Sentiment_Modeling_JL.ipynb

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     "text": [
      "/home/ubuntu/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from IPython.core.display import HTML, display\n",
    "HTML(\"<style>.container { width:100% !important; }</style>\")\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "# import emoji lists from data.sentiment_dict\n",
    "from Data.sentiment_dict import positive, negative\n",
    "from sklearn.feature_extraction import DictVectorizer\n",
    "pd.options.display.max_colwidth=250\n",
    "pd.options.display.max_columns=999"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# separate tweet into parts with emojis of interest and the rest\n",
    "def separate_emoji(tweet, emojis):\n",
    "    emojis = set(tweet).intersection(emojis)\n",
    "    text = ''\n",
    "    for i in tweet:\n",
    "        if i not in emojis:\n",
    "            text += i\n",
    "    return text, dict.fromkeys(emojis,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# specify the location of the tweets\n",
    "negtweet_file ='./Data/negtweets.txt'\n",
    "postweet_file ='./Data/postweets.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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  {
   "cell_type": "code",
   "execution_count": 5,
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   "source": [
    "# initial lists, one for tweets, one for emoji of interest\n",
    "tweet_df = [] # so far, it is just lists\n",
    "emoji_df = []\n",
    "# load all the tweets from positive file\n",
    "with open(postweet_file,'r') as f:\n",
    "    for line in f:\n",
    "        tweet = line.decode('utf-8')\n",
    "        emojis = positive+negative\n",
    "        text_i, emojis_i =separate_emoji(tweet, emojis)\n",
    "        emoji_df.append(emojis_i) \n",
    "        tweet_df.append(text_i)\n",
    "# load all the tweets from negative file\n",
    "with open(negtweet_file,'r') as f:\n",
    "    for line in f:\n",
    "        tweet = line.decode('utf-8')\n",
    "        emojis = positive+negative\n",
    "        text_i, emojis_i =separate_emoji(tweet, emojis)\n",
    "        emoji_df.append(emojis_i) \n",
    "        tweet_df.append(text_i)\n",
    "\n",
    "# convert data into dataframe\n",
    "tweet_df = pd.DataFrame(tweet_df, columns=['tweet'])\n",
    "DV=DictVectorizer()\n",
    "emoji_df=DV.fit_transform(emoji_df) # this is actually a vector, or matrix, not a df\n",
    "emoji_list = {}\n",
    "for i in DV.feature_names_:\n",
    "    emoji_list[i.encode('raw_unicode_escape')] = i\n",
    "emoji_list=pd.DataFrame(emoji_list, index=[0])\n",
    "emoji_list = emoji_list[[i.encode('raw_unicode_escape') for i in DV.feature_names_]]\n",
    "emoji_df=pd.DataFrame(emoji_df.toarray(), columns=[i.encode('raw_unicode_escape') for i in DV.feature_names_])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "positive_columns = [i.encode('raw_unicode_escape') for i in positive]\n",
    "negative_columns = [i.encode('raw_unicode_escape') for i in negative]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
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    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>\\u2639</th>\n",
       "      <th>\\u263a</th>\n",
       "      <th>\\U0001f600</th>\n",
       "      <th>\\U0001f601</th>\n",
       "      <th>\\U0001f602</th>\n",
       "      <th>\\U0001f603</th>\n",
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       "      <th>\\U0001f606</th>\n",
       "      <th>\\U0001f607</th>\n",
       "      <th>\\U0001f60a</th>\n",
       "      <th>...</th>\n",
       "      <th>\\U0001f626</th>\n",
       "      <th>\\U0001f627</th>\n",
       "      <th>\\U0001f628</th>\n",
       "      <th>\\U0001f629</th>\n",
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       "      <th>\\U0001f630</th>\n",
       "      <th>\\U0001f631</th>\n",
       "      <th>\\U0001f638</th>\n",
       "      <th>\\U0001f641</th>\n",
       "      <th>\\U0001f642</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>☹</td>\n",
       "      <td>☺</td>\n",
       "      <td>😀</td>\n",
       "      <td>😁</td>\n",
       "      <td>😂</td>\n",
       "      <td>😃</td>\n",
       "      <td>😄</td>\n",
       "      <td>😆</td>\n",
       "      <td>😇</td>\n",
       "      <td>😊</td>\n",
       "      <td>...</td>\n",
       "      <td>😦</td>\n",
       "      <td>😧</td>\n",
       "      <td>😨</td>\n",
       "      <td>😩</td>\n",
       "      <td>😭</td>\n",
       "      <td>😰</td>\n",
       "      <td>😱</td>\n",
       "      <td>😸</td>\n",
       "      <td>🙁</td>\n",
       "      <td>🙂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 34 columns</p>\n",
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       "  \\u2639 \\u263a \\U0001f600 \\U0001f601 \\U0001f602 \\U0001f603 \\U0001f604  \\\n",
       "0      ☹      ☺          😀          😁          😂          😃          😄   \n",
       "\n",
       "  \\U0001f606 \\U0001f607 \\U0001f60a    ...     \\U0001f626 \\U0001f627  \\\n",
       "0          😆          😇          😊    ...              😦          😧   \n",
       "\n",
       "  \\U0001f628 \\U0001f629 \\U0001f62d \\U0001f630 \\U0001f631 \\U0001f638  \\\n",
       "0          😨          😩          😭          😰          😱          😸   \n",
       "\n",
       "  \\U0001f641 \\U0001f642  \n",
       "0          🙁          🙂  \n",
       "\n",
       "[1 rows x 34 columns]"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "emoji_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>bro that's so depressing.. Let's go to his house 🙄\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>thank you thank you for telling me about them omg i love them ❤x\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Excellent day at work, laughed all day. Blessed to do my job. #crewlife #averybritishairline #post2276gettingthere 👏🏻 \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Things are getting there \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I'm so proud of you! Welcome to the team!! #BellLetsTalk #SickNotWeak   \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>please follow me  #BellLetsTalk   X18\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>thanks girl 💕\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2 weeks from today  \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>'s snapchats cheer me up so much\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>I'm not sure if I'm going yet \\n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "                                                                                                                      tweet\n",
       "0                                                                      bro that's so depressing.. Let's go to his house 🙄\\n\n",
       "1                                                        thank you thank you for telling me about them omg i love them ❤x\\n\n",
       "2  Excellent day at work, laughed all day. Blessed to do my job. #crewlife #averybritishairline #post2276gettingthere 👏🏻 \\n\n",
       "3                                                                                               Things are getting there \\n\n",
       "4                                                I'm so proud of you! Welcome to the team!! #BellLetsTalk #SickNotWeak   \\n\n",
       "5                                                                                   please follow me  #BellLetsTalk   X18\\n\n",
       "6                                                                                                           thanks girl 💕\\n\n",
       "7                                                                                                    2 weeks from today  \\n\n",
       "8                                                                                        's snapchats cheer me up so much\\n\n",
       "9                                                                                          I'm not sure if I'm going yet \\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(tweet_df.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# combine tweet_df with emoji_df\n",
    "tweet_with_emoji_df = tweet_df.copy()\n",
    "tweet_with_emoji_df[emoji_df.columns] = emoji_df.copy()\n",
    "tweet_with_emoji_df['label'] = tweet_with_emoji_df[positive_columns].sum(axis=1).map(lambda x: x>=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.cross_validation import train_test_split\n",
    "(train_data, test_data) = train_test_split(tweet_with_emoji_df,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_samples = train_data.tweet.values\n",
    "# data_samples=np.hstack((train_data.tweet.values, test_data.tweet.values))\n",
    "# data_samples = tweet_with_emoji_df.tweet.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# tweet_with_emoji_df.head()\n",
    "# test_data.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from time import time\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer\n",
    "from sklearn.decomposition import NMF, LatentDirichletAllocation\n",
    "from sklearn.datasets import fetch_20newsgroups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n_samples = 2000\n",
    "n_features = 1000\n",
    "n_topics = 10\n",
    "n_top_words = 20\n",
    "\n",
    "def print_top_words(model, feature_names, n_top_words):\n",
    "    for topic_idx, topic in enumerate(model.components_):\n",
    "        print(\"Topic #%d:\" % topic_idx)\n",
    "        print(\" \".join([feature_names[i]\n",
    "                        for i in topic.argsort()[:-n_top_words - 1:-1]]))\n",
    "    print()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting tf-idf features for NMF...\n",
      "done in 0.627s.\n"
     ]
    }
   ],
   "source": [
    "# Use tf-idf features for NMF.\n",
    "print(\"Extracting tf-idf features for NMF...\")\n",
    "tfidf_vectorizer = TfidfVectorizer(max_df=0.95, min_df=2, #max_features=n_features,\n",
    "                                   stop_words='english')\n",
    "t0 = time()\n",
    "tfidf = tfidf_vectorizer.fit_transform(data_samples)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting tf features for LDA...\n",
      "done in 0.611s.\n",
      "Fitting the NMF model with tf-idf features,n_samples=2000 and n_features=1000...\n",
      "done in 2.119s.\n",
      "\n",
      "Topics in NMF model:\n",
      "Topic #0:\n",
      "love follow laurenfollowspree baby bellletstalk hi facetimemenash omg hey girl make lauren life amp video dream song ya new babe\n",
      "Topic #1:\n",
      "miss man really baby guys friend boyfriend days come brother home gonna hope babe gone amp having soon bae bestfriend\n",
      "Topic #2:\n",
      "know don like feel think really right shit need time let amp lol people wanna follow new make watch got\n",
      "Topic #3:\n",
      "thank god babe boo aw baby haha awesome girl omg awh youuu rt following youuuu oh hope beautiful aww lt\n",
      "Topic #4:\n",
      "happy birthday hope make great makes baby enjoy best bday follow amazing babe year bless girl pretty im time wish\n",
      "Topic #5:\n",
      "day today sleep great hope work valentine bad tomorrow going ve long sad nice really amp school bed ll new\n",
      "Topic #6:\n",
      "thanks follow boo girl following lol man lot rt babe ily hi haha connect hey great oh sharing check appreciate\n",
      "Topic #7:\n",
      "just got wanna need sleep did shit amp say man home lol life let wait oh people thought saw think\n",
      "Topic #8:\n",
      "want really bad don puppy hair baby home rn sleep food work pizza talk leave bed meet long dont sushi\n",
      "Topic #9:\n",
      "good morning night look luck feel hope damn sleep thing feeling really time looking sound sounds girl today god baby\n",
      "\n",
      "Fitting LDA models with tf features, n_samples=2000 and n_features=1000...\n",
      "done in 19.885s.\n",
      "\n",
      "Topics in LDA model:\n",
      "Topic #0:\n",
      "amp going best sorry way talk lmao year live feeling friend class watching amazing away mean hours waiting start hot\n",
      "Topic #1:\n",
      "think people night new better gt week thing makes mad literally haven looking check house weekend just lt hurt freddie\n",
      "Topic #2:\n",
      "miss day thanks thank im follow wish video watch gonna like did new facetimemenash hey guys days ya laurenfollowspree dm\n",
      "Topic #3:\n",
      "like today feel oh come look didn damn stop twitter hair 2016 bitch dont af 30 01 spotted car girls\n",
      "Topic #4:\n",
      "time right work ve omg hate sleep bad school trying gotta friends music little person fun finally food eat tweet\n",
      "Topic #5:\n",
      "know want man let girl just yes god pretty nice rn funny tired sure idk bro dead did read win\n",
      "Topic #6:\n",
      "home tomorrow great phone getting doing just nigga mom beautiful tell having won ok babe kanye help talking head stay\n",
      "Topic #7:\n",
      "love really happy ll wanna birthday like cute don say wait just tho long cause hi ur heart time soon\n",
      "Topic #8:\n",
      "need lol baby hope ass sad rt just good morning hard thought okay sick day gone bellletstalk actually old face\n",
      "Topic #9:\n",
      "don got just good shit make life fuck said fucking tonight ain yeah real 10 anymore money bout believe free\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Use tf (raw term count) features for LDA.\n",
    "print(\"Extracting tf features for LDA...\")\n",
    "tf_vectorizer = CountVectorizer(max_df=0.95, min_df=2, max_features=n_features,\n",
    "                                stop_words='english')\n",
    "t0 = time()\n",
    "tf = tf_vectorizer.fit_transform(data_samples)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "# Fit the NMF model\n",
    "print(\"Fitting the NMF model with tf-idf features,\"\n",
    "      \"n_samples=%d and n_features=%d...\"\n",
    "      % (n_samples, n_features))\n",
    "t0 = time()\n",
    "nmf = NMF(n_components=n_topics, random_state=1, alpha=.1, l1_ratio=.5).fit(tfidf)\n",
    "\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "print(\"\\nTopics in NMF model:\")\n",
    "tfidf_feature_names = tfidf_vectorizer.get_feature_names()\n",
    "print_top_words(nmf, tfidf_feature_names, n_top_words)\n",
    "\n",
    "print(\"Fitting LDA models with tf features, n_samples=%d and n_features=%d...\"\n",
    "      % (n_samples, n_features))\n",
    "lda = LatentDirichletAllocation(n_topics=n_topics, max_iter=5,\n",
    "                                learning_method='online', learning_offset=50.,\n",
    "                                random_state=0)\n",
    "t0 = time()\n",
    "lda.fit(tf)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "print(\"\\nTopics in LDA model:\")\n",
    "tf_feature_names = tf_vectorizer.get_feature_names()\n",
    "print_top_words(lda, tf_feature_names, n_top_words)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 1-gram with tf-idf\n",
    "tfidf_vectorizer = TfidfVectorizer(max_df=0.95, min_df=2, \n",
    "                                   max_features=n_features,\n",
    "                                   stop_words='english',\n",
    "                                   ngram_range=(1, 6))\n",
    "\n",
    "train_vect = tfidf_vectorizer.fit_transform(train_data.tweet.values)\n",
    "test_vect = tfidf_vectorizer.transform(test_data.tweet.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "np.savez_compressed(\"train_data.npz\", I = train_vect, O = train_data.label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7243795917624043"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#use logistic regression\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_auc_score, roc_curve\n",
    "\n",
    "clf = LogisticRegression(C=1, penalty='l2')\n",
    "clf.fit(train_vect, train_data.label)\n",
    "roc_auc_score(test_data.label,clf.predict_proba(test_vect)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# roc curve\n",
    "def plot_roc_curve(label, score):\n",
    "    fpr, tpr, _ = roc_curve(label, score)\n",
    "    plt.figure()\n",
    "    plt.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % roc_auc_score(label,score))\n",
    "    plt.plot([0, 1], [0, 1], 'k--')\n",
    "    plt.xlim([0.0, 1.0])\n",
    "    plt.ylim([0.0, 1.05])\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    plt.title('Receiver operating characteristic example')\n",
    "    plt.legend(loc=\"lower right\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6NHEDHLkcO6+UGgY0AzIbGLXW/3NaVEJkYRgGHy/bx8a9ZwGoUaEE4x9oJrUJ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\n/f0vWy+JQojL5dbBPR84C7x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rUaiSxc5DkRhA41rWNvcEBQUxbdpMS2MQQoi8VGj6LNIz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a2b32bb10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_roc_curve(test_data.label,clf.predict_proba(test_vect)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done  49 tasks       | elapsed:  1.9min\n",
      "[Parallel(n_jobs=-1)]: Done 199 tasks       | elapsed:  8.3min\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 144 candidates, totalling 432 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Done 432 out of 432 | elapsed: 18.0min finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=None, error_score='raise',\n",
       "       estimator=Pipeline(steps=[('tf_idf', TfidfVectorizer(analyzer=u'word', binary=False, decode_error=u'strict',\n",
       "        dtype=<type 'numpy.int64'>, encoding=u'utf-8', input=u'content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm=u'l2', preprocessor=None, smooth_idf=Tr...ty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False))]),\n",
       "       fit_params={}, iid=True, n_jobs=-1,\n",
       "       param_grid={'model__C': [0.5, 1, 2], 'tf_idf__ngram_range': [(1, 1), (1, 3), (1, 6)], 'tf_idf__max_features': [None, 1000], 'tf_idf__max_df': [0.95, 0.85], 'tf_idf__stop_words': ['english', None], 'tf_idf__min_df': [2, 5]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, scoring=None, verbose=1)"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# grid search\n",
    "from sklearn.grid_search import GridSearchCV\n",
    "clf = Pipeline([('tf_idf', TfidfVectorizer()),\n",
    "               ('model',LogisticRegression())])\n",
    "\n",
    "params = dict(tf_idf__max_df=[0.95, 0.85],\n",
    "             tf_idf__min_df=[2,5],\n",
    "             tf_idf__max_features=[None, n_features],\n",
    "             tf_idf__stop_words=['english', None],\n",
    "             tf_idf__ngram_range=[(1,1),(1,3),(1,6)],\n",
    "             model__C=[0.5,1,2])\n",
    "grid_search = GridSearchCV(clf, param_grid=params,verbose=1,n_jobs=-1)\n",
    "\n",
    "grid_search.fit(train_data.tweet.values, train_data.label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'model__C': 2,\n",
       " 'tf_idf__max_df': 0.95,\n",
       " 'tf_idf__max_features': None,\n",
       " 'tf_idf__min_df': 2,\n",
       " 'tf_idf__ngram_range': (1, 3),\n",
       " 'tf_idf__stop_words': None}"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.750104010573\n"
     ]
    }
   ],
   "source": [
    "print(roc_auc_score(test_data.label, grid_search.predict_proba(test_data.tweet)[:,1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Bjh3bJVmUYvkmC631LmCXUuorrXVUMcYkXNRbX/3H1v2RmdOPDGpGhyaVpb3a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\nJikpKfTrdxNz5synRo2aTt2nEEKUBKU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QqGl7FiGEEJpHNBYhhBAKRWMRQgihUDQWIYQQ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\nQgihUDQWIYQQCkVjEUIIodD/AI3yipf7Skk/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a19453f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = Pipeline([('tf_idf', TfidfVectorizer()),\n",
    "               ('model',LogisticRegression())])\n",
    "\n",
    "clf.set_params(**grid_search.best_params_)\n",
    "clf.fit(train_data.tweet.values, train_data.label)\n",
    "plot_roc_curve(test_data.label, clf.predict_proba(test_data.tweet)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6824\n"
     ]
    }
   ],
   "source": [
    "print(sum(test_data.label == clf.predict(test_data.tweet))*1.0/len(test_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda2/lib/python2.7/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "test_data['pred'] = clf.predict(test_data.tweet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tweet</th>\n",
       "      <th>pred</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11841</th>\n",
       "      <td>help\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19602</th>\n",
       "      <td>Morgan responds to her name \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45519</th>\n",
       "      <td>I cant believe i wouldnt even mind hearing an #Excuseme on #Raw  #Change is so needed. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25747</th>\n",
       "      <td>No fuck that like that's not cool at all \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42642</th>\n",
       "      <td>that man goes ballistic on the court.\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31902</th>\n",
       "      <td>Thanks ... I'm tired 💤\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30346</th>\n",
       "      <td>Keyboard Cover Skin Protector FOR HP Pavilion G4 G4-2235DX G4-1010US G4-1016DX  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12363</th>\n",
       "      <td>yes hope u like❤️ \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32490</th>\n",
       "      <td>I can't \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26128</th>\n",
       "      <td>In so serious. It's sad\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14227</th>\n",
       "      <td>thanks macy\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26376</th>\n",
       "      <td>Hate when a dumb bitch text paragraphs \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44173</th>\n",
       "      <td>I honestly don't know what I'd do with allie 💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12968</th>\n",
       "      <td>I'm about to get torched he's one of the best in wrestling \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32104</th>\n",
       "      <td>we need her back :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17844</th>\n",
       "      <td>Happy birthday  ! 💖\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43460</th>\n",
       "      <td>Lakers have broken my heart the last few seasons \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8369</th>\n",
       "      <td>you have so much love to pass it on to fans💖 #FaceTimeMeNash dm me? GUYS WATCH!  go like&amp;amp;subscribe!💕x38\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15055</th>\n",
       "      <td>\"There ain't no 'us' in team! Fuck these guys\" \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6338</th>\n",
       "      <td>Salty bitches .. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15301</th>\n",
       "      <td>you can't never talk  I be faithful in the talking stage 💯\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46250</th>\n",
       "      <td>Woodward 'desperate' not to sack van Gaal  Real Madrid make David De Gea their top target \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45580</th>\n",
       "      <td>Solo and ensemble time \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24647</th>\n",
       "      <td>its really my favorite Videoclip ❤\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46712</th>\n",
       "      <td>30/01/2016 15:46UTC #MM0HVU has been spotted on 14076 by #F1GBD #DX20M\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4150</th>\n",
       "      <td>that's really how I picture him \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42460</th>\n",
       "      <td>My tattoo got scratched and now I'm bleeding 👿👿👿\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29079</th>\n",
       "      <td>When people try to use slang and use it completely out of context 😐\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19412</th>\n",
       "      <td>:D *chomps* Rough enough? xD\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34839</th>\n",
       "      <td>When you have a good ass dream that you think it's real only to wake up being disappointed cause it really didn't happen.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34478</th>\n",
       "      <td>Uggghhh u r so painfuullll 😫👊🏻\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16956</th>\n",
       "      <td>Kinda want one of those relationships where can act absolutely silly together.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29342</th>\n",
       "      <td>I can't.. It hurts so much... Im never going to see her beautiful smile again:( it's my fault  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26351</th>\n",
       "      <td>Didn't wanna bring out the mean mikayla but I have no choice:(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>I'm so happy my grandad taught me how to drive. dog ass skills \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24189</th>\n",
       "      <td>Coming Up Short is almost done but it's nothing like what I've been writing lately. I want to release it allllll \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>OMG I LOVE YOU SO MUCH GUYS ❤❤❤💋\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5140</th>\n",
       "      <td>How Many Females Can 🚶 In A Room Full Of Niggas &amp;amp; Say None Hit? 👀 You Bitches Be Having Bodies 😷 100 Miles On That Lil PutPut 🚕🚮\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12649</th>\n",
       "      <td>Finna go to practice tomorrow if he kicks me out someone warn him in flaming his whole life \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19883</th>\n",
       "      <td>Convincing guys to use nair is the highlight of my night 😅\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36238</th>\n",
       "      <td>Teasing me &amp;amp; shit \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34129</th>\n",
       "      <td>I miss you sir  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39915</th>\n",
       "      <td>still waiting for mine  on its way still! What's the latest time  deliver??\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39723</th>\n",
       "      <td>I thought I was over this... \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7346</th>\n",
       "      <td>Video here ▶ [  ]  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8346</th>\n",
       "      <td>that video is the funniest thing I've ever seen \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38676</th>\n",
       "      <td>Oh my goshhhh... College wide meetings ahhh... I need my bed \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21388</th>\n",
       "      <td>(48.) TERAA SURROOR TRAILER DAY :))))\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2838</th>\n",
       "      <td>you are too desperate \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48141</th>\n",
       "      <td>Just another nightmare \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>Sally would've bit Andy's head off for it \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22320</th>\n",
       "      <td>:) Please know TwitterWorld that quote is not attributed to me!!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>IM SO GLAD THEY FINALLY GOT U A SOLO OPPA! THO U DESERVED ONE YEARS AGO BUT WE STILL LOVE U AND UR SWEET VOICE!! :D #Hwaiting ♥♥♥♥\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30641</th>\n",
       "      <td>I wonder how Sally felt :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27739</th>\n",
       "      <td>It was all good just a few days ago :(\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4622</th>\n",
       "      <td>All smiles over here \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30351</th>\n",
       "      <td>Still so in love with the memories \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40136</th>\n",
       "      <td>Fuck the YMCA and all those old ass white bitches who think its good to talk down to customer\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28428</th>\n",
       "      <td>I won't make it till 12 to tell you but happy birthday princess ! I hope you have a good day tomorrow 💖 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45494</th>\n",
       "      <td>You are a person that I need most. Come and sit next to me now...\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7187</th>\n",
       "      <td>I love singing skillet because of the rasp in the vocals \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10204</th>\n",
       "      <td>looking forward to an all skinnerbees and mini raj stream tonight  hope the travel isn't too soul crushing!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26750</th>\n",
       "      <td>why is Aaron shirtless 😵😵😵\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44715</th>\n",
       "      <td>sooo boring 😞\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42944</th>\n",
       "      <td>That moment when you think you no homework but then remember you have a test on Monday.... \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21015</th>\n",
       "      <td>Funny af  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33753</th>\n",
       "      <td>I love my dad so much!! He doesn't deserve to go thru all of this\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>Hi Nash!  I love New Video! #FacetimeMeNash 👇  👈 ❎CAN YOU FOLLOW ME PLEASE?❎ ❤CHILE LOVES YOU❤ Te amo💘115\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45359</th>\n",
       "      <td>&amp;amp; keep throwing her toys ona floor on purpose 😒\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33325</th>\n",
       "      <td>doing a great job at the debates tonight! Don't go to  event\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16670</th>\n",
       "      <td>When you like your Dogs more than people \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7496</th>\n",
       "      <td>Lil Quay  ? \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49735</th>\n",
       "      <td>Yes yes yes  “: Need Bhipotle”\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2123</th>\n",
       "      <td>alysiah : alysiagirl11_.. We invite u to J0IN our FREE iPh0ne 6s giveaway! Read bi0 for rules :) Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39717</th>\n",
       "      <td>Feel so ill, I think I'm dying. Currently in bed feeling extremely sorry for myself, at least I have quavers and new PPL 🙌🏻️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12167</th>\n",
       "      <td>thank you\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32266</th>\n",
       "      <td>I honestly wanna make this chicken Alfredo n cuddle 💯\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28900</th>\n",
       "      <td>When u wanna be slim thick but u just chubby :(\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>must be nice :-) \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16537</th>\n",
       "      <td>They don't do shit but bullshit in them games anyways .. It ain't much coachin going on\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37875</th>\n",
       "      <td>isaw please :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10632</th>\n",
       "      <td>A2 the yoga! Loved the prenatal yoga to help relax :) #ItsWorkingProject\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12186</th>\n",
       "      <td>Our town is so pathetic that it makes me laugh at this point  you just gotta have the last name and you can do whatever you desire \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32712</th>\n",
       "      <td>I miss you :(.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2329</th>\n",
       "      <td>Haha! Sorry, sorry  I just find him a bit creepy and clingy. Like for me, that would be too overbearing 🙈\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4937</th>\n",
       "      <td>I don't have facetime but a dm would be nice  #FaceTimeMeNash \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46058</th>\n",
       "      <td>Made the mistake of going food shopping when I was hungry. Safe to say it was an expensive trip\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46458</th>\n",
       "      <td>My car is acting up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9406</th>\n",
       "      <td>Does anyone else love Janet on the #Undateables \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23165</th>\n",
       "      <td>Thank you for reminding me it was Mozart's birthday.  :-)     Blