dwn bad cuffin dat hoe place</td>\n",
       "      <td>[boy, dat, coldtyga, dwn, bad, cuffin, dat, ho...</td>\n",
       "      <td>b o y   d a t s   c o l d t y g a   d w n   b ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "      <td>dawg ever fuck bitch start cry confused shit</td>\n",
       "      <td>[dawg, ever, fuck, bitch, start, cri, confus, ...</td>\n",
       "      <td>d a w g   e v e r   f u c k   b i t c h   s t ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "      <td>look like tranny</td>\n",
       "      <td>[look, like, tranni]</td>\n",
       "      <td>l o o k   l i k e   t r a n n y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "      <td>shit hear might true might faker bitch told</td>\n",
       "      <td>[shit, hear, might, true, might, faker, bitch,...</td>\n",
       "      <td>s h i t   h e a r   m i g h t   t r u e   m i ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!!!!!!!!!!!!!\"@T_Madison_x: The shit just...</td>\n",
       "      <td>shit blows meclaim faithful somebody still fuc...</td>\n",
       "      <td>[shit, blow, meclaim, faith, somebodi, still, ...</td>\n",
       "      <td>s h i t   b l o w s   m e c l a i m   f a i t ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!!!\"@__BrighterDays: I can not just sit up ...</td>\n",
       "      <td>sit hate another bitch got much shit going</td>\n",
       "      <td>[sit, hate, anoth, bitch, got, much, shit, go]</td>\n",
       "      <td>s i t   h a t e   a n o t h e r   b i t c h   ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>!!!!&amp;#8220;@selfiequeenbri: cause I'm tired of...</td>\n",
       "      <td>cause tired big bitches coming skinny</td>\n",
       "      <td>[caus, tire, big, bitch, come, skinni]</td>\n",
       "      <td>c a u s e   t i r e d   b i g   b i t c h e s ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>\" &amp;amp; you might not get ya bitch back &amp;amp; ...</td>\n",
       "      <td>amp might get bitch back amp thats</td>\n",
       "      <td>[amp, might, get, bitch, back, amp, that]</td>\n",
       "      <td>a m p   m i g h t   g e t   b i t c h   b a c ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>\" @rhythmixx_ :hobbies include: fighting Maria...</td>\n",
       "      <td>hobbies include fighting mariam bitch</td>\n",
       "      <td>[hobbi, includ, fight, mariam, bitch]</td>\n",
       "      <td>h o b b i e s   i n c l u d e   f i g h t i n ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>\" Keeks is a bitch she curves everyone \" lol I...</td>\n",
       "      <td>keeks bitch curves everyone lol walked convers...</td>\n",
       "      <td>[keek, bitch, curv, everyon, lol, walk, conver...</td>\n",
       "      <td>k e e k s   b i t c h   c u r v e s   e v e r ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>\" Murda Gang bitch its Gang Land \"</td>\n",
       "      <td>murda gang bitch gang land</td>\n",
       "      <td>[murda, gang, bitch, gang, land]</td>\n",
       "      <td>m u r d a   g a n g   b i t c h   g a n g   l ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>\" So hoes that smoke are losers ? \" yea ... go...</td>\n",
       "      <td>hoes smoke losers yea</td>\n",
       "      <td>[hoe, smoke, loser, yea]</td>\n",
       "      <td>h o e s   s m o k e   l o s e r s   y e a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bad bitches is the only thing that i like \"</td>\n",
       "      <td>bad bitches thing like</td>\n",
       "      <td>[bad, bitch, thing, like]</td>\n",
       "      <td>b a d   b i t c h e s   t h i n g   l i k e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bitch get up off me \"</td>\n",
       "      <td>bitch get</td>\n",
       "      <td>[bitch, get]</td>\n",
       "      <td>b i t c h   g e t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bitch nigga miss me with it \"</td>\n",
       "      <td>bitch nigga miss</td>\n",
       "      <td>[bitch, nigga, miss]</td>\n",
       "      <td>b i t c h   n i g g a   m i s s</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bitch plz whatever \"</td>\n",
       "      <td>bitch plz whatever</td>\n",
       "      <td>[bitch, plz, whatev]</td>\n",
       "      <td>b i t c h   p l z   w h a t e v e r</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bitch who do you love \"</td>\n",
       "      <td>bitch love</td>\n",
       "      <td>[bitch, love]</td>\n",
       "      <td>b i t c h   l o v e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>\" bitches get cut off everyday B \"</td>\n",
       "      <td>bitches get cut everyday</td>\n",
       "      <td>[bitch, get, cut, everyday]</td>\n",
       "      <td>b i t c h e s   g e t   c u t   e v e r y d a y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>\" black bottle &amp;amp; a bad bitch \"</td>\n",
       "      <td>black bottle amp bad bitch</td>\n",
       "      <td>[black, bottl, amp, bad, bitch]</td>\n",
       "      <td>b l a c k   b o t t l e   a m p   b a d   b i ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>\" broke bitch cant tell me nothing \"</td>\n",
       "      <td>broke bitch cant tell nothing</td>\n",
       "      <td>[broke, bitch, cant, tell, noth]</td>\n",
       "      <td>b r o k e   b i t c h   c a n t   t e l l   n ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>\" cancel that bitch like Nino \"</td>\n",
       "      <td>cancel bitch like nino</td>\n",
       "      <td>[cancel, bitch, like, nino]</td>\n",
       "      <td>c a n c e l   b i t c h   l i k e   n i n o</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>\" cant you see these hoes wont change \"</td>\n",
       "      <td>cant see hoes wont change</td>\n",
       "      <td>[cant, see, hoe, wont, chang]</td>\n",
       "      <td>c a n t   s e e   h o e s   w o n t   c h a n g e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>\" fuck no that bitch dont even suck dick \" &amp;#1...</td>\n",
       "      <td>fuck bitch dont even suck dick kermit videos b...</td>\n",
       "      <td>[fuck, bitch, dont, even, suck, dick, kermit, ...</td>\n",
       "      <td>f u c k   b i t c h   d o n t   e v e n   s u ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>\" got ya bitch tip toeing on my hardwood floor...</td>\n",
       "      <td>got bitch tip toeing hardwood floors</td>\n",
       "      <td>[got, bitch, tip, toe, hardwood, floor]</td>\n",
       "      <td>g o t   b i t c h   t i p   t o e i n g   h a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>\" her pussy lips like Heaven doors \" &amp;#128524;</td>\n",
       "      <td>pussy lips like heaven doors</td>\n",
       "      <td>[pussi, lip, like, heaven, door]</td>\n",
       "      <td>p u s s y   l i p s   l i k e   h e a v e n   ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>\" hoe what its hitting for \"</td>\n",
       "      <td>hoe hitting</td>\n",
       "      <td>[hoe, hit]</td>\n",
       "      <td>h o e   h i t t i n g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>\" i met that pussy on Ocean Dr . i gave that p...</td>\n",
       "      <td>met pussy ocean gave pussy pill</td>\n",
       "      <td>[met, pussi, ocean, gave, pussi, pill]</td>\n",
       "      <td>m e t   p u s s y   o c e a n   g a v e   p u ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>\" i need a trippy bitch who fuck on Hennessy \"</td>\n",
       "      <td>need trippy bitch fuck hennessy</td>\n",
       "      <td>[need, trippi, bitch, fuck, hennessi]</td>\n",
       "      <td>n e e d   t r i p p y   b i t c h   f u c k   ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>\" i spend my money how i want bitch its my bus...</td>\n",
       "      <td>spend money want bitch business</td>\n",
       "      <td>[spend, money, want, bitch, busi]</td>\n",
       "      <td>s p e n d   m o n e y   w a n t   b i t c h   ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    class                                              tweet  \\\n",
       "0       0  !!! RT @mayasolovely: As a woman you shouldn't...   \n",
       "1       0  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...   \n",
       "2       0  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...   \n",
       "3       0  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...   \n",
       "4       0  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...   \n",
       "5       0  !!!!!!!!!!!!!!!!!!\"@T_Madison_x: The shit just...   \n",
       "6       0  !!!!!!\"@__BrighterDays: I can not just sit up ...   \n",
       "7       0  !!!!&#8220;@selfiequeenbri: cause I'm tired of...   \n",
       "8       0  \" &amp; you might not get ya bitch back &amp; ...   \n",
       "9       0  \" @rhythmixx_ :hobbies include: fighting Maria...   \n",
       "10      0  \" Keeks is a bitch she curves everyone \" lol I...   \n",
       "11      0                 \" Murda Gang bitch its Gang Land \"   \n",
       "12      0  \" So hoes that smoke are losers ? \" yea ... go...   \n",
       "13      0      \" bad bitches is the only thing that i like \"   \n",
       "14      0                            \" bitch get up off me \"   \n",
       "15      0                    \" bitch nigga miss me with it \"   \n",
       "16      0                             \" bitch plz whatever \"   \n",
       "17      0                          \" bitch who do you love \"   \n",
       "18      0                 \" bitches get cut off everyday B \"   \n",
       "19      0                 \" black bottle &amp; a bad bitch \"   \n",
       "20      0               \" broke bitch cant tell me nothing \"   \n",
       "21      0                    \" cancel that bitch like Nino \"   \n",
       "22      0            \" cant you see these hoes wont change \"   \n",
       "23      0  \" fuck no that bitch dont even suck dick \" &#1...   \n",
       "24      0  \" got ya bitch tip toeing on my hardwood floor...   \n",
       "25      0     \" her pussy lips like Heaven doors \" &#128524;   \n",
       "26      0                       \" hoe what its hitting for \"   \n",
       "27      0  \" i met that pussy on Ocean Dr . i gave that p...   \n",
       "28      0     \" i need a trippy bitch who fuck on Hennessy \"   \n",
       "29      0  \" i spend my money how i want bitch its my bus...   \n",
       "\n",
       "                                          clean_tweet  \\\n",
       "0   woman shouldnt complain cleaning house amp man...   \n",
       "1      boy dats coldtyga dwn bad cuffin dat hoe place   \n",
       "2        dawg ever fuck bitch start cry confused shit   \n",
       "3                                    look like tranny   \n",
       "4         shit hear might true might faker bitch told   \n",
       "5   shit blows meclaim faithful somebody still fuc...   \n",
       "6          sit hate another bitch got much shit going   \n",
       "7               cause tired big bitches coming skinny   \n",
       "8                  amp might get bitch back amp thats   \n",
       "9               hobbies include fighting mariam bitch   \n",
       "10  keeks bitch curves everyone lol walked convers...   \n",
       "11                         murda gang bitch gang land   \n",
       "12                              hoes smoke losers yea   \n",
       "13                             bad bitches thing like   \n",
       "14                                          bitch get   \n",
       "15                                   bitch nigga miss   \n",
       "16                                 bitch plz whatever   \n",
       "17                                         bitch love   \n",
       "18                           bitches get cut everyday   \n",
       "19                         black bottle amp bad bitch   \n",
       "20                      broke bitch cant tell nothing   \n",
       "21                             cancel bitch like nino   \n",
       "22                          cant see hoes wont change   \n",
       "23  fuck bitch dont even suck dick kermit videos b...   \n",
       "24               got bitch tip toeing hardwood floors   \n",
       "25                       pussy lips like heaven doors   \n",
       "26                                        hoe hitting   \n",
       "27                    met pussy ocean gave pussy pill   \n",
       "28                    need trippy bitch fuck hennessy   \n",
       "29                    spend money want bitch business   \n",
       "\n",
       "                                clean_tweet_tokenized  \\\n",
       "0   [woman, shouldnt, complain, clean, hous, amp, ...   \n",
       "1   [boy, dat, coldtyga, dwn, bad, cuffin, dat, ho...   \n",
       "2   [dawg, ever, fuck, bitch, start, cri, confus, ...   \n",
       "3                                [look, like, tranni]   \n",
       "4   [shit, hear, might, true, might, faker, bitch,...   \n",
       "5   [shit, blow, meclaim, faith, somebodi, still, ...   \n",
       "6      [sit, hate, anoth, bitch, got, much, shit, go]   \n",
       "7              [caus, tire, big, bitch, come, skinni]   \n",
       "8           [amp, might, get, bitch, back, amp, that]   \n",
       "9               [hobbi, includ, fight, mariam, bitch]   \n",
       "10  [keek, bitch, curv, everyon, lol, walk, conver...   \n",
       "11                   [murda, gang, bitch, gang, land]   \n",
       "12                           [hoe, smoke, loser, yea]   \n",
       "13                          [bad, bitch, thing, like]   \n",
       "14                                       [bitch, get]   \n",
       "15                               [bitch, nigga, miss]   \n",
       "16                               [bitch, plz, whatev]   \n",
       "17                                      [bitch, love]   \n",
       "18                        [bitch, get, cut, everyday]   \n",
       "19                    [black, bottl, amp, bad, bitch]   \n",
       "20                   [broke, bitch, cant, tell, noth]   \n",
       "21                        [cancel, bitch, like, nino]   \n",
       "22                      [cant, see, hoe, wont, chang]   \n",
       "23  [fuck, bitch, dont, even, suck, dick, kermit, ...   \n",
       "24            [got, bitch, tip, toe, hardwood, floor]   \n",
       "25                   [pussi, lip, like, heaven, door]   \n",
       "26                                         [hoe, hit]   \n",
       "27             [met, pussi, ocean, gave, pussi, pill]   \n",
       "28              [need, trippi, bitch, fuck, hennessi]   \n",
       "29                  [spend, money, want, bitch, busi]   \n",
       "\n",
       "                              clean_tweet_detokenized  \n",
       "0   w o m a n   s h o u l d n t   c o m p l a i n ...  \n",
       "1   b o y   d a t s   c o l d t y g a   d w n   b ...  \n",
       "2   d a w g   e v e r   f u c k   b i t c h   s t ...  \n",
       "3                     l o o k   l i k e   t r a n n y  \n",
       "4   s h i t   h e a r   m i g h t   t r u e   m i ...  \n",
       "5   s h i t   b l o w s   m e c l a i m   f a i t ...  \n",
       "6   s i t   h a t e   a n o t h e r   b i t c h   ...  \n",
       "7   c a u s e   t i r e d   b i g   b i t c h e s ...  \n",
       "8   a m p   m i g h t   g e t   b i t c h   b a c ...  \n",
       "9   h o b b i e s   i n c l u d e   f i g h t i n ...  \n",
       "10  k e e k s   b i t c h   c u r v e s   e v e r ...  \n",
       "11  m u r d a   g a n g   b i t c h   g a n g   l ...  \n",
       "12          h o e s   s m o k e   l o s e r s   y e a  \n",
       "13        b a d   b i t c h e s   t h i n g   l i k e  \n",
       "14                                  b i t c h   g e t  \n",
       "15                    b i t c h   n i g g a   m i s s  \n",
       "16                b i t c h   p l z   w h a t e v e r  \n",
       "17                                b i t c h   l o v e  \n",
       "18    b i t c h e s   g e t   c u t   e v e r y d a y  \n",
       "19  b l a c k   b o t t l e   a m p   b a d   b i ...  \n",
       "20  b r o k e   b i t c h   c a n t   t e l l   n ...  \n",
       "21        c a n c e l   b i t c h   l i k e   n i n o  \n",
       "22  c a n t   s e e   h o e s   w o n t   c h a n g e  \n",
       "23  f u c k   b i t c h   d o n t   e v e n   s u ...  \n",
       "24  g o t   b i t c h   t i p   t o e i n g   h a ...  \n",
       "25  p u s s y   l i p s   l i k e   h e a v e n   ...  \n",
       "26                              h o e   h i t t i n g  \n",
       "27  m e t   p u s s y   o c e a n   g a v e   p u ...  \n",
       "28  n e e d   t r i p p y   b i t c h   f u c k   ...  \n",
       "29  s p e n d   m o n e y   w a n t   b i t c h   ...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8add5238",
   "metadata": {},
   "source": [
    "## Finding Hashtags on Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1af999f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def hash_tags(text):\n",
    "    return text.apply(lambda x: re.findall(r\"(#[A-Za-z]+[A-Za-z0-9-_]+)\", str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "31d7bd24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                       []\n",
       "1                                                       []\n",
       "2                                                       []\n",
       "3                                                       []\n",
       "4                                                       []\n",
       "                               ...                        \n",
       "30336                                        [#ShameOnICC]\n",
       "30337                                   [#TrumpIsATraitor]\n",
       "30338                                        [#ShameOnICC]\n",
       "30339                                        [#ShameOnICC]\n",
       "30340    [#Muslim, #Rapist, #innocent, #Girls, #Idiots,...\n",
       "Name: tweet, Length: 30277, dtype: object"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hashtag = hash_tags(df[\"tweet\"])\n",
    "df_hashtag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "afc1475f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hashtags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30336</th>\n",
       "      <td>[#ShameOnICC]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30337</th>\n",
       "      <td>[#TrumpIsATraitor]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30338</th>\n",
       "      <td>[#ShameOnICC]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30339</th>\n",
       "      <td>[#ShameOnICC]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30340</th>\n",
       "      <td>[#Muslim, #Rapist, #innocent, #Girls, #Idiots,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30277 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                hashtags\n",
       "0                                                     []\n",
       "1                                                     []\n",
       "2                                                     []\n",
       "3                                                     []\n",
       "4                                                     []\n",
       "...                                                  ...\n",
       "30336                                      [#ShameOnICC]\n",
       "30337                                 [#TrumpIsATraitor]\n",
       "30338                                      [#ShameOnICC]\n",
       "30339                                      [#ShameOnICC]\n",
       "30340  [#Muslim, #Rapist, #innocent, #Girls, #Idiots,...\n",
       "\n",
       "[30277 rows x 1 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hashtag = pd.DataFrame(df_hashtag)\n",
    "df_hashtag = df_hashtag.rename(columns={\"tweet\": \"hashtags\"})\n",
    "df_hashtag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "381d4d0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['#Shots'],\n",
       " ['#SevenOne'],\n",
       " ['#HappyHumpDay'],\n",
       " ['#ahmesehwetness'],\n",
       " ['#Eaglesnation', '#Eagles'],\n",
       " ['#EarlyChristmas'],\n",
       " ['#StopWhitePeople2014'],\n",
       " ['#CowboysNation'],\n",
       " ['#TehGodClan'],\n",
       " ['#Yankees'],\n",
       " ['#FreeMoneyMelle'],\n",
       " ['#oomf'],\n",
       " ['#scally', '#chav', '#sockfetish', '#stinking'],\n",
       " ['#fixed'],\n",
       " ['#KingOfTheHill'],\n",
       " ['#UCFPINKPARTY', '#ComeAtMeUT'],\n",
       " ['#bum'],\n",
       " ['#Climate'],\n",
       " ['#WutKinda'],\n",
       " ['#hoesaintloyal'],\n",
       " ['#real'],\n",
       " ['#Pisces'],\n",
       " ['#NewSATQuestions'],\n",
       " ['#GerrysHalloweenParty'],\n",
       " ['#MTVHottest'],\n",
       " ['#Yankees', '#RALLYCAP'],\n",
       " ['#redneck'],\n",
       " ['#ProtectTheAnimals'],\n",
       " ['#Damn', '#GodProtectsHisAngels'],\n",
       " ['#blondeproblems'],\n",
       " ['#scally', '#sneakersex', '#sockfetish', '#sniff', '#trainersex'],\n",
       " ['#History', '#Photography'],\n",
       " ['#WWYD'],\n",
       " ['#frenchscally'],\n",
       " ['#YoureNotMyType'],\n",
       " ['#chav'],\n",
       " ['#shitmybosssays'],\n",
       " ['#shitallysays'],\n",
       " ['#FreshRhymes', '#JerkSquad', '#SlowStir'],\n",
       " ['#JT2020Tour'],\n",
       " ['#beforeiselfdestruct'],\n",
       " ['#ThankYouPaulForConfirmingLarry'],\n",
       " ['#NottingHill'],\n",
       " ['#RIPTALLT'],\n",
       " ['#Tupac', '#smile', '#remix'],\n",
       " ['#afterearth'],\n",
       " ['#SNL'],\n",
       " ['#hoes'],\n",
       " ['#ShitFahdSays'],\n",
       " ['#redskins', '#NFL', '#concussion', '#jokes'],\n",
       " ['#fuckgm'],\n",
       " ['#Snoop', '#Justin', '#BETAwards'],\n",
       " ['#AZmonsoon', '#Tcot', '#teaparty', '#azflooding'],\n",
       " ['#AlexFromTarget', '#ChrisFromWalmart'],\n",
       " ['#AlexFromTarget'],\n",
       " ['#AnnCoulter', '#Obama', '#Syria', '#cunt'],\n",
       " ['#AsAGiraffes'],\n",
       " ['#AskDems'],\n",
       " ['#BOB'],\n",
       " ['#BREAKING'],\n",
       " ['#BangBangBirdGang'],\n",
       " ['#Bartending', '#bartender'],\n",
       " ['#BestSongToHaveSexTo', '#bangbang'],\n",
       " ['#BigBird'],\n",
       " ['#BitchSlapThursdays'],\n",
       " ['#BlessJesus'],\n",
       " ['#BlessJesus'],\n",
       " ['#BlessJesus', '#Crown'],\n",
       " ['#BlessJesusAir'],\n",
       " ['#BlessJesusLove', '#Strong'],\n",
       " ['#Bout2GoCrazy', '#AintNoLevelz2DisShit'],\n",
       " ['#BurnNotice'],\n",
       " ['#California'],\n",
       " ['#California', '#Oklahoma'],\n",
       " ['#CelebrityLeakedPhotos', '#NSA', '#muslim', '#bitches'],\n",
       " ['#ChristianBale', '#Moses', '#retarded', '#ass', '#actor', '#faggot'],\n",
       " ['#CommonQuestionIGet'],\n",
       " ['#Cowboys', '#Cowboysnation'],\n",
       " ['#Crack'],\n",
       " ['#DTLA'],\n",
       " ['#DUH'],\n",
       " ['#DearFeministMen'],\n",
       " ['#DegenerateArtist', '#Allahs', '#retard', '#crest'],\n",
       " ['#DegenerateArtist'],\n",
       " ['#DegenerateArtist'],\n",
       " ['#DegenerateArtist'],\n",
       " ['#DegenerateArtist', '#climatechange'],\n",
       " ['#DerekJeter', '#Yankees', '#FirstBallot', '#Unanimous'],\n",
       " ['#Dutch'],\n",
       " ['#Dutch', '#NewYorkCity'],\n",
       " ['#EarlyBird',\n",
       "  '#early',\n",
       "  '#morning',\n",
       "  '#sunrise',\n",
       "  '#dawn',\n",
       "  '#bird',\n",
       "  '#thebird',\n",
       "  '#jerryreed'],\n",
       " ['#Ebola'],\n",
       " ['#Ebola', '#GOP', '#teaparty', '#Tcot', '#teabaggers'],\n",
       " ['#ExplainAnAnimePlotBadly'],\n",
       " ['#FACT'],\n",
       " ['#Fact', '#ijs', '#wontgetme'],\n",
       " ['#FemaleLogic'],\n",
       " ['#FireCashman', '#Yankees'],\n",
       " ['#FreeElChapo'],\n",
       " ['#FreeballoutPartyPart3'],\n",
       " ['#FreshmanAdvice'],\n",
       " ['#Glory'],\n",
       " ['#HOLIDAYSEASONLIVE'],\n",
       " ['#HappyColumbusDay', '#America', '#KarlMarx', '#colonialism', '#injuns'],\n",
       " ['#HappyColumbusDay', '#PETA', '#buffalo', '#injuns'],\n",
       " ['#Havok', '#TNA'],\n",
       " ['#HellYeah', '#No'],\n",
       " ['#HelloBrookland'],\n",
       " ['#HolySpirit'],\n",
       " ['#HonestyHour'],\n",
       " ['#IDontHaveTimeFor'],\n",
       " ['#IHopeSomeday'],\n",
       " ['#IStandWithRand', '#TeaParty'],\n",
       " ['#IU', '#college', '#hoosiernation', '#hoosiers'],\n",
       " ['#IU', '#hoosiers'],\n",
       " ['#IfThePurgeWasReal'],\n",
       " ['#IfWeDate'],\n",
       " ['#InMiddleSchool'],\n",
       " ['#IndigenousPeoplesDay', '#redskins', '#queens', '#sofunny'],\n",
       " ['#IndigenousPeoplesDay', '#liberals'],\n",
       " ['#Iowa'],\n",
       " ['#Iraq', '#ISIS'],\n",
       " ['#JesusChrist', '#faggots', '#PERIOD', '#SonOfGod'],\n",
       " ['#KanyeShrug'],\n",
       " ['#Lingo'],\n",
       " ['#MentionADislike'],\n",
       " ['#MessageToMyFutureSpouse'],\n",
       " ['#Minnesota'],\n",
       " ['#MyUnpopularOpinion'],\n",
       " ['#NL'],\n",
       " ['#NP'],\n",
       " ['#NationalCatDay', '#climatechange', '#commies'],\n",
       " ['#Natitude', '#lol', '#wiggers'],\n",
       " ['#NowPlaying'],\n",
       " ['#NowPlaying'],\n",
       " ['#NowPlaying'],\n",
       " ['#NowPlaying'],\n",
       " ['#OOMEF'],\n",
       " ['#OnlyInAMichaelMyersMovie'],\n",
       " ['#PDPLive'],\n",
       " ['#PacerNation', '#iubb', '#NBA', '#Pacers', '#indiana', '#hoosiers'],\n",
       " ['#PeopleToAvoid'],\n",
       " ['#PeopleWhoMadeMy2013'],\n",
       " ['#QTNA'],\n",
       " ['#QuestionIAskMySelf'],\n",
       " ['#RadioFreeNorthwest'],\n",
       " ['#RayRice', '#JustSaying'],\n",
       " ['#RayRice', '#NoExcuses'],\n",
       " ['#ReasonsWeCantBeTogether'],\n",
       " ['#ReasonsWhyWeDontGetAlong'],\n",
       " ['#RebelScience', '#whaddup', '#clouds', '#windturbines'],\n",
       " ['#RebelScience', '#faggot', '#rome'],\n",
       " ['#RedSox', '#Orioles', '#Yankees'],\n",
       " ['#Remake', '#granny', '#TeamIgnat', '#HoodComedy'],\n",
       " ['#Royals', '#Yankees'],\n",
       " ['#Royals'],\n",
       " ['#RuinAComedian'],\n",
       " ['#RuinADessert', '#Obama'],\n",
       " ['#Shoutout'],\n",
       " ['#Shoutout', '#Exit47', '#Salute'],\n",
       " ['#Shoutout', '#MackTown'],\n",
       " ['#Shoutout', '#RealNiccaSalute'],\n",
       " ['#SignsOfCockBlockin', '#FuckNiggahs'],\n",
       " ['#Skating'],\n",
       " ['#SlightlyAdjusted'],\n",
       " ['#SomethingIGetAlot'],\n",
       " ['#SouthCarolina'],\n",
       " ['#SplashGang'],\n",
       " ['#StopWhitePeople'],\n",
       " ['#TBT'],\n",
       " ['#THEBOONDOCKS'],\n",
       " ['#TRUTH', '#Scandal'],\n",
       " ['#That'],\n",
       " ['#That'],\n",
       " ['#That'],\n",
       " ['#ThatFuckMeMoment'],\n",
       " ['#TheMostAnnoyingThingsInLife'],\n",
       " ['#ThingsIWillTeachMyChild'],\n",
       " ['#ThingsNotToDoOnAFirstDate'],\n",
       " ['#TjohnGang'],\n",
       " ['#ToMyFutureSon'],\n",
       " ['#TrayvonMartin'],\n",
       " ['#TweetLikePontiacHolmes'],\n",
       " ['#TweetLikeYourBestfriend'],\n",
       " ['#UMightNotGetIn', '#BeerandTacOS', '#WeTheLastOnesLeft'],\n",
       " ['#VinitaHegwood', '#tcot'],\n",
       " ['#Virginia'],\n",
       " ['#WeAreRepublicNotRegime', '#POTUS', '#ImpeachObama'],\n",
       " ['#WestVirginia'],\n",
       " ['#WhatImCraving'],\n",
       " ['#WhatWouldYouChangeAboutYourPast'],\n",
       " ['#WhyIHateInstagram'],\n",
       " ['#WorldSeriesGame3', '#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees', '#FireCashman'],\n",
       " ['#Yankees', '#Jeter'],\n",
       " ['#Yankees', '#SEC'],\n",
       " ['#Yankees', '#Astros'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees', '#MLB'],\n",
       " ['#Yankees', '#rays', '#mlb'],\n",
       " ['#YesWeDid', '#windturbines'],\n",
       " ['#YesWeDid', '#Egypt', '#cattle', '#prod', '#vote'],\n",
       " ['#YouWillNotBeTakenSeriouslyIf', '#KedollarSignHa'],\n",
       " ['#agreed'],\n",
       " ['#anywere'],\n",
       " ['#bad', '#ass', '#local', '#bitches'],\n",
       " ['#boom'],\n",
       " ['#bslfe', '#PullUp'],\n",
       " ['#creamteam', '#cockbreath'],\n",
       " ['#drunk', '#trash', '#trashed', '#wasted'],\n",
       " ['#faggots', '#jesuschrist', '#gaymarriage', '#Pharaoh'],\n",
       " ['#faggots', '#scientific', '#cancer'],\n",
       " ['#firefighter'],\n",
       " ['#foxnews', '#teabaggers'],\n",
       " ['#gouache',\n",
       "  '#inktober',\n",
       "  '#oldpainting',\n",
       "  '#mt',\n",
       "  '#tiki',\n",
       "  '#wahine',\n",
       "  '#surf',\n",
       "  '#monkey',\n",
       "  '#bright',\n",
       "  '#happysunday',\n",
       "  '#peace'],\n",
       " ['#honestyhour'],\n",
       " ['#honeybadger'],\n",
       " ['#hoosier', '#NBA', '#iubb'],\n",
       " ['#illNeverUnderstandWhy'],\n",
       " ['#inktober', '#twentysix', '#gouache', '#mt'],\n",
       " ['#inners', '#Yankees'],\n",
       " ['#iubb',\n",
       "  '#Indiana',\n",
       "  '#IU',\n",
       "  '#ncaa',\n",
       "  '#hoosierdaddy',\n",
       "  '#HoosierNation',\n",
       "  '#hoosiers'],\n",
       " ['#klokus'],\n",
       " ['#longhair', '#gayboyproblems', '#bitch', '#champ'],\n",
       " ['#metal'],\n",
       " ['#milesthompson', '#goauche', '#wetback', '#ca'],\n",
       " ['#morningjoe'],\n",
       " ['#mt',\n",
       "  '#commission',\n",
       "  '#gouache',\n",
       "  '#tiki',\n",
       "  '#wahine',\n",
       "  '#monkey',\n",
       "  '#tubed',\n",
       "  '#surfing',\n",
       "  '#wavesliding',\n",
       "  '#waterwalker',\n",
       "  '#notkook'],\n",
       " ['#mt', '#goauche', '#monkey', '#oldpainting', '#vinyl', '#jazz', '#lounge'],\n",
       " ['#mt', '#gouache', '#monkey', '#tiki'],\n",
       " ['#nationaldoughnutday'],\n",
       " ['#nowplaying'],\n",
       " ['#np'],\n",
       " ['#oomf'],\n",
       " ['#pause'],\n",
       " ['#philhughes', '#nyy'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Anal'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Anal'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Anal'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Anal'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#BBW'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Babe'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Beach'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#BigTits'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Close'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#CloseUp'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#CloseUp'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#CloseUp'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#CloseUp'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#CreamPie'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Desi'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Desi'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Desi'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Ebony'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Erotic'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Facial'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Fisting'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Fisting'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Fisting'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Hairy'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Hairy'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Hairy'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Hairy'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#HandJob'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#HiddenCams'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#HiddenCams'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#HomeMade'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#HomeMade'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Italian'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Japanese'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Japanese'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Korean'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Latina'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Latina'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Latina'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Lesbian'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Lingerie'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Masturbation'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#OldYoung'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#OldYoung'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#SmallTits'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#Teen'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#XXX'],\n",
       " ['#porn', '#android', '#iphone', '#ipad', '#sex', '#xxx', '#XXX'],\n",
       " ['#portlandia', '#putabirdonit'],\n",
       " ['#real'],\n",
       " ['#realtalk'],\n",
       " ['#redneck', '#johndeere', '#america'],\n",
       " ['#rejectedpeanutsspecials'],\n",
       " ['#southcarolina', '#teabaggers', '#morningjoe'],\n",
       " ['#stateoftheunion'],\n",
       " ['#tbt'],\n",
       " ['#tbt'],\n",
       " ['#tbt'],\n",
       " ['#tbt'],\n",
       " ['#teabagger', '#SLAVERY'],\n",
       " ['#throwback'],\n",
       " ['#tikiti'],\n",
       " ['#truefriendtuesday'],\n",
       " ['#tweetlikelexi'],\n",
       " ['#ultimatepickupline'],\n",
       " ['#uppers'],\n",
       " ['#vegas', '#bitch'],\n",
       " ['#wallofthewasatch'],\n",
       " ['#wcw'],\n",
       " ['#wcw'],\n",
       " ['#wrongfilmquotes'],\n",
       " ['#xfactorau'],\n",
       " ['#youaremoreattractive'],\n",
       " ['#GuiltyPleasure'],\n",
       " ['#ButThatsNoneOfMyBusiness'],\n",
       " ['#howDhow'],\n",
       " ['#WEDEMGIRLZ'],\n",
       " ['#yep', '#donttryme', '#bitch', '#bitchmode', '#testme', '#Truth', '#trust'],\n",
       " ['#ACTRIST'],\n",
       " ['#IDGT'],\n",
       " ['#wcw'],\n",
       " ['#tcot'],\n",
       " ['#mtlhockey'],\n",
       " ['#Yankees'],\n",
       " ['#idiotic'],\n",
       " ['#yee'],\n",
       " ['#BeatTheHabs', '#NYR', '#pussy'],\n",
       " ['#Boston'],\n",
       " ['#lezzzbehonest'],\n",
       " ['#WatchLikeaKing', '#WatchLikeaKing'],\n",
       " ['#SelectionSunday', '#WatchLikeaKing'],\n",
       " ['#JoeTorreDay'],\n",
       " ['#chevy', '#redneck'],\n",
       " ['#js', '#DoU'],\n",
       " ['#Top10QBs'],\n",
       " ['#AttackofTitan'],\n",
       " ['#dead'],\n",
       " ['#punny'],\n",
       " ['#MLB'],\n",
       " ['#sweg'],\n",
       " ['#TeamWhiteGirls', '#SwirlTheWorld'],\n",
       " ['#vermontproblems'],\n",
       " ['#Yankees', '#MLB'],\n",
       " ['#Drakelistener'],\n",
       " ['#MattieTrumpsTipsForABetterLife'],\n",
       " ['#respect'],\n",
       " ['#dope'],\n",
       " ['#yellow'],\n",
       " ['#believethat', '#CANTKNOCKTHAHUSSLE'],\n",
       " ['#ImAddictedTo'],\n",
       " ['#blackgirls', '#jealousy'],\n",
       " ['#Mondays'],\n",
       " ['#witchcraft'],\n",
       " ['#College'],\n",
       " ['#WhereTheyAtDoe'],\n",
       " ['#TrueDetective'],\n",
       " ['#redneck'],\n",
       " ['#oomf'],\n",
       " ['#HookEm'],\n",
       " ['#WCW'],\n",
       " ['#SingleBecause'],\n",
       " ['#Yankees'],\n",
       " ['#Yankees'],\n",
       " ['#BucketsProverbs'],\n",
       " ['#drinker'],\n",
       " ['#wishfulthinking'],\n",
       " ['#turnup'],\n",
       " ['#facts'],\n",
       " ['#StundentPainters'],\n",
       " ['#CHUCKSTRONG', '#GoldSwagger', '#hoosiers'],\n",
       " ['#Drinkbreak'],\n",
       " ['#fandomapology'],\n",
       " ['#shutupandplay'],\n",
       " ['#hoes'],\n",
       " ['#IfTheyGunnedMeDown'],\n",
       " ['#FuckiPhones'],\n",
       " ['#StopIt'],\n",
       " ['#RealTalk'],\n",
       " ['#JustSaying', '#slapAbitch'],\n",
       " ['#boon'],\n",
       " ['#bestadvice'],\n",
       " ['#vote5sos'],\n",
       " ['#faggot', '#Respect'],\n",
       " ['#comeout'],\n",
       " ['#pussy'],\n",
       " ['#potato'],\n",
       " ['#MommyMonday'],\n",
       " ['#ItsFallBecause'],\n",
       " ['#wcw'],\n",
       " ['#FatTrel'],\n",
       " ['#RNS'],\n",
       " ['#ratchet'],\n",
       " ['#orange', '#bubblegum', '#Giants'],\n",
       " ['#Obama', '#Whitish', '#racist', '#Blackish'],\n",
       " ['#VCCamelRaces'],\n",
       " ['#Scandal'],\n",
       " ['#micdrop'],\n",
       " ['#Loaded'],\n",
       " ['#Ferguson'],\n",
       " ['#Yankees', '#Braves'],\n",
       " ['#iubb',\n",
       "  '#bloomington',\n",
       "  '#btown',\n",
       "  '#ncaa',\n",
       "  '#basketball',\n",
       "  '#college',\n",
       "  '#Indiana',\n",
       "  '#iu',\n",
       "  '#hoosiers'],\n",
       " ['#funnyguy'],\n",
       " ['#swag'],\n",
       " ['#neverlovingsomeoneagain', '#dontneedanyone'],\n",
       " ['#hoes'],\n",
       " ['#crazycats'],\n",
       " ['#DonnyDinero'],\n",
       " ['#Ferguson'],\n",
       " ['#heeb'],\n",
       " ['#BlessJesus', '#Felt'],\n",
       " ['#BooksOfGodWidom'],\n",
       " ['#HolySpirit', '#Secrets', '#Jesus'],\n",
       " ['#Jesus', '#bird', '#Initiating'],\n",
       " ['#vote5sos'],\n",
       " ['#MomsDemand', '#gunsense'],\n",
       " ['#facts'],\n",
       " ['#untrue'],\n",
       " ['#illmissu'],\n",
       " ['#teabaggers'],\n",
       " ['#don'],\n",
       " ['#Blocked'],\n",
       " ['#Jeesh'],\n",
       " ['#CredibilityShot', '#FergusonRiot', '#Justice4MikeBrown'],\n",
       " ['#butthurt'],\n",
       " ['#rangers'],\n",
       " ['#winning'],\n",
       " ['#gladbagflow'],\n",
       " ['#Elite8', '#Orange', '#Sweet16', '#collegehoops', '#hoosiers'],\n",
       " ['#loveit'],\n",
       " ['#MosaGang'],\n",
       " ['#wtfiswrongwithnebraska'],\n",
       " ['#BullsNation', '#love'],\n",
       " ['#BullsTalk'],\n",
       " ['#hesgay'],\n",
       " ['#WEDAOPPS', '#FUKEMWEBALL'],\n",
       " ['#cajuncharm'],\n",
       " ['#dancerproblems'],\n",
       " ['#askim5'],\n",
       " ['#WouldMakeALottaSense'],\n",
       " ['#whitetears', '#lessonoftheday'],\n",
       " ['#roadrunnin'],\n",
       " ['#ISIS'],\n",
       " ['#virgin'],\n",
       " ['#AlwaysOnWatch', '#GlobalForceForGood'],\n",
       " ['#UTcoach'],\n",
       " ['#faggot'],\n",
       " ['#LORDWILLIN'],\n",
       " ['#NoHomo'],\n",
       " ['#wib'],\n",
       " ['#evolved'],\n",
       " ['#PissinInDaBedAssBoy'],\n",
       " ['#Ferguson'],\n",
       " ['#hick'],\n",
       " ['#dummies'],\n",
       " ['#heeb'],\n",
       " ['#BlessJesus', '#DifferentLevels'],\n",
       " ['#niggerfood', '#niggerperson', '#you', '#are', '#nigger'],\n",
       " ['#thong', '#squirt', '#geyser'],\n",
       " ['#shady'],\n",
       " ['#NoPedo'],\n",
       " ['#TwitterHoney'],\n",
       " ['#askkevin'],\n",
       " ['#Pantiedropin'],\n",
       " ['#R4aperSec'],\n",
       " ['#Savages'],\n",
       " ['#freelikeabird'],\n",
       " ['#MOAR'],\n",
       " ['#salute'],\n",
       " ['#represent'],\n",
       " ['#SorryNotSorry'],\n",
       " ['#selfiesONselfies'],\n",
       " ['#teabagger', '#benghazi'],\n",
       " ['#muslims'],\n",
       " ['#Election2014', '#tcot', '#gop', '#teaparty', '#p2'],\n",
       " ['#priorities'],\n",
       " ['#missingtheaussies'],\n",
       " ['#Sequester'],\n",
       " ['#NationalChamps'],\n",
       " ['#lookatathehood'],\n",
       " ['#nature', '#biology'],\n",
       " ['#EarthDayNOAA'],\n",
       " ['#swaagg'],\n",
       " ['#shhh'],\n",
       " ['#African', '#blackish', '#redskins', '#doublestandard'],\n",
       " ['#bitch'],\n",
       " ['#Crenshaw'],\n",
       " ['#pinoccio'],\n",
       " ['#spamblocked'],\n",
       " ['#candyass'],\n",
       " ['#injuns', '#redskins', '#politics', '#alcoholism', '#WashingtonDC'],\n",
       " ['#strawberries'],\n",
       " ['#shrimp', '#shorty', '#midget', '#dwarf', '#infant', '#jk'],\n",
       " ['#beat', '#that', '#bitch'],\n",
       " ['#fag', '#bowbow'],\n",
       " ['#notPC'],\n",
       " ['#linkup'],\n",
       " ['#slavery', '#hate', '#racism'],\n",
       " ['#FallingInTheDraft'],\n",
       " ['#cunt'],\n",
       " ['#fazeisgay'],\n",
       " ['#Pinhead', '#JohnGalt', '#faggot', '#gay'],\n",
       " ['#dunce'],\n",
       " ['#standtall'],\n",
       " ['#sentimental'],\n",
       " ['#damian'],\n",
       " ['#Cali'],\n",
       " ['#HairyChestsDoee'],\n",
       " ['#dumb'],\n",
       " ['#dumbass'],\n",
       " ['#idiot'],\n",
       " ['#thedumbestteabagger'],\n",
       " ['#stockmantheliar'],\n",
       " ['#lol'],\n",
       " ['#ignorance'],\n",
       " ['#yellow'],\n",
       " ['#AllezWiggo', '#VroomFroome', '#GoCav', '#TDF12'],\n",
       " ['#TruthBeTold'],\n",
       " ['#UglyAss'],\n",
       " ['#thinkingofyou', '#dirtylove'],\n",
       " ['#smart'],\n",
       " ['#live', '#pulledpork', '#clams', '#babyjesus', '#lilsmokey'],\n",
       " ['#mywife'],\n",
       " ['#herkfacts'],\n",
       " ['#QualityWords'],\n",
       " ['#ned', '#WorldCup2014'],\n",
       " ['#zing'],\n",
       " ['#TeamGoku'],\n",
       " ['#eh'],\n",
       " ['#IU', '#iubb', '#hoosiers', '#creanandcrimson'],\n",
       " ['#thuglife'],\n",
       " ['#okiecops'],\n",
       " ['#Team', '#Getchoassoutdatcloset'],\n",
       " ['#Fact'],\n",
       " ['#teabagger'],\n",
       " ['#ohshitnigga'],\n",
       " ['#FireCashman'],\n",
       " ['#Braves'],\n",
       " ['#nyy'],\n",
       " ['#trappin', '#guala', '#Salute', '#SeenItAll', '#SeenItAllTheAutobiography'],\n",
       " ['#yeet'],\n",
       " ['#justsayin'],\n",
       " ['#you', '#are', '#retarded'],\n",
       " ['#pussy'],\n",
       " ['#racist', '#trash', '#thugs', '#Ferguson', '#fergusonriot'],\n",
       " ['#corruptAmerica'],\n",
       " ['#DigVijaySingh'],\n",
       " ['#WeAreRepublicNotRegime', '#ImpeachObama'],\n",
       " ['#thestrugle'],\n",
       " ['#fag'],\n",
       " ['#lesbian', '#jk', '#jkbridgeturstraight', '#fag'],\n",
       " ['#teabagger'],\n",
       " ['#teabagger'],\n",
       " ['#BIG'],\n",
       " ['#BeamThat'],\n",
       " ['#uber'],\n",
       " ['#muscles'],\n",
       " ['#I70Shutdown'],\n",
       " ['#icanhashtaghoweveriwant', '#bitch'],\n",
       " ['#VCCamelRaces'],\n",
       " ['#imustbestupid'],\n",
       " ['#niggasuprized'],\n",
       " ['#goSox', '#goPats'],\n",
       " ['#MikeBrown'],\n",
       " ['#HalftimeSpeech'],\n",
       " ['#live', '#thuglife'],\n",
       " ['#teabagger'],\n",
       " ['#NFL'],\n",
       " ['#frankensteinMD', '#kikme'],\n",
       " ['#facts'],\n",
       " ['#trash'],\n",
       " ['#teabag'],\n",
       " ['#hoe'],\n",
       " ['#Allah'],\n",
       " ['#teabagger'],\n",
       " ['#teabagger'],\n",
       " ['#spiritweek'],\n",
       " ['#BundyRanch'],\n",
       " ['#pussy'],\n",
       " ['#pussy'],\n",
       " ['#coons'],\n",
       " ['#bowbow'],\n",
       " ['#tcot', '#teabaggers'],\n",
       " ['#Simple'],\n",
       " ['#turnup'],\n",
       " ['#gatsby', '#l00py'],\n",
       " ['#nfl'],\n",
       " ['#BuyFoodLittleGuy'],\n",
       " ['#kkk', '#cunt', '#tcot', '#frc', '#p2', '#foxnews'],\n",
       " ['#bitch'],\n",
       " ['#pumprules'],\n",
       " ['#nicetry'],\n",
       " ['#GottaGetThe30'],\n",
       " ['#BetDat'],\n",
       " ['#TNGSeason4Finale'],\n",
       " ['#pr20chat'],\n",
       " ['#StB'],\n",
       " ['#nigorprobz'],\n",
       " ['#narcissistic'],\n",
       " ['#pffttt'],\n",
       " ['#morningjoe'],\n",
       " ['#TheEditors', '#Vinyl', '#MusicMatters'],\n",
       " ['#squaaaaad'],\n",
       " ['#puss'],\n",
       " ['#SoCalledLeader'],\n",
       " ['#AssholeOfTheYear'],\n",
       " ['#tbt'],\n",
       " ['#youCANsitwithus'],\n",
       " ['#NudesAreMyLife'],\n",
       " ['#brokeass'],\n",
       " ['#FSU'],\n",
       " ['#Whites', '#Blackish', '#liberals', '#democrats'],\n",
       " ['#nhl'],\n",
       " ['#faggot'],\n",
       " ['#TheToddShow'],\n",
       " ['#plans'],\n",
       " ['#businessopportunity'],\n",
       " ['#libtard'],\n",
       " ['#ANNABELLE'],\n",
       " ['#Disfigure'],\n",
       " ['#Awk'],\n",
       " ['#LetsGetIt'],\n",
       " ['#breakherdown', '#war'],\n",
       " ['#Str8Up'],\n",
       " ['#Yankees'],\n",
       " ['#NorthKorea', '#Barack'],\n",
       " ['#bro',\n",
       "  '#pic',\n",
       "  '#brolic',\n",
       "  '#boyswhotakepicsinsuits',\n",
       "  '#tie',\n",
       "  '#swag',\n",
       "  '#hoes',\n",
       "  '#on',\n",
       "  '#us'],\n",
       " ['#kinky'],\n",
       " ['#joke', '#zebras'],\n",
       " ['#ouch'],\n",
       " ['#donefeedup', '#solo'],\n",
       " ['#FWM'],\n",
       " ['#WCW'],\n",
       " ['#racistaf'],\n",
       " ['#BePatient'],\n",
       " ['#DetroitNiccaInAtlantaProblems'],\n",
       " ['#Yankees'],\n",
       " ['#AHSFreakShow'],\n",
       " ['#TheMemorialTournament'],\n",
       " ['#DOYOURGOOGLES'],\n",
       " ['#Israel'],\n",
       " ['#Paris'],\n",
       " ['#Climate', '#Environment'],\n",
       " ['#greatwhite', '#okaysomaybeimlying', '#butiwasfishing'],\n",
       " ['#IndyCar', '#Honda200'],\n",
       " ['#dollywood'],\n",
       " ['#gay'],\n",
       " ['#annoying'],\n",
       " ['#Iraq', '#onslaught'],\n",
       " ['#teabagger', '#biggovernment', '#tcot', '#p2', '#teaparty'],\n",
       " ['#NationalComingOutDay'],\n",
       " ['#NorthwestImperative'],\n",
       " ['#spellingbee'],\n",
       " ['#diettime'],\n",
       " ['#ShowOfHands'],\n",
       " ['#foxnews', '#teabaggers', '#benghazi'],\n",
       " ['#Haters'],\n",
       " ['#teabagger', '#morningjoe'],\n",
       " ['#thirsty'],\n",
       " ['#Preach'],\n",
       " ['#YeaYouReadinDis'],\n",
       " ['#BetterLateThanNever'],\n",
       " ['#SwitchedAtBirth'],\n",
       " ['#GOP', '#ROMNEY'],\n",
       " ['#InHighSchool'],\n",
       " ['#BBLU', '#BBLU', '#SuedeLounge', '#RICHGIRLS'],\n",
       " ['#vote5sos', '#EMABiggestFans1D'],\n",
       " ['#SOTU'],\n",
       " ['#Yelp'],\n",
       " ['#bathing', '#design', '#weird', '#cool'],\n",
       " ['#Goodday'],\n",
       " ['#YesAllWomen'],\n",
       " ['#itakeshitfromnoone'],\n",
       " ['#redneck'],\n",
       " ['#ijs'],\n",
       " ['#GGL'],\n",
       " ['#proudmom'],\n",
       " ['#Marlins', '#Yankees', '#RedSox', '#MLB'],\n",
       " ['#stribpol', '#mnleg'],\n",
       " ['#FreeBoosie'],\n",
       " ['#insidejoke'],\n",
       " ['#mngop', '#stribpol', '#mnleg'],\n",
       " ['#hoosiers',\n",
       "  '#iubb',\n",
       "  '#big10',\n",
       "  '#pacers',\n",
       "  '#nba',\n",
       "  '#indiana',\n",
       "  '#hoosierstate',\n",
       "  '#paulgeorge',\n",
       "  '#codyzeller'],\n",
       " ['#biggie'],\n",
       " ['#Idaho', '#gay', '#tcot', '#teaparty', '#teabaggers', '#lgbt'],\n",
       " ['#DRO'],\n",
       " ['#iPhone6'],\n",
       " ['#ScandalABC'],\n",
       " ['#AlliterationTuesday', '#Damnismartallofasudden'],\n",
       " ['#LifeMade'],\n",
       " ['#VinylGasm', '#Re-Machined'],\n",
       " ['#Pollution'],\n",
       " ['#BellaTwins'],\n",
       " ['#PLM'],\n",
       " ['#stoplivingafuckinglie', '#hatredisincreasing'],\n",
       " ['#TrainVideo'],\n",
       " ['#Astros'],\n",
       " ['#YourWifeCantRead'],\n",
       " ['#American'],\n",
       " ['#broken'],\n",
       " ['#faggots', '#HoneyBooBoo', '#internet', '#Allah', '#IT', '#StephenKing'],\n",
       " ['#floridaprimary', '#TPOT', '#Election2014'],\n",
       " ['#INeedMyEigth'],\n",
       " ['#givingup'],\n",
       " ['#FixMyLife'],\n",
       " ['#Fact'],\n",
       " ['#NLCS', '#SFvsSTL'],\n",
       " ['#NoLineNoWait', '#MeetMeThere'],\n",
       " ['#cod', '#rice'],\n",
       " ['#sayfie'],\n",
       " ['#MNF'],\n",
       " ['#WhyDidIGoogle'],\n",
       " ['#IndyCar', '#MAVTV500'],\n",
       " ['#ouch'],\n",
       " ['#Scandal'],\n",
       " ['#trashy', '#sloots'],\n",
       " ['#lol', '#Cardinals'],\n",
       " ['#bestroommateever'],\n",
       " ['#FallSevens', '#DisTONGA', '#NiniWubbsMe', '#Rugby'],\n",
       " ['#Yankees'],\n",
       " ['#Giants', '#barrybonds', '#WorldSeriesGame6', '#faggots'],\n",
       " ['#lovehim'],\n",
       " ['#TUF'],\n",
       " ['#Gym', '#nosleep'],\n",
       " ['#cunts'],\n",
       " ['#felonsplease'],\n",
       " ['#HeIsMyBitch'],\n",
       " ['#Yankees', '#Ichiro'],\n",
       " ['#teabagger',\n",
       "  '#gay',\n",
       "  '#Wisconsin',\n",
       "  '#lgbt',\n",
       "  '#teaparty',\n",
       "  '#gaymarriage',\n",
       "  '#ssm'],\n",
       " ['#UNCLEtweet'],\n",
       " ['#bundy'],\n",
       " ['#excited'],\n",
       " ['#flourish'],\n",
       " ['#Tupac'],\n",
       " ['#Tragic'],\n",
       " ['#ISIS'],\n",
       " ['#EMABiggestFans1D'],\n",
       " ['#PimpChampaign'],\n",
       " ['#astros'],\n",
       " ['#vote5sos', '#EMABiggestFans1D'],\n",
       " ['#AOB'],\n",
       " ['#mybabyisallgrownup'],\n",
       " ['#ghetto'],\n",
       " ['#pussy', '#germany', '#wtf', '#funny', '#hornymen'],\n",
       " ['#RiseNGrind'],\n",
       " ['#GoGetIt'],\n",
       " ['#Bslfe', '#GoodMorning'],\n",
       " ['#cantStandUcunt'],\n",
       " ['#DC'],\n",
       " ['#Singlelife', '#bed', '#teddybear'],\n",
       " ['#foodie-ish'],\n",
       " ['#takendown'],\n",
       " ['#NoOneCares'],\n",
       " ['#Thesimpsons'],\n",
       " ['#LosAngeles'],\n",
       " ['#ThatsAFact'],\n",
       " ['#JayFacts'],\n",
       " ['#LosAngeles'],\n",
       " ['#LosAngeles'],\n",
       " ['#LosAngeles', '#LatinKings'],\n",
       " ['#LetsMakeItAwkward', '#JustMadeItAwkward'],\n",
       " ['#cuzzints'],\n",
       " ['#smalltownproblems', '#neversaiditwasabadthing', '#brooksndunn'],\n",
       " ['#canunot', '#fuckoff'],\n",
       " ['#strippers',\n",
       "  '#escorts',\n",
       "  '#artists',\n",
       "  '#hustlaz',\n",
       "  '#hittaz',\n",
       "  '#bitches',\n",
       "  '#niggas'],\n",
       " ['#homophobic', '#teabagger'],\n",
       " ['#MayweatherCotto'],\n",
       " ['#VBar', '#StMarksPlace', '#EastVillage', '#NYC', '#RichMahogany'],\n",
       " ['#TwitterLurking'],\n",
       " ['#tbt', '#wheresColman', '#everclear'],\n",
       " ['#tbt'],\n",
       " ['#flappybirdisruiningmylife'],\n",
       " ['#Yankees'],\n",
       " ['#pussy'],\n",
       " ['#fag'],\n",
       " ['#POTUS'],\n",
       " ['#EternallyGrateful'],\n",
       " ['#BB16'],\n",
       " ['#SB4', '#GANG'],\n",
       " ['#december8th'],\n",
       " ['#ISIS'],\n",
       " ['#themoreyouknow'],\n",
       " ['#Iraq'],\n",
       " ['#Bond_age_'],\n",
       " ['#UMightNotGetIn',\n",
       "  '#BeerandTacOS',\n",
       "  '#WeTheLastOnesLeft',\n",
       "  '#MilkTheCity',\n",
       "  '#RespectTheCulture'],\n",
       " ['#idgafmode'],\n",
       " ['#TWERKTAPE'],\n",
       " ['#EaglesNation', '#BleedGreen'],\n",
       " ['#TGIF'],\n",
       " ['#GotNoSet'],\n",
       " ['#BobCostas'],\n",
       " ['#FukNiccas'],\n",
       " ['#faggots', '#science', '#fancy', '#sin'],\n",
       " ['#WhereYallAtWitIt'],\n",
       " ['#grindr'],\n",
       " ['#Snowpiercer'],\n",
       " ['#NorthKorea', '#BarackObama'],\n",
       " ['#GoStampsGo84'],\n",
       " ['#hoes'],\n",
       " ['#Astros', '#Yankees'],\n",
       " ['#Astros', '#Yankees'],\n",
       " ['#dropkickkk'],\n",
       " ['#Sierra', '#skiers', '#deal', '#TravelNevada'],\n",
       " ['#VMAs'],\n",
       " ['#bitch'],\n",
       " ['#transformthursday', '#ladykimora', '#vegasqueens', '#vegasshowgirls'],\n",
       " ['#not'],\n",
       " ['#WVWX'],\n",
       " ['#turntup', '#webad', '#wepretty', '#gayvegas'],\n",
       " ['#wwc'],\n",
       " ['#Ferguson'],\n",
       " ['#ladykimora', '#sandiego'],\n",
       " ['#PostieTweet', '#ServiceMatters'],\n",
       " ['#GimmeABlackEmoji'],\n",
       " ['#RedSox', '#Yankees', '#mlb'],\n",
       " ['#NASCAR'],\n",
       " ['#whineytweet'],\n",
       " ['#ISIS', '#lnyhbt', '#tgdn'],\n",
       " ['#tcot', '#pjnet'],\n",
       " ['#tcot', '#pjnet'],\n",
       " ['#NorthKorea'],\n",
       " ['#thegoodlife'],\n",
       " ['#BillMaher', '#cocaine', '#Columbus', '#liberals', '#moron', '#retards'],\n",
       " ['#weavetrip', '#wigger'],\n",
       " ['#NFG', '#WGE', '#FindTheEggs', '#EggsAreInHerAss'],\n",
       " ['#kimorablac'],\n",
       " ['#livingLegend'],\n",
       " ['#TU'],\n",
       " ['#Bloomington',\n",
       "  '#btown',\n",
       "  '#iubb',\n",
       "  '#IU',\n",
       "  '#Indiana',\n",
       "  '#hoosierdaddy',\n",
       "  '#HoosierNation',\n",
       "  '#hoosiers',\n",
       "  '#ncaa',\n",
       "  '#big10'],\n",
       " ['#weirdtweets'],\n",
       " ['#DezHoesAintLoyal'],\n",
       " ['#wiggy', '#wiggy', '#wiggy'],\n",
       " ['#SoundCloud'],\n",
       " ['#pissed'],\n",
       " ['#goingtogethurtagain'],\n",
       " ['#lmfao', '#TrekGang'],\n",
       " ['#RNS'],\n",
       " ['#RARE'],\n",
       " ['#FROhorsemen'],\n",
       " ['#HeyArnold'],\n",
       " ['#kimorablac'],\n",
       " ['#racismisaliveandwellbro'],\n",
       " ['#lookingformore'],\n",
       " ['#foxnews', '#foxandfriends', '#teabaggers'],\n",
       " ['#America', '#ISIS'],\n",
       " ['#RIPRick'],\n",
       " ['#StonerNation', '#LifeComplete'],\n",
       " ['#DontBeMad'],\n",
       " ['#turn'],\n",
       " ['#ShiverMeTimbers'],\n",
       " ['#Ferguson'],\n",
       " ['#DONE'],\n",
       " ['#WhyNot'],\n",
       " ['#confused'],\n",
       " ['#RNS'],\n",
       " ['#tcot'],\n",
       " ['#Ferguson'],\n",
       " ['#Yankees', '#DerekJeter'],\n",
       " ['#DegenerateArtist', '#RebelScience', '#WALRUS', '#Artist', '#BASTARDS'],\n",
       " ['#gross'],\n",
       " ['#LHHNY'],\n",
       " ['#nasty'],\n",
       " ['#Gangsta'],\n",
       " ['#WINNIN'],\n",
       " ['#msnbc', '#morningjoe'],\n",
       " ['#AndNowIHaveEbola'],\n",
       " ['#FreeGucci', '#FreeRadric'],\n",
       " ['#IndianGiver'],\n",
       " ['#Grrr'],\n",
       " ['#makeshitup'],\n",
       " ['#wildnigga'],\n",
       " ['#freaksandgeeks'],\n",
       " ['#Facts'],\n",
       " ['#Aerosmith', '#DreamOn', '#LedZeppelin', '#retarded'],\n",
       " ['#getatme', '#goofy', '#fuckmongo', '#naynayismongo'],\n",
       " ['#deleted'],\n",
       " ['#GeoffHatesPuppies'],\n",
       " ['#dreams'],\n",
       " ['#trenttruce'],\n",
       " ['#Cap1'],\n",
       " ['#Onslaught', '#Vinyl'],\n",
       " ['#faggots', '#evolution', '#humans'],\n",
       " ['#wife'],\n",
       " ['#bitch'],\n",
       " ['#LMAO'],\n",
       " ['#gratata'],\n",
       " ['#paranoid'],\n",
       " ['#confused', '#wheresshitgoing'],\n",
       " ['#bitchnigga'],\n",
       " ['#Suchaprick', '#hopehegetskilled'],\n",
       " ['#needaSnickersanda2piece'],\n",
       " ['#bloodboiling'],\n",
       " ['#KoolQueefTribute'],\n",
       " ['#NewYork', '#Yankees', '#MLB'],\n",
       " ['#homemade', '#pickled', '#eggs', '#garlic'],\n",
       " ['#Yankees'],\n",
       " ['#FROhorsemen'],\n",
       " ['#WWHD'],\n",
       " ['#tunchei'],\n",
       " ['#myboy'],\n",
       " ['#guns'],\n",
       " ['#WTF'],\n",
       " ['#gaaaaaaaaaaaay'],\n",
       " ['#fuckyou'],\n",
       " ['#love', '#investment'],\n",
       " ['#missAbby'],\n",
       " ['#shooter'],\n",
       " ['#Virginia'],\n",
       " ['#stupidspecs'],\n",
       " ['#roadrage'],\n",
       " ['#notint', '#JetLife'],\n",
       " ['#GoodbyeBreakingBad'],\n",
       " ['#AllBad'],\n",
       " ['#dmv', '#californiadmv'],\n",
       " ['#ratchet'],\n",
       " ['#LastHurrahThenDietStarts'],\n",
       " ['#RIPRICK'],\n",
       " ['#shame'],\n",
       " ['#truth'],\n",
       " ['#Respect'],\n",
       " ['#ThurmanMunson', '#Captain', '#Yankees'],\n",
       " ['#idgt'],\n",
       " ['#BBN'],\n",
       " ['#wherearetheynow'],\n",
       " ['#NoShame', '#gayboyproblems'],\n",
       " ['#RealTalk'],\n",
       " ['#UGLY',\n",
       "  '#badguy',\n",
       "  '#bitches',\n",
       "  '#EliWallach',\n",
       "  '#BreakingBad',\n",
       "  '#noose',\n",
       "  '#LeeVanCleef',\n",
       "  '#sports'],\n",
       " ['#im', '#back', '#bitch'],\n",
       " ['#EMABiggestFans1D'],\n",
       " ['#WorstPeanutsSpecialEver'],\n",
       " ['#SouthChicago', '#FOH'],\n",
       " ['#truefriendsarebasictogether'],\n",
       " ['#Solo'],\n",
       " ['#pattyfuckingboges'],\n",
       " ['#getyamindright'],\n",
       " ['#faggot',\n",
       "  '#cages',\n",
       "  '#Moses',\n",
       "  '#Royal',\n",
       "  '#WorldSeries',\n",
       "  '#barrybonds',\n",
       "  '#jokes'],\n",
       " ['#War'],\n",
       " ['#becreative', '#followers'],\n",
       " ['#gotonelessproblemwithoutya'],\n",
       " ['#realtalk'],\n",
       " ['#creeping'],\n",
       " ['#tbtweets'],\n",
       " ['#MajorLeauge', '#Giants', '#barrybonds'],\n",
       " ['#tcot', '#pjnet'],\n",
       " ['#tcot', '#pjnet'],\n",
       " ['#France', '#fail'],\n",
       " ['#Oscar'],\n",
       " ['#Trayvon'],\n",
       " ['#TrustIssues'],\n",
       " ['#smh', '#mlb'],\n",
       " ['#yankees', '#redsox', '#mlb'],\n",
       " ['#EnjoyYaDay'],\n",
       " ['#chocolate', '#sodapop', '#HappyColumbusDay', '#retard', '#HYPOCRITE'],\n",
       " ['#trash'],\n",
       " ['#WhichIsIt'],\n",
       " ['#wcw'],\n",
       " ['#BloodThickerThanWater'],\n",
       " ['#NorthwestImperative'],\n",
       " ['#redskins'],\n",
       " ['#Loud'],\n",
       " ['#Democrats'],\n",
       " ['#mmm'],\n",
       " ['#FOH'],\n",
       " ['#iu',\n",
       "  '#iubb',\n",
       "  '#hoosiers',\n",
       "  '#hoosierstate',\n",
       "  '#ncaa',\n",
       "  '#big10',\n",
       "  '#michigan',\n",
       "  '#gameday',\n",
       "  '#btown'],\n",
       " ['#unbothered', '#threatenwho'],\n",
       " ['#tease', '#feedme'],\n",
       " ['#letsbereal'],\n",
       " ['#wtf'],\n",
       " ['#Tennessee'],\n",
       " ['#livinthedream'],\n",
       " ['#SirAlexFerguson', '#ManchesterUnited', '#ManchesterDerby', '#MUFC'],\n",
       " ['#CrazyAssholes'],\n",
       " ['#college', '#BTown', '#IU', '#hoosiers'],\n",
       " ['#UniteBlue'],\n",
       " ['#SadTweet'],\n",
       " ['#California'],\n",
       " ['#tomyfacebro'],\n",
       " ['#CampaignSeason'],\n",
       " ['#wifingsquad2014'],\n",
       " ['#onlyattheducksgame'],\n",
       " ['#wineprobz'],\n",
       " ['#BlueJays', '#Rays', '#Yankees', '#Orioles'],\n",
       " ['#LittleDebbie', '#Cloud', '#Cake', '#Twinkies'],\n",
       " ['#texas', '#weather'],\n",
       " ['#ThatsAProblem'],\n",
       " ['#points'],\n",
       " ['#bitches', '#BryanCranston', '#JoePesci', '#stolenbases', '#BASEBALL'],\n",
       " ['#ArabSpring', '#rejectedpeanutsspecials'],\n",
       " ['#SFvsSTL'],\n",
       " ['#Bitchassness'],\n",
       " ['#Yankees'],\n",
       " ['#bounty'],\n",
       " ['#UnderGroundCulture'],\n",
       " ['#ISIS'],\n",
       " ['#lnyhbt', '#ccot', '#teaparty', '#gop', '#tgdn'],\n",
       " ...]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Remove Empty List Hashtags\n",
    "hashtag_lst = []\n",
    "for items in df_hashtag[\"hashtags\"]:\n",
    "    if (items != []):\n",
    "        hashtag_lst.append(items)\n",
    "hashtag_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ef503f05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#Shots',\n",
       " '#SevenOne',\n",
       " '#HappyHumpDay',\n",
       " '#ahmesehwetness',\n",
       " '#Eaglesnation',\n",
       " '#Eagles',\n",
       " '#EarlyChristmas',\n",
       " '#StopWhitePeople2014',\n",
       " '#CowboysNation',\n",
       " '#TehGodClan',\n",
       " '#Yankees',\n",
       " '#FreeMoneyMelle',\n",
       " '#oomf',\n",
       " '#scally',\n",
       " '#chav',\n",
       " '#sockfetish',\n",
       " '#stinking',\n",
       " '#fixed',\n",
       " '#KingOfTheHill',\n",
       " '#UCFPINKPARTY',\n",
       " '#ComeAtMeUT',\n",
       " '#bum',\n",
       " '#Climate',\n",
       " '#WutKinda',\n",
       " '#hoesaintloyal',\n",
       " '#real',\n",
       " '#Pisces',\n",
       " '#NewSATQuestions',\n",
       " '#GerrysHalloweenParty',\n",
       " '#MTVHottest',\n",
       " '#Yankees',\n",
       " '#RALLYCAP',\n",
       " '#redneck',\n",
       " '#ProtectTheAnimals',\n",
       " '#Damn',\n",
       " '#GodProtectsHisAngels',\n",
       " '#blondeproblems',\n",
       " '#scally',\n",
       " '#sneakersex',\n",
       " '#sockfetish',\n",
       " '#sniff',\n",
       " '#trainersex',\n",
       " '#History',\n",
       " '#Photography',\n",
       " '#WWYD',\n",
       " '#frenchscally',\n",
       " '#YoureNotMyType',\n",
       " '#chav',\n",
       " '#shitmybosssays',\n",
       " '#shitallysays',\n",
       " '#FreshRhymes',\n",
       " '#JerkSquad',\n",
       " '#SlowStir',\n",
       " '#JT2020Tour',\n",
       " '#beforeiselfdestruct',\n",
       " '#ThankYouPaulForConfirmingLarry',\n",
       " '#NottingHill',\n",
       " '#RIPTALLT',\n",
       " '#Tupac',\n",
       " '#smile',\n",
       " '#remix',\n",
       " '#afterearth',\n",
       " '#SNL',\n",
       " '#hoes',\n",
       " '#ShitFahdSays',\n",
       " '#redskins',\n",
       " '#NFL',\n",
       " '#concussion',\n",
       " '#jokes',\n",
       " '#fuckgm',\n",
       " '#Snoop',\n",
       " '#Justin',\n",
       " '#BETAwards',\n",
       " '#AZmonsoon',\n",
       " '#Tcot',\n",
       " '#teaparty',\n",
       " '#azflooding',\n",
       " '#AlexFromTarget',\n",
       " '#ChrisFromWalmart',\n",
       " '#AlexFromTarget',\n",
       " '#AnnCoulter',\n",
       " '#Obama',\n",
       " '#Syria',\n",
       " '#cunt',\n",
       " '#AsAGiraffes',\n",
       " '#AskDems',\n",
       " '#BOB',\n",
       " '#BREAKING',\n",
       " '#BangBangBirdGang',\n",
       " '#Bartending',\n",
       " '#bartender',\n",
       " '#BestSongToHaveSexTo',\n",
       " '#bangbang',\n",
       " '#BigBird',\n",
       " '#BitchSlapThursdays',\n",
       " '#BlessJesus',\n",
       " '#BlessJesus',\n",
       " '#BlessJesus',\n",
       " '#Crown',\n",
       " '#BlessJesusAir',\n",
       " '#BlessJesusLove',\n",
       " '#Strong',\n",
       " '#Bout2GoCrazy',\n",
       " '#AintNoLevelz2DisShit',\n",
       " '#BurnNotice',\n",
       " '#California',\n",
       " '#California',\n",
       " '#Oklahoma',\n",
       " '#CelebrityLeakedPhotos',\n",
       " '#NSA',\n",
       " '#muslim',\n",
       " '#bitches',\n",
       " '#ChristianBale',\n",
       " '#Moses',\n",
       " '#retarded',\n",
       " '#ass',\n",
       " '#actor',\n",
       " '#faggot',\n",
       " '#CommonQuestionIGet',\n",
       " '#Cowboys',\n",
       " '#Cowboysnation',\n",
       " '#Crack',\n",
       " '#DTLA',\n",
       " '#DUH',\n",
       " '#DearFeministMen',\n",
       " '#DegenerateArtist',\n",
       " '#Allahs',\n",
       " '#retard',\n",
       " '#crest',\n",
       " '#DegenerateArtist',\n",
       " '#DegenerateArtist',\n",
       " '#DegenerateArtist',\n",
       " '#DegenerateArtist',\n",
       " '#climatechange',\n",
       " '#DerekJeter',\n",
       " '#Yankees',\n",
       " '#FirstBallot',\n",
       " '#Unanimous',\n",
       " '#Dutch',\n",
       " '#Dutch',\n",
       " '#NewYorkCity',\n",
       " '#EarlyBird',\n",
       " '#early',\n",
       " '#morning',\n",
       " '#sunrise',\n",
       " '#dawn',\n",
       " '#bird',\n",
       " '#thebird',\n",
       " '#jerryreed',\n",
       " '#Ebola',\n",
       " '#Ebola',\n",
       " '#GOP',\n",
       " '#teaparty',\n",
       " '#Tcot',\n",
       " '#teabaggers',\n",
       " '#ExplainAnAnimePlotBadly',\n",
       " '#FACT',\n",
       " '#Fact',\n",
       " '#ijs',\n",
       " '#wontgetme',\n",
       " '#FemaleLogic',\n",
       " '#FireCashman',\n",
       " '#Yankees',\n",
       " '#FreeElChapo',\n",
       " '#FreeballoutPartyPart3',\n",
       " '#FreshmanAdvice',\n",
       " '#Glory',\n",
       " '#HOLIDAYSEASONLIVE',\n",
       " '#HappyColumbusDay',\n",
       " '#America',\n",
       " '#KarlMarx',\n",
       " '#colonialism',\n",
       " '#injuns',\n",
       " '#HappyColumbusDay',\n",
       " '#PETA',\n",
       " '#buffalo',\n",
       " '#injuns',\n",
       " '#Havok',\n",
       " '#TNA',\n",
       " '#HellYeah',\n",
       " '#No',\n",
       " '#HelloBrookland',\n",
       " '#HolySpirit',\n",
       " '#HonestyHour',\n",
       " '#IDontHaveTimeFor',\n",
       " '#IHopeSomeday',\n",
       " '#IStandWithRand',\n",
       " '#TeaParty',\n",
       " '#IU',\n",
       " '#college',\n",
       " '#hoosiernation',\n",
       " '#hoosiers',\n",
       " '#IU',\n",
       " '#hoosiers',\n",
       " '#IfThePurgeWasReal',\n",
       " '#IfWeDate',\n",
       " '#InMiddleSchool',\n",
       " '#IndigenousPeoplesDay',\n",
       " '#redskins',\n",
       " '#queens',\n",
       " '#sofunny',\n",
       " '#IndigenousPeoplesDay',\n",
       " '#liberals',\n",
       " '#Iowa',\n",
       " '#Iraq',\n",
       " '#ISIS',\n",
       " '#JesusChrist',\n",
       " '#faggots',\n",
       " '#PERIOD',\n",
       " '#SonOfGod',\n",
       " '#KanyeShrug',\n",
       " '#Lingo',\n",
       " '#MentionADislike',\n",
       " '#MessageToMyFutureSpouse',\n",
       " '#Minnesota',\n",
       " '#MyUnpopularOpinion',\n",
       " '#NL',\n",
       " '#NP',\n",
       " '#NationalCatDay',\n",
       " '#climatechange',\n",
       " '#commies',\n",
       " '#Natitude',\n",
       " '#lol',\n",
       " '#wiggers',\n",
       " '#NowPlaying',\n",
       " '#NowPlaying',\n",
       " '#NowPlaying',\n",
       " '#NowPlaying',\n",
       " '#OOMEF',\n",
       " '#OnlyInAMichaelMyersMovie',\n",
       " '#PDPLive',\n",
       " '#PacerNation',\n",
       " '#iubb',\n",
       " '#NBA',\n",
       " '#Pacers',\n",
       " '#indiana',\n",
       " '#hoosiers',\n",
       " '#PeopleToAvoid',\n",
       " '#PeopleWhoMadeMy2013',\n",
       " '#QTNA',\n",
       " '#QuestionIAskMySelf',\n",
       " '#RadioFreeNorthwest',\n",
       " '#RayRice',\n",
       " '#JustSaying',\n",
       " '#RayRice',\n",
       " '#NoExcuses',\n",
       " '#ReasonsWeCantBeTogether',\n",
       " '#ReasonsWhyWeDontGetAlong',\n",
       " '#RebelScience',\n",
       " '#whaddup',\n",
       " '#clouds',\n",
       " '#windturbines',\n",
       " '#RebelScience',\n",
       " '#faggot',\n",
       " '#rome',\n",
       " '#RedSox',\n",
       " '#Orioles',\n",
       " '#Yankees',\n",
       " '#Remake',\n",
       " '#granny',\n",
       " '#TeamIgnat',\n",
       " '#HoodComedy',\n",
       " '#Royals',\n",
       " '#Yankees',\n",
       " '#Royals',\n",
       " '#RuinAComedian',\n",
       " '#RuinADessert',\n",
       " '#Obama',\n",
       " '#Shoutout',\n",
       " '#Shoutout',\n",
       " '#Exit47',\n",
       " '#Salute',\n",
       " '#Shoutout',\n",
       " '#MackTown',\n",
       " '#Shoutout',\n",
       " '#RealNiccaSalute',\n",
       " '#SignsOfCockBlockin',\n",
       " '#FuckNiggahs',\n",
       " '#Skating',\n",
       " '#SlightlyAdjusted',\n",
       " '#SomethingIGetAlot',\n",
       " '#SouthCarolina',\n",
       " '#SplashGang',\n",
       " '#StopWhitePeople',\n",
       " '#TBT',\n",
       " '#THEBOONDOCKS',\n",
       " '#TRUTH',\n",
       " '#Scandal',\n",
       " '#That',\n",
       " '#That',\n",
       " '#That',\n",
       " '#ThatFuckMeMoment',\n",
       " '#TheMostAnnoyingThingsInLife',\n",
       " '#ThingsIWillTeachMyChild',\n",
       " '#ThingsNotToDoOnAFirstDate',\n",
       " '#TjohnGang',\n",
       " '#ToMyFutureSon',\n",
       " '#TrayvonMartin',\n",
       " '#TweetLikePontiacHolmes',\n",
       " '#TweetLikeYourBestfriend',\n",
       " '#UMightNotGetIn',\n",
       " '#BeerandTacOS',\n",
       " '#WeTheLastOnesLeft',\n",
       " '#VinitaHegwood',\n",
       " '#tcot',\n",
       " '#Virginia',\n",
       " '#WeAreRepublicNotRegime',\n",
       " '#POTUS',\n",
       " '#ImpeachObama',\n",
       " '#WestVirginia',\n",
       " '#WhatImCraving',\n",
       " '#WhatWouldYouChangeAboutYourPast',\n",
       " '#WhyIHateInstagram',\n",
       " '#WorldSeriesGame3',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#FireCashman',\n",
       " '#Yankees',\n",
       " '#Jeter',\n",
       " '#Yankees',\n",
       " '#SEC',\n",
       " '#Yankees',\n",
       " '#Astros',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#MLB',\n",
       " '#Yankees',\n",
       " '#rays',\n",
       " '#mlb',\n",
       " '#YesWeDid',\n",
       " '#windturbines',\n",
       " '#YesWeDid',\n",
       " '#Egypt',\n",
       " '#cattle',\n",
       " '#prod',\n",
       " '#vote',\n",
       " '#YouWillNotBeTakenSeriouslyIf',\n",
       " '#KedollarSignHa',\n",
       " '#agreed',\n",
       " '#anywere',\n",
       " '#bad',\n",
       " '#ass',\n",
       " '#local',\n",
       " '#bitches',\n",
       " '#boom',\n",
       " '#bslfe',\n",
       " '#PullUp',\n",
       " '#creamteam',\n",
       " '#cockbreath',\n",
       " '#drunk',\n",
       " '#trash',\n",
       " '#trashed',\n",
       " '#wasted',\n",
       " '#faggots',\n",
       " '#jesuschrist',\n",
       " '#gaymarriage',\n",
       " '#Pharaoh',\n",
       " '#faggots',\n",
       " '#scientific',\n",
       " '#cancer',\n",
       " '#firefighter',\n",
       " '#foxnews',\n",
       " '#teabaggers',\n",
       " '#gouache',\n",
       " '#inktober',\n",
       " '#oldpainting',\n",
       " '#mt',\n",
       " '#tiki',\n",
       " '#wahine',\n",
       " '#surf',\n",
       " '#monkey',\n",
       " '#bright',\n",
       " '#happysunday',\n",
       " '#peace',\n",
       " '#honestyhour',\n",
       " '#honeybadger',\n",
       " '#hoosier',\n",
       " '#NBA',\n",
       " '#iubb',\n",
       " '#illNeverUnderstandWhy',\n",
       " '#inktober',\n",
       " '#twentysix',\n",
       " '#gouache',\n",
       " '#mt',\n",
       " '#inners',\n",
       " '#Yankees',\n",
       " '#iubb',\n",
       " '#Indiana',\n",
       " '#IU',\n",
       " '#ncaa',\n",
       " '#hoosierdaddy',\n",
       " '#HoosierNation',\n",
       " '#hoosiers',\n",
       " '#klokus',\n",
       " '#longhair',\n",
       " '#gayboyproblems',\n",
       " '#bitch',\n",
       " '#champ',\n",
       " '#metal',\n",
       " '#milesthompson',\n",
       " '#goauche',\n",
       " '#wetback',\n",
       " '#ca',\n",
       " '#morningjoe',\n",
       " '#mt',\n",
       " '#commission',\n",
       " '#gouache',\n",
       " '#tiki',\n",
       " '#wahine',\n",
       " '#monkey',\n",
       " '#tubed',\n",
       " '#surfing',\n",
       " '#wavesliding',\n",
       " '#waterwalker',\n",
       " '#notkook',\n",
       " '#mt',\n",
       " '#goauche',\n",
       " '#monkey',\n",
       " '#oldpainting',\n",
       " '#vinyl',\n",
       " '#jazz',\n",
       " '#lounge',\n",
       " '#mt',\n",
       " '#gouache',\n",
       " '#monkey',\n",
       " '#tiki',\n",
       " '#nationaldoughnutday',\n",
       " '#nowplaying',\n",
       " '#np',\n",
       " '#oomf',\n",
       " '#pause',\n",
       " '#philhughes',\n",
       " '#nyy',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Anal',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Anal',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Anal',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Anal',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#BBW',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Babe',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Beach',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#BigTits',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Close',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#CloseUp',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#CloseUp',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#CloseUp',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#CloseUp',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#CreamPie',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Desi',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Desi',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Desi',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Ebony',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Erotic',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Facial',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Fisting',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Fisting',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Fisting',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Hairy',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Hairy',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Hairy',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Hairy',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#HandJob',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#HiddenCams',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#HiddenCams',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#HomeMade',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#HomeMade',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Italian',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Japanese',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Japanese',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Korean',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Latina',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Latina',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Latina',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Lesbian',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Lingerie',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Masturbation',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#OldYoung',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#OldYoung',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#SmallTits',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#Teen',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#XXX',\n",
       " '#porn',\n",
       " '#android',\n",
       " '#iphone',\n",
       " '#ipad',\n",
       " '#sex',\n",
       " '#xxx',\n",
       " '#XXX',\n",
       " '#portlandia',\n",
       " '#putabirdonit',\n",
       " '#real',\n",
       " '#realtalk',\n",
       " '#redneck',\n",
       " '#johndeere',\n",
       " '#america',\n",
       " '#rejectedpeanutsspecials',\n",
       " '#southcarolina',\n",
       " '#teabaggers',\n",
       " '#morningjoe',\n",
       " '#stateoftheunion',\n",
       " '#tbt',\n",
       " '#tbt',\n",
       " '#tbt',\n",
       " '#tbt',\n",
       " '#teabagger',\n",
       " '#SLAVERY',\n",
       " '#throwback',\n",
       " '#tikiti',\n",
       " '#truefriendtuesday',\n",
       " '#tweetlikelexi',\n",
       " '#ultimatepickupline',\n",
       " '#uppers',\n",
       " '#vegas',\n",
       " '#bitch',\n",
       " '#wallofthewasatch',\n",
       " '#wcw',\n",
       " '#wcw',\n",
       " '#wrongfilmquotes',\n",
       " '#xfactorau',\n",
       " '#youaremoreattractive',\n",
       " '#GuiltyPleasure',\n",
       " '#ButThatsNoneOfMyBusiness',\n",
       " '#howDhow',\n",
       " '#WEDEMGIRLZ',\n",
       " '#yep',\n",
       " '#donttryme',\n",
       " '#bitch',\n",
       " '#bitchmode',\n",
       " '#testme',\n",
       " '#Truth',\n",
       " '#trust',\n",
       " '#ACTRIST',\n",
       " '#IDGT',\n",
       " '#wcw',\n",
       " '#tcot',\n",
       " '#mtlhockey',\n",
       " '#Yankees',\n",
       " '#idiotic',\n",
       " '#yee',\n",
       " '#BeatTheHabs',\n",
       " '#NYR',\n",
       " '#pussy',\n",
       " '#Boston',\n",
       " '#lezzzbehonest',\n",
       " '#WatchLikeaKing',\n",
       " '#WatchLikeaKing',\n",
       " '#SelectionSunday',\n",
       " '#WatchLikeaKing',\n",
       " '#JoeTorreDay',\n",
       " '#chevy',\n",
       " '#redneck',\n",
       " '#js',\n",
       " '#DoU',\n",
       " '#Top10QBs',\n",
       " '#AttackofTitan',\n",
       " '#dead',\n",
       " '#punny',\n",
       " '#MLB',\n",
       " '#sweg',\n",
       " '#TeamWhiteGirls',\n",
       " '#SwirlTheWorld',\n",
       " '#vermontproblems',\n",
       " '#Yankees',\n",
       " '#MLB',\n",
       " '#Drakelistener',\n",
       " '#MattieTrumpsTipsForABetterLife',\n",
       " '#respect',\n",
       " '#dope',\n",
       " '#yellow',\n",
       " '#believethat',\n",
       " '#CANTKNOCKTHAHUSSLE',\n",
       " '#ImAddictedTo',\n",
       " '#blackgirls',\n",
       " '#jealousy',\n",
       " '#Mondays',\n",
       " '#witchcraft',\n",
       " '#College',\n",
       " '#WhereTheyAtDoe',\n",
       " '#TrueDetective',\n",
       " '#redneck',\n",
       " '#oomf',\n",
       " '#HookEm',\n",
       " '#WCW',\n",
       " '#SingleBecause',\n",
       " '#Yankees',\n",
       " '#Yankees',\n",
       " '#BucketsProverbs',\n",
       " '#drinker',\n",
       " '#wishfulthinking',\n",
       " '#turnup',\n",
       " '#facts',\n",
       " '#StundentPainters',\n",
       " '#CHUCKSTRONG',\n",
       " '#GoldSwagger',\n",
       " '#hoosiers',\n",
       " '#Drinkbreak',\n",
       " '#fandomapology',\n",
       " '#shutupandplay',\n",
       " '#hoes',\n",
       " '#IfTheyGunnedMeDown',\n",
       " '#FuckiPhones',\n",
       " '#StopIt',\n",
       " '#RealTalk',\n",
       " '#JustSaying',\n",
       " '#slapAbitch',\n",
       " '#boon',\n",
       " '#bestadvice',\n",
       " '#vote5sos',\n",
       " '#faggot',\n",
       " '#Respect',\n",
       " '#comeout',\n",
       " '#pussy',\n",
       " '#potato',\n",
       " '#MommyMonday',\n",
       " '#ItsFallBecause',\n",
       " '#wcw',\n",
       " '#FatTrel',\n",
       " '#RNS',\n",
       " '#ratchet',\n",
       " '#orange',\n",
       " '#bubblegum',\n",
       " '#Giants',\n",
       " '#Obama',\n",
       " '#Whitish',\n",
       " '#racist',\n",
       " '#Blackish',\n",
       " '#VCCamelRaces',\n",
       " '#Scandal',\n",
       " '#micdrop',\n",
       " '#Loaded',\n",
       " '#Ferguson',\n",
       " '#Yankees',\n",
       " '#Braves',\n",
       " '#iubb',\n",
       " '#bloomington',\n",
       " '#btown',\n",
       " '#ncaa',\n",
       " '#basketball',\n",
       " '#college',\n",
       " '#Indiana',\n",
       " '#iu',\n",
       " '#hoosiers',\n",
       " '#funnyguy',\n",
       " '#swag',\n",
       " '#neverlovingsomeoneagain',\n",
       " '#dontneedanyone',\n",
       " '#hoes',\n",
       " '#crazycats',\n",
       " '#DonnyDinero',\n",
       " '#Ferguson',\n",
       " '#heeb',\n",
       " '#BlessJesus',\n",
       " '#Felt',\n",
       " '#BooksOfGodWidom',\n",
       " '#HolySpirit',\n",
       " '#Secrets',\n",
       " '#Jesus',\n",
       " '#Jesus',\n",
       " '#bird',\n",
       " '#Initiating',\n",
       " '#vote5sos',\n",
       " '#MomsDemand',\n",
       " '#gunsense',\n",
       " '#facts',\n",
       " '#untrue',\n",
       " '#illmissu',\n",
       " '#teabaggers',\n",
       " '#don',\n",
       " '#Blocked',\n",
       " '#Jeesh',\n",
       " '#CredibilityShot',\n",
       " '#FergusonRiot',\n",
       " '#Justice4MikeBrown',\n",
       " '#butthurt',\n",
       " '#rangers',\n",
       " '#winning',\n",
       " '#gladbagflow',\n",
       " '#Elite8',\n",
       " '#Orange',\n",
       " '#Sweet16',\n",
       " '#collegehoops',\n",
       " '#hoosiers',\n",
       " '#loveit',\n",
       " '#MosaGang',\n",
       " '#wtfiswrongwithnebraska',\n",
       " '#BullsNation',\n",
       " '#love',\n",
       " '#BullsTalk',\n",
       " '#hesgay',\n",
       " '#WEDAOPPS',\n",
       " '#FUKEMWEBALL',\n",
       " '#cajuncharm',\n",
       " '#dancerproblems',\n",
       " '#askim5',\n",
       " '#WouldMakeALottaSense',\n",
       " '#whitetears',\n",
       " '#lessonoftheday',\n",
       " '#roadrunnin',\n",
       " '#ISIS',\n",
       " '#virgin',\n",
       " '#AlwaysOnWatch',\n",
       " '#GlobalForceForGood',\n",
       " '#UTcoach',\n",
       " '#faggot',\n",
       " '#LORDWILLIN',\n",
       " '#NoHomo',\n",
       " '#wib',\n",
       " '#evolved',\n",
       " '#PissinInDaBedAssBoy',\n",
       " ...]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flatten_hashtag_lst = list(chain.from_iterable(hashtag_lst))\n",
    "flatten_hashtag_lst"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a6ab098",
   "metadata": {},
   "source": [
    "## Hashtag Distribution of Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "dedb2b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'#Shots': 1,\n",
       "         '#SevenOne': 1,\n",
       "         '#HappyHumpDay': 1,\n",
       "         '#ahmesehwetness': 1,\n",
       "         '#Eaglesnation': 1,\n",
       "         '#Eagles': 3,\n",
       "         '#EarlyChristmas': 1,\n",
       "         '#StopWhitePeople2014': 1,\n",
       "         '#CowboysNation': 1,\n",
       "         '#TehGodClan': 1,\n",
       "         '#Yankees': 94,\n",
       "         '#FreeMoneyMelle': 1,\n",
       "         '#oomf': 4,\n",
       "         '#scally': 2,\n",
       "         '#chav': 2,\n",
       "         '#sockfetish': 2,\n",
       "         '#stinking': 1,\n",
       "         '#fixed': 1,\n",
       "         '#KingOfTheHill': 1,\n",
       "         '#UCFPINKPARTY': 1,\n",
       "         '#ComeAtMeUT': 1,\n",
       "         '#bum': 1,\n",
       "         '#Climate': 2,\n",
       "         '#WutKinda': 1,\n",
       "         '#hoesaintloyal': 1,\n",
       "         '#real': 3,\n",
       "         '#Pisces': 1,\n",
       "         '#NewSATQuestions': 1,\n",
       "         '#GerrysHalloweenParty': 1,\n",
       "         '#MTVHottest': 1,\n",
       "         '#RALLYCAP': 1,\n",
       "         '#redneck': 5,\n",
       "         '#ProtectTheAnimals': 1,\n",
       "         '#Damn': 1,\n",
       "         '#GodProtectsHisAngels': 1,\n",
       "         '#blondeproblems': 1,\n",
       "         '#sneakersex': 1,\n",
       "         '#sniff': 1,\n",
       "         '#trainersex': 1,\n",
       "         '#History': 1,\n",
       "         '#Photography': 1,\n",
       "         '#WWYD': 1,\n",
       "         '#frenchscally': 1,\n",
       "         '#YoureNotMyType': 1,\n",
       "         '#shitmybosssays': 1,\n",
       "         '#shitallysays': 1,\n",
       "         '#FreshRhymes': 1,\n",
       "         '#JerkSquad': 1,\n",
       "         '#SlowStir': 1,\n",
       "         '#JT2020Tour': 1,\n",
       "         '#beforeiselfdestruct': 1,\n",
       "         '#ThankYouPaulForConfirmingLarry': 1,\n",
       "         '#NottingHill': 1,\n",
       "         '#RIPTALLT': 1,\n",
       "         '#Tupac': 2,\n",
       "         '#smile': 1,\n",
       "         '#remix': 2,\n",
       "         '#afterearth': 1,\n",
       "         '#SNL': 1,\n",
       "         '#hoes': 5,\n",
       "         '#ShitFahdSays': 1,\n",
       "         '#redskins': 9,\n",
       "         '#NFL': 4,\n",
       "         '#concussion': 1,\n",
       "         '#jokes': 5,\n",
       "         '#fuckgm': 1,\n",
       "         '#Snoop': 1,\n",
       "         '#Justin': 1,\n",
       "         '#BETAwards': 2,\n",
       "         '#AZmonsoon': 1,\n",
       "         '#Tcot': 3,\n",
       "         '#teaparty': 14,\n",
       "         '#azflooding': 1,\n",
       "         '#AlexFromTarget': 2,\n",
       "         '#ChrisFromWalmart': 1,\n",
       "         '#AnnCoulter': 1,\n",
       "         '#Obama': 7,\n",
       "         '#Syria': 11,\n",
       "         '#cunt': 4,\n",
       "         '#AsAGiraffes': 1,\n",
       "         '#AskDems': 1,\n",
       "         '#BOB': 1,\n",
       "         '#BREAKING': 4,\n",
       "         '#BangBangBirdGang': 1,\n",
       "         '#Bartending': 1,\n",
       "         '#bartender': 1,\n",
       "         '#BestSongToHaveSexTo': 1,\n",
       "         '#bangbang': 1,\n",
       "         '#BigBird': 1,\n",
       "         '#BitchSlapThursdays': 1,\n",
       "         '#BlessJesus': 6,\n",
       "         '#Crown': 1,\n",
       "         '#BlessJesusAir': 1,\n",
       "         '#BlessJesusLove': 1,\n",
       "         '#Strong': 1,\n",
       "         '#Bout2GoCrazy': 1,\n",
       "         '#AintNoLevelz2DisShit': 1,\n",
       "         '#BurnNotice': 1,\n",
       "         '#California': 5,\n",
       "         '#Oklahoma': 1,\n",
       "         '#CelebrityLeakedPhotos': 1,\n",
       "         '#NSA': 1,\n",
       "         '#muslim': 1,\n",
       "         '#bitches': 8,\n",
       "         '#ChristianBale': 1,\n",
       "         '#Moses': 2,\n",
       "         '#retarded': 4,\n",
       "         '#ass': 4,\n",
       "         '#actor': 1,\n",
       "         '#faggot': 10,\n",
       "         '#CommonQuestionIGet': 1,\n",
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       "         '#Cowboysnation': 1,\n",
       "         '#Crack': 1,\n",
       "         '#DTLA': 1,\n",
       "         '#DUH': 1,\n",
       "         '#DearFeministMen': 1,\n",
       "         '#DegenerateArtist': 6,\n",
       "         '#Allahs': 1,\n",
       "         '#retard': 5,\n",
       "         '#crest': 1,\n",
       "         '#climatechange': 2,\n",
       "         '#DerekJeter': 3,\n",
       "         '#FirstBallot': 1,\n",
       "         '#Unanimous': 1,\n",
       "         '#Dutch': 2,\n",
       "         '#NewYorkCity': 1,\n",
       "         '#EarlyBird': 1,\n",
       "         '#early': 1,\n",
       "         '#morning': 3,\n",
       "         '#sunrise': 1,\n",
       "         '#dawn': 1,\n",
       "         '#bird': 2,\n",
       "         '#thebird': 1,\n",
       "         '#jerryreed': 1,\n",
       "         '#Ebola': 3,\n",
       "         '#GOP': 8,\n",
       "         '#teabaggers': 19,\n",
       "         '#ExplainAnAnimePlotBadly': 1,\n",
       "         '#FACT': 1,\n",
       "         '#Fact': 6,\n",
       "         '#ijs': 2,\n",
       "         '#wontgetme': 1,\n",
       "         '#FemaleLogic': 1,\n",
       "         '#FireCashman': 4,\n",
       "         '#FreeElChapo': 1,\n",
       "         '#FreeballoutPartyPart3': 1,\n",
       "         '#FreshmanAdvice': 2,\n",
       "         '#Glory': 1,\n",
       "         '#HOLIDAYSEASONLIVE': 1,\n",
       "         '#HappyColumbusDay': 3,\n",
       "         '#America': 2,\n",
       "         '#KarlMarx': 1,\n",
       "         '#colonialism': 1,\n",
       "         '#injuns': 3,\n",
       "         '#PETA': 1,\n",
       "         '#buffalo': 1,\n",
       "         '#Havok': 1,\n",
       "         '#TNA': 1,\n",
       "         '#HellYeah': 1,\n",
       "         '#No': 1,\n",
       "         '#HelloBrookland': 1,\n",
       "         '#HolySpirit': 2,\n",
       "         '#HonestyHour': 1,\n",
       "         '#IDontHaveTimeFor': 1,\n",
       "         '#IHopeSomeday': 1,\n",
       "         '#IStandWithRand': 1,\n",
       "         '#TeaParty': 1,\n",
       "         '#IU': 8,\n",
       "         '#college': 3,\n",
       "         '#hoosiernation': 1,\n",
       "         '#hoosiers': 23,\n",
       "         '#IfThePurgeWasReal': 1,\n",
       "         '#IfWeDate': 2,\n",
       "         '#InMiddleSchool': 1,\n",
       "         '#IndigenousPeoplesDay': 2,\n",
       "         '#queens': 1,\n",
       "         '#sofunny': 1,\n",
       "         '#liberals': 3,\n",
       "         '#Iowa': 1,\n",
       "         '#Iraq': 6,\n",
       "         '#ISIS': 23,\n",
       "         '#JesusChrist': 3,\n",
       "         '#faggots': 13,\n",
       "         '#PERIOD': 2,\n",
       "         '#SonOfGod': 1,\n",
       "         '#KanyeShrug': 1,\n",
       "         '#Lingo': 1,\n",
       "         '#MentionADislike': 1,\n",
       "         '#MessageToMyFutureSpouse': 1,\n",
       "         '#Minnesota': 1,\n",
       "         '#MyUnpopularOpinion': 1,\n",
       "         '#NL': 1,\n",
       "         '#NP': 1,\n",
       "         '#NationalCatDay': 1,\n",
       "         '#commies': 1,\n",
       "         '#Natitude': 1,\n",
       "         '#lol': 7,\n",
       "         '#wiggers': 1,\n",
       "         '#NowPlaying': 4,\n",
       "         '#OOMEF': 1,\n",
       "         '#OnlyInAMichaelMyersMovie': 1,\n",
       "         '#PDPLive': 1,\n",
       "         '#PacerNation': 2,\n",
       "         '#iubb': 15,\n",
       "         '#NBA': 5,\n",
       "         '#Pacers': 1,\n",
       "         '#indiana': 5,\n",
       "         '#PeopleToAvoid': 1,\n",
       "         '#PeopleWhoMadeMy2013': 1,\n",
       "         '#QTNA': 2,\n",
       "         '#QuestionIAskMySelf': 1,\n",
       "         '#RadioFreeNorthwest': 1,\n",
       "         '#RayRice': 2,\n",
       "         '#JustSaying': 3,\n",
       "         '#NoExcuses': 1,\n",
       "         '#ReasonsWeCantBeTogether': 1,\n",
       "         '#ReasonsWhyWeDontGetAlong': 1,\n",
       "         '#RebelScience': 3,\n",
       "         '#whaddup': 1,\n",
       "         '#clouds': 1,\n",
       "         '#windturbines': 3,\n",
       "         '#rome': 1,\n",
       "         '#RedSox': 3,\n",
       "         '#Orioles': 2,\n",
       "         '#Remake': 1,\n",
       "         '#granny': 1,\n",
       "         '#TeamIgnat': 1,\n",
       "         '#HoodComedy': 1,\n",
       "         '#Royals': 3,\n",
       "         '#RuinAComedian': 1,\n",
       "         '#RuinADessert': 1,\n",
       "         '#Shoutout': 4,\n",
       "         '#Exit47': 1,\n",
       "         '#Salute': 2,\n",
       "         '#MackTown': 1,\n",
       "         '#RealNiccaSalute': 1,\n",
       "         '#SignsOfCockBlockin': 1,\n",
       "         '#FuckNiggahs': 1,\n",
       "         '#Skating': 1,\n",
       "         '#SlightlyAdjusted': 1,\n",
       "         '#SomethingIGetAlot': 1,\n",
       "         '#SouthCarolina': 1,\n",
       "         '#SplashGang': 2,\n",
       "         '#StopWhitePeople': 1,\n",
       "         '#TBT': 3,\n",
       "         '#THEBOONDOCKS': 1,\n",
       "         '#TRUTH': 1,\n",
       "         '#Scandal': 7,\n",
       "         '#That': 3,\n",
       "         '#ThatFuckMeMoment': 1,\n",
       "         '#TheMostAnnoyingThingsInLife': 1,\n",
       "         '#ThingsIWillTeachMyChild': 1,\n",
       "         '#ThingsNotToDoOnAFirstDate': 1,\n",
       "         '#TjohnGang': 1,\n",
       "         '#ToMyFutureSon': 1,\n",
       "         '#TrayvonMartin': 1,\n",
       "         '#TweetLikePontiacHolmes': 1,\n",
       "         '#TweetLikeYourBestfriend': 1,\n",
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       "         '#WeTheLastOnesLeft': 3,\n",
       "         '#VinitaHegwood': 1,\n",
       "         '#tcot': 42,\n",
       "         '#Virginia': 2,\n",
       "         '#WeAreRepublicNotRegime': 2,\n",
       "         '#POTUS': 2,\n",
       "         '#ImpeachObama': 2,\n",
       "         '#WestVirginia': 1,\n",
       "         '#WhatImCraving': 1,\n",
       "         '#WhatWouldYouChangeAboutYourPast': 1,\n",
       "         '#WhyIHateInstagram': 1,\n",
       "         '#WorldSeriesGame3': 1,\n",
       "         '#Jeter': 2,\n",
       "         '#SEC': 1,\n",
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       "         '#MLB': 16,\n",
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       "         '#foxnews': 5,\n",
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       "         '#ipad': 48,\n",
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       "         '#xxx': 48,\n",
       "         '#Anal': 4,\n",
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       "         '#Beach': 1,\n",
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       "         '#HiddenCams': 2,\n",
       "         '#HomeMade': 2,\n",
       "         '#Italian': 1,\n",
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       "         '#Korean': 1,\n",
       "         '#Latina': 3,\n",
       "         '#Lesbian': 1,\n",
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       "         '#Masturbation': 1,\n",
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       "         '#Teen': 1,\n",
       "         '#XXX': 2,\n",
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       "         '#lilsmokey': 1,\n",
       "         '#mywife': 1,\n",
       "         '#herkfacts': 1,\n",
       "         '#QualityWords': 1,\n",
       "         '#ned': 3,\n",
       "         '#WorldCup2014': 2,\n",
       "         '#zing': 1,\n",
       "         '#TeamGoku': 1,\n",
       "         '#eh': 1,\n",
       "         '#creanandcrimson': 1,\n",
       "         '#thuglife': 2,\n",
       "         '#okiecops': 1,\n",
       "         '#Team': 1,\n",
       "         '#Getchoassoutdatcloset': 1,\n",
       "         '#ohshitnigga': 1,\n",
       "         '#trappin': 1,\n",
       "         '#guala': 1,\n",
       "         '#SeenItAll': 1,\n",
       "         '#SeenItAllTheAutobiography': 1,\n",
       "         '#yeet': 1,\n",
       "         '#justsayin': 4,\n",
       "         '#thugs': 1,\n",
       "         '#fergusonriot': 1,\n",
       "         '#corruptAmerica': 1,\n",
       "         '#DigVijaySingh': 1,\n",
       "         '#thestrugle': 1,\n",
       "         '#lesbian': 1,\n",
       "         '#jkbridgeturstraight': 1,\n",
       "         '#BIG': 2,\n",
       "         '#BeamThat': 1,\n",
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       "         '#NudesAreMyLife': 1,\n",
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       "         '#FSU': 1,\n",
       "         '#Whites': 1,\n",
       "         '#democrats': 1,\n",
       "         '#nhl': 1,\n",
       "         '#TheToddShow': 1,\n",
       "         '#plans': 1,\n",
       "         '#businessopportunity': 1,\n",
       "         '#libtard': 1,\n",
       "         '#ANNABELLE': 1,\n",
       "         '#Disfigure': 1,\n",
       "         '#Awk': 1,\n",
       "         '#LetsGetIt': 1,\n",
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       "         '#Barack': 1,\n",
       "         '#bro': 1,\n",
       "         '#pic': 1,\n",
       "         '#brolic': 1,\n",
       "         '#boyswhotakepicsinsuits': 1,\n",
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       "         '#us': 1,\n",
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       "         '#BePatient': 1,\n",
       "         '#DetroitNiccaInAtlantaProblems': 1,\n",
       "         '#AHSFreakShow': 1,\n",
       "         '#TheMemorialTournament': 1,\n",
       "         '#DOYOURGOOGLES': 1,\n",
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       "         '#Paris': 1,\n",
       "         '#Environment': 1,\n",
       "         '#greatwhite': 1,\n",
       "         '#okaysomaybeimlying': 1,\n",
       "         '#butiwasfishing': 1,\n",
       "         '#IndyCar': 3,\n",
       "         '#Honda200': 1,\n",
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       "         '#annoying': 4,\n",
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       "         '#NationalComingOutDay': 1,\n",
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       "         '#spellingbee': 2,\n",
       "         '#diettime': 1,\n",
       "         '#ShowOfHands': 1,\n",
       "         '#Haters': 1,\n",
       "         '#thirsty': 1,\n",
       "         '#Preach': 1,\n",
       "         '#YeaYouReadinDis': 1,\n",
       "         '#BetterLateThanNever': 1,\n",
       "         '#SwitchedAtBirth': 1,\n",
       "         '#ROMNEY': 1,\n",
       "         '#InHighSchool': 1,\n",
       "         '#BBLU': 2,\n",
       "         '#SuedeLounge': 1,\n",
       "         '#RICHGIRLS': 1,\n",
       "         '#EMABiggestFans1D': 6,\n",
       "         '#SOTU': 1,\n",
       "         '#Yelp': 1,\n",
       "         '#bathing': 1,\n",
       "         '#design': 1,\n",
       "         '#weird': 2,\n",
       "         '#cool': 1,\n",
       "         '#Goodday': 1,\n",
       "         '#YesAllWomen': 4,\n",
       "         '#itakeshitfromnoone': 1,\n",
       "         '#GGL': 1,\n",
       "         '#proudmom': 1,\n",
       "         '#Marlins': 1,\n",
       "         '#stribpol': 5,\n",
       "         '#mnleg': 2,\n",
       "         '#FreeBoosie': 1,\n",
       "         '#insidejoke': 1,\n",
       "         '#mngop': 3,\n",
       "         '#big10': 4,\n",
       "         '#pacers': 3,\n",
       "         '#nba': 2,\n",
       "         '#hoosierstate': 3,\n",
       "         '#paulgeorge': 2,\n",
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       "         '#biggie': 1,\n",
       "         '#Idaho': 1,\n",
       "         '#lgbt': 2,\n",
       "         '#DRO': 1,\n",
       "         '#iPhone6': 1,\n",
       "         '#ScandalABC': 3,\n",
       "         '#AlliterationTuesday': 1,\n",
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       "         '#VinylGasm': 1,\n",
       "         '#Re-Machined': 1,\n",
       "         '#Pollution': 1,\n",
       "         '#BellaTwins': 1,\n",
       "         '#PLM': 1,\n",
       "         '#stoplivingafuckinglie': 1,\n",
       "         '#hatredisincreasing': 1,\n",
       "         '#TrainVideo': 1,\n",
       "         '#YourWifeCantRead': 1,\n",
       "         '#American': 2,\n",
       "         '#broken': 1,\n",
       "         '#HoneyBooBoo': 1,\n",
       "         '#internet': 1,\n",
       "         '#IT': 2,\n",
       "         '#StephenKing': 2,\n",
       "         '#floridaprimary': 1,\n",
       "         '#TPOT': 1,\n",
       "         '#INeedMyEigth': 1,\n",
       "         '#givingup': 1,\n",
       "         '#FixMyLife': 1,\n",
       "         '#NLCS': 1,\n",
       "         '#SFvsSTL': 2,\n",
       "         '#NoLineNoWait': 1,\n",
       "         '#MeetMeThere': 1,\n",
       "         '#cod': 1,\n",
       "         '#rice': 1,\n",
       "         '#sayfie': 2,\n",
       "         '#MNF': 1,\n",
       "         '#WhyDidIGoogle': 1,\n",
       "         '#MAVTV500': 1,\n",
       "         '#trashy': 1,\n",
       "         '#sloots': 1,\n",
       "         '#Cardinals': 2,\n",
       "         '#bestroommateever': 1,\n",
       "         '#FallSevens': 1,\n",
       "         '#DisTONGA': 1,\n",
       "         '#NiniWubbsMe': 1,\n",
       "         '#Rugby': 1,\n",
       "         '#barrybonds': 4,\n",
       "         '#WorldSeriesGame6': 1,\n",
       "         '#lovehim': 1,\n",
       "         '#TUF': 1,\n",
       "         '#Gym': 1,\n",
       "         '#nosleep': 1,\n",
       "         '#cunts': 1,\n",
       "         '#felonsplease': 1,\n",
       "         '#HeIsMyBitch': 1,\n",
       "         '#Ichiro': 2,\n",
       "         '#Wisconsin': 1,\n",
       "         '#ssm': 1,\n",
       "         '#UNCLEtweet': 2,\n",
       "         '#bundy': 1,\n",
       "         '#excited': 1,\n",
       "         '#flourish': 1,\n",
       "         '#Tragic': 1,\n",
       "         '#PimpChampaign': 1,\n",
       "         '#astros': 1,\n",
       "         '#AOB': 1,\n",
       "         '#mybabyisallgrownup': 1,\n",
       "         '#ghetto': 3,\n",
       "         '#germany': 1,\n",
       "         '#wtf': 7,\n",
       "         '#funny': 1,\n",
       "         '#hornymen': 1,\n",
       "         '#RiseNGrind': 1,\n",
       "         '#GoGetIt': 1,\n",
       "         '#Bslfe': 1,\n",
       "         '#GoodMorning': 1,\n",
       "         '#cantStandUcunt': 1,\n",
       "         '#DC': 1,\n",
       "         '#Singlelife': 1,\n",
       "         '#bed': 1,\n",
       "         '#teddybear': 1,\n",
       "         '#foodie-ish': 1,\n",
       "         '#takendown': 1,\n",
       "         '#NoOneCares': 1,\n",
       "         '#Thesimpsons': 1,\n",
       "         '#LosAngeles': 8,\n",
       "         '#ThatsAFact': 1,\n",
       "         '#JayFacts': 1,\n",
       "         '#LatinKings': 1,\n",
       "         '#LetsMakeItAwkward': 1,\n",
       "         '#JustMadeItAwkward': 1,\n",
       "         '#cuzzints': 1,\n",
       "         '#smalltownproblems': 1,\n",
       "         '#neversaiditwasabadthing': 1,\n",
       "         '#brooksndunn': 1,\n",
       "         '#canunot': 1,\n",
       "         '#fuckoff': 1,\n",
       "         '#strippers': 1,\n",
       "         '#escorts': 1,\n",
       "         '#artists': 2,\n",
       "         '#hustlaz': 1,\n",
       "         '#hittaz': 1,\n",
       "         '#niggas': 1,\n",
       "         '#homophobic': 1,\n",
       "         '#MayweatherCotto': 1,\n",
       "         '#VBar': 1,\n",
       "         '#StMarksPlace': 1,\n",
       "         '#EastVillage': 1,\n",
       "         '#NYC': 2,\n",
       "         '#RichMahogany': 1,\n",
       "         '#TwitterLurking': 1,\n",
       "         '#wheresColman': 1,\n",
       "         '#everclear': 1,\n",
       "         '#flappybirdisruiningmylife': 1,\n",
       "         '#EternallyGrateful': 1,\n",
       "         '#BB16': 2,\n",
       "         '#SB4': 1,\n",
       "         '#GANG': 1,\n",
       "         '#december8th': 1,\n",
       "         '#themoreyouknow': 1,\n",
       "         '#Bond_age_': 1,\n",
       "         '#MilkTheCity': 1,\n",
       "         '#RespectTheCulture': 1,\n",
       "         '#idgafmode': 1,\n",
       "         '#TWERKTAPE': 1,\n",
       "         '#EaglesNation': 2,\n",
       "         '#BleedGreen': 1,\n",
       "         '#TGIF': 1,\n",
       "         '#GotNoSet': 1,\n",
       "         '#BobCostas': 1,\n",
       "         '#FukNiccas': 1,\n",
       "         '#science': 3,\n",
       "         '#fancy': 1,\n",
       "         '#sin': 1,\n",
       "         '#WhereYallAtWitIt': 1,\n",
       "         '#grindr': 1,\n",
       "         '#Snowpiercer': 1,\n",
       "         '#BarackObama': 1,\n",
       "         '#GoStampsGo84': 1,\n",
       "         '#dropkickkk': 1,\n",
       "         '#Sierra': 1,\n",
       "         '#skiers': 1,\n",
       "         '#deal': 1,\n",
       "         '#TravelNevada': 1,\n",
       "         '#VMAs': 1,\n",
       "         '#transformthursday': 2,\n",
       "         '#ladykimora': 9,\n",
       "         '#vegasqueens': 3,\n",
       "         '#vegasshowgirls': 2,\n",
       "         '#not': 1,\n",
       "         '#WVWX': 1,\n",
       "         '#turntup': 4,\n",
       "         '#webad': 4,\n",
       "         '#wepretty': 4,\n",
       "         '#gayvegas': 4,\n",
       "         '#wwc': 1,\n",
       "         '#sandiego': 1,\n",
       "         '#PostieTweet': 1,\n",
       "         '#ServiceMatters': 1,\n",
       "         '#GimmeABlackEmoji': 1,\n",
       "         '#NASCAR': 2,\n",
       "         '#whineytweet': 1,\n",
       "         '#lnyhbt': 4,\n",
       "         '#tgdn': 4,\n",
       "         '#pjnet': 9,\n",
       "         '#thegoodlife': 1,\n",
       "         '#BillMaher': 1,\n",
       "         '#cocaine': 1,\n",
       "         '#Columbus': 1,\n",
       "         '#moron': 2,\n",
       "         '#retards': 5,\n",
       "         '#weavetrip': 1,\n",
       "         '#wigger': 1,\n",
       "         '#NFG': 1,\n",
       "         '#WGE': 1,\n",
       "         '#FindTheEggs': 1,\n",
       "         '#EggsAreInHerAss': 1,\n",
       "         '#kimorablac': 4,\n",
       "         '#livingLegend': 1,\n",
       "         '#TU': 1,\n",
       "         '#Bloomington': 1,\n",
       "         ...})"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count = Counter(flatten_hashtag_lst)\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6e4ab368",
   "metadata": {},
   "outputs": [
    {
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       "                        <td id=\"T_46044_row0_col1\" class=\"data row0 col1\" >324</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_46044_row1_col0\" class=\"data row1 col0\" >#mkr</td>\n",
       "                        <td id=\"T_46044_row1_col1\" class=\"data row1 col1\" >314</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_46044_row2_col0\" class=\"data row2 col0\" >#TrumpIsATraitor</td>\n",
       "                        <td id=\"T_46044_row2_col1\" class=\"data row2 col1\" >204</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_46044_row3_col0\" class=\"data row3 col0\" >#ShameOnICC</td>\n",
       "                        <td id=\"T_46044_row3_col1\" class=\"data row3 col1\" >149</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_46044_row4_col0\" class=\"data row4 col0\" >#notsexist</td>\n",
       "                        <td id=\"T_46044_row4_col1\" class=\"data row4 col1\" >124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_46044_row5_col0\" class=\"data row5 col0\" >#DoctorsFightBack</td>\n",
       "                        <td id=\"T_46044_row5_col1\" class=\"data row5 col1\" >110</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_46044_row6_col0\" class=\"data row6 col0\" >#BorisJohnsonShouldNotBePM</td>\n",
       "                        <td id=\"T_46044_row6_col1\" class=\"data row6 col1\" >109</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_46044_row7_col0\" class=\"data row7 col0\" >#DhoniKeepsTheGlove</td>\n",
       "                        <td id=\"T_46044_row7_col1\" class=\"data row7 col1\" >100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_46044_row8_col0\" class=\"data row8 col0\" >#Yankees</td>\n",
       "                        <td id=\"T_46044_row8_col1\" class=\"data row8 col1\" >94</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_46044_row9_col0\" class=\"data row9 col0\" >#NotSexist</td>\n",
       "                        <td id=\"T_46044_row9_col1\" class=\"data row9 col1\" >66</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_46044_row10_col0\" class=\"data row10 col0\" >#FuckTrump</td>\n",
       "                        <td id=\"T_46044_row10_col1\" class=\"data row10 col1\" >64</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_46044_row11_col0\" class=\"data row11 col0\" >#iphone</td>\n",
       "                        <td id=\"T_46044_row11_col1\" class=\"data row11 col1\" >50</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_46044_row12_col0\" class=\"data row12 col0\" >#porn</td>\n",
       "                        <td id=\"T_46044_row12_col1\" class=\"data row12 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_46044_row13_col0\" class=\"data row13 col0\" >#android</td>\n",
       "                        <td id=\"T_46044_row13_col1\" class=\"data row13 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_46044_row14_col0\" class=\"data row14 col0\" >#ipad</td>\n",
       "                        <td id=\"T_46044_row14_col1\" class=\"data row14 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_46044_row15_col0\" class=\"data row15 col0\" >#sex</td>\n",
       "                        <td id=\"T_46044_row15_col1\" class=\"data row15 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_46044_row16_col0\" class=\"data row16 col0\" >#xxx</td>\n",
       "                        <td id=\"T_46044_row16_col1\" class=\"data row16 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_46044_row17_col0\" class=\"data row17 col0\" >#murderer</td>\n",
       "                        <td id=\"T_46044_row17_col1\" class=\"data row17 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_46044_row18_col0\" class=\"data row18 col0\" >#GandiNaaliAbuse</td>\n",
       "                        <td id=\"T_46044_row18_col1\" class=\"data row18 col1\" >48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_46044_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_46044_row19_col0\" class=\"data row19 col0\" >#tcot</td>\n",
       "                        <td id=\"T_46044_row19_col1\" class=\"data row19 col1\" >42</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29d103cce50>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 20 Hashtags\n",
    "most_hashtags = pd.DataFrame(count.most_common(20))\n",
    "most_hashtags.columns = [\"most_hashtags\",\"count\"]\n",
    "most_hashtags.style.background_gradient(cmap=\"Blues\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bde2086d",
   "metadata": {},
   "source": [
    "## Word Count of Tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ac2273ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "def word_count(text):\n",
    "    return text.apply(lambda x: len(str(x).split(\" \")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "12c27c61",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_word_count = word_count(df[\"tweet\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "dbc674eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30336</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30337</th>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30338</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30339</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30340</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30277 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       tweet\n",
       "0         25\n",
       "1         16\n",
       "2         21\n",
       "3          9\n",
       "4         26\n",
       "...      ...\n",
       "30336      9\n",
       "30337     39\n",
       "30338     51\n",
       "30339     22\n",
       "30340     22\n",
       "\n",
       "[30277 rows x 1 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_word_count = pd.DataFrame(df_word_count)\n",
    "df_word_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b0684909",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word_count</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30336</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30337</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30338</th>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30339</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30340</th>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30277 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       word_count  class\n",
       "0              25      0\n",
       "1              16      0\n",
       "2              21      0\n",
       "3               9      0\n",
       "4              26      0\n",
       "...           ...    ...\n",
       "30336           9      1\n",
       "30337          39      1\n",
       "30338          51      1\n",
       "30339          22      1\n",
       "30340          22      1\n",
       "\n",
       "[30277 rows x 2 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_word_count = df_word_count.join(df[\"class\"])\n",
    "df_word_count = df_word_count.rename(columns={\"tweet\": \"word_count\"})\n",
    "df_word_count"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8749081b",
   "metadata": {},
   "source": [
    "## Most Common Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "df497d27",
   "metadata": {},
   "outputs": [],
   "source": [
    "non_hate_sent = df[df[\"class\"]==0]\n",
    "hate_sent = df[df[\"class\"]==1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ade0057",
   "metadata": {},
   "source": [
    "## Common Non-Hate Speech Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "bd0c83d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_42922_row0_col1{\n",
       "            background-color:  #08306b;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_42922_row1_col1{\n",
       "            background-color:  #abd0e6;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row2_col1{\n",
       "            background-color:  #d1e2f3;\n",
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       "            background-color:  #dce9f6;\n",
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       "            background-color:  #e3eef8;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row6_col1{\n",
       "            background-color:  #e4eff9;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row7_col1{\n",
       "            background-color:  #e5eff9;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row8_col1{\n",
       "            background-color:  #e9f2fa;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row9_col1{\n",
       "            background-color:  #edf4fc;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row10_col1{\n",
       "            background-color:  #eef5fc;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row11_col1{\n",
       "            background-color:  #eff6fc;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row12_col1,#T_42922_row13_col1{\n",
       "            background-color:  #f2f7fd;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row14_col1{\n",
       "            background-color:  #f5f9fe;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row15_col1{\n",
       "            background-color:  #f5fafe;\n",
       "            color:  #000000;\n",
       "        }#T_42922_row16_col1,#T_42922_row17_col1,#T_42922_row18_col1,#T_42922_row19_col1{\n",
       "            background-color:  #f7fbff;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_42922_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Common_words</th>        <th class=\"col_heading level0 col1\" >count</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_42922_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_42922_row0_col0\" class=\"data row0 col0\" >bitch</td>\n",
       "                        <td id=\"T_42922_row0_col1\" class=\"data row0 col1\" >10918</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_42922_row1_col0\" class=\"data row1 col0\" >hoe</td>\n",
       "                        <td id=\"T_42922_row1_col1\" class=\"data row1 col1\" >4102</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_42922_row2_col0\" class=\"data row2 col0\" >like</td>\n",
       "                        <td id=\"T_42922_row2_col1\" class=\"data row2 col1\" >2671</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_42922_row3_col0\" class=\"data row3 col0\" >pussi</td>\n",
       "                        <td id=\"T_42922_row3_col1\" class=\"data row3 col1\" >2128</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_42922_row4_col0\" class=\"data row4 col0\" >fuck</td>\n",
       "                        <td id=\"T_42922_row4_col1\" class=\"data row4 col1\" >2017</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_42922_row5_col0\" class=\"data row5 col0\" >nigga</td>\n",
       "                        <td id=\"T_42922_row5_col1\" class=\"data row5 col1\" >1765</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_42922_row6_col0\" class=\"data row6 col0\" >get</td>\n",
       "                        <td id=\"T_42922_row6_col1\" class=\"data row6 col1\" >1693</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_42922_row7_col0\" class=\"data row7 col0\" >dont</td>\n",
       "                        <td id=\"T_42922_row7_col1\" class=\"data row7 col1\" >1656</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_42922_row8_col0\" class=\"data row8 col0\" >ass</td>\n",
       "                        <td id=\"T_42922_row8_col1\" class=\"data row8 col1\" >1441</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_42922_row9_col0\" class=\"data row9 col0\" >got</td>\n",
       "                        <td id=\"T_42922_row9_col1\" class=\"data row9 col1\" >1250</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_42922_row10_col0\" class=\"data row10 col0\" >shit</td>\n",
       "                        <td id=\"T_42922_row10_col1\" class=\"data row10 col1\" >1215</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_42922_row11_col0\" class=\"data row11 col0\" >aint</td>\n",
       "                        <td id=\"T_42922_row11_col1\" class=\"data row11 col1\" >1127</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_42922_row12_col0\" class=\"data row12 col0\" >trash</td>\n",
       "                        <td id=\"T_42922_row12_col1\" class=\"data row12 col1\" >1020</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_42922_row13_col0\" class=\"data row13 col0\" >lol</td>\n",
       "                        <td id=\"T_42922_row13_col1\" class=\"data row13 col1\" >986</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_42922_row14_col0\" class=\"data row14 col0\" >know</td>\n",
       "                        <td id=\"T_42922_row14_col1\" class=\"data row14 col1\" >833</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_42922_row15_col0\" class=\"data row15 col0\" >amp</td>\n",
       "                        <td id=\"T_42922_row15_col1\" class=\"data row15 col1\" >793</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_42922_row16_col0\" class=\"data row16 col0\" >love</td>\n",
       "                        <td id=\"T_42922_row16_col1\" class=\"data row16 col1\" >731</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_42922_row17_col0\" class=\"data row17 col0\" >want</td>\n",
       "                        <td id=\"T_42922_row17_col1\" class=\"data row17 col1\" >710</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_42922_row18_col0\" class=\"data row18 col0\" >one</td>\n",
       "                        <td id=\"T_42922_row18_col1\" class=\"data row18 col1\" >706</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_42922_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_42922_row19_col0\" class=\"data row19 col0\" >look</td>\n",
       "                        <td id=\"T_42922_row19_col1\" class=\"data row19 col1\" >702</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29d108948e0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_words = Counter([item for lst in non_hate_sent['clean_tweet_tokenized'] for item in lst])\n",
    "commonw = pd.DataFrame(common_words.most_common(20))\n",
    "commonw.columns = ['Common_words','count']\n",
    "commonw.style.background_gradient(cmap='Blues')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6632d1cd",
   "metadata": {},
   "source": [
    "## Common Hate Speech Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1419c9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "            background-color:  #f75b40;\n",
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       "            background-color:  #ffeee7;\n",
       "            color:  #000000;\n",
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       "            background-color:  #fff0e8;\n",
       "            color:  #000000;\n",
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       "            background-color:  #fff3ed;\n",
       "            color:  #000000;\n",
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       "            background-color:  #fff5f0;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_5edec_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Common_words</th>        <th class=\"col_heading level0 col1\" >count</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5edec_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_5edec_row0_col0\" class=\"data row0 col0\" >sexist</td>\n",
       "                        <td id=\"T_5edec_row0_col1\" class=\"data row0 col1\" >870</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_5edec_row1_col0\" class=\"data row1 col0\" >mkr</td>\n",
       "                        <td id=\"T_5edec_row1_col1\" class=\"data row1 col1\" >616</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_5edec_row2_col0\" class=\"data row2 col0\" >like</td>\n",
       "                        <td id=\"T_5edec_row2_col1\" class=\"data row2 col1\" >589</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_5edec_row3_col0\" class=\"data row3 col0\" >women</td>\n",
       "                        <td id=\"T_5edec_row3_col1\" class=\"data row3 col1\" >516</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_5edec_row4_col0\" class=\"data row4 col0\" >dont</td>\n",
       "                        <td id=\"T_5edec_row4_col1\" class=\"data row4 col1\" >484</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_5edec_row5_col0\" class=\"data row5 col0\" >get</td>\n",
       "                        <td id=\"T_5edec_row5_col1\" class=\"data row5 col1\" >432</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_5edec_row6_col0\" class=\"data row6 col0\" >fuck</td>\n",
       "                        <td id=\"T_5edec_row6_col1\" class=\"data row6 col1\" >430</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_5edec_row7_col0\" class=\"data row7 col0\" >nigga</td>\n",
       "                        <td id=\"T_5edec_row7_col1\" class=\"data row7 col1\" >428</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_5edec_row8_col0\" class=\"data row8 col0\" >hate</td>\n",
       "                        <td id=\"T_5edec_row8_col1\" class=\"data row8 col1\" >391</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_5edec_row9_col0\" class=\"data row9 col0\" >bitch</td>\n",
       "                        <td id=\"T_5edec_row9_col1\" class=\"data row9 col1\" >390</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_5edec_row10_col0\" class=\"data row10 col0\" >girl</td>\n",
       "                        <td id=\"T_5edec_row10_col1\" class=\"data row10 col1\" >349</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_5edec_row11_col0\" class=\"data row11 col0\" >call</td>\n",
       "                        <td id=\"T_5edec_row11_col1\" class=\"data row11 col1\" >344</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_5edec_row12_col0\" class=\"data row12 col0\" >peopl</td>\n",
       "                        <td id=\"T_5edec_row12_col1\" class=\"data row12 col1\" >337</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_5edec_row13_col0\" class=\"data row13 col0\" >amp</td>\n",
       "                        <td id=\"T_5edec_row13_col1\" class=\"data row13 col1\" >311</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
       "                        <td id=\"T_5edec_row14_col0\" class=\"data row14 col0\" >think</td>\n",
       "                        <td id=\"T_5edec_row14_col1\" class=\"data row14 col1\" >308</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
       "                        <td id=\"T_5edec_row15_col0\" class=\"data row15 col0\" >know</td>\n",
       "                        <td id=\"T_5edec_row15_col1\" class=\"data row15 col1\" >293</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
       "                        <td id=\"T_5edec_row16_col0\" class=\"data row16 col0\" >one</td>\n",
       "                        <td id=\"T_5edec_row16_col1\" class=\"data row16 col1\" >282</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
       "                        <td id=\"T_5edec_row17_col0\" class=\"data row17 col0\" >say</td>\n",
       "                        <td id=\"T_5edec_row17_col1\" class=\"data row17 col1\" >276</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
       "                        <td id=\"T_5edec_row18_col0\" class=\"data row18 col0\" >cant</td>\n",
       "                        <td id=\"T_5edec_row18_col1\" class=\"data row18 col1\" >264</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5edec_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
       "                        <td id=\"T_5edec_row19_col0\" class=\"data row19 col0\" >make</td>\n",
       "                        <td id=\"T_5edec_row19_col1\" class=\"data row19 col1\" >256</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x29d10c5a130>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_words2 = Counter([item for lst in hate_sent['clean_tweet_tokenized'] for item in lst])\n",
    "commonw2 = pd.DataFrame(common_words2.most_common(20))\n",
    "commonw2.columns = ['Common_words','count']\n",
    "commonw2.style.background_gradient(cmap='Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73c266a3",
   "metadata": {},
   "source": [
    "## WordClouds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "63d5b338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Non-Hate Speech WordCloud\n",
    "all_words = \" \".join([sentence for sentence in df[\"clean_tweet\"][df[\"class\"]==0]])\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=500, random_state=42, max_font_size=100).generate(all_words)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "bf6651e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Hate Speech WordCloud\n",
    "all_words = \" \".join([sentence for sentence in df[\"clean_tweet\"][df[\"class\"]==1]])\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=500, random_state=42, max_font_size=100).generate(all_words)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dbedcd57",
   "metadata": {},
   "outputs": [],
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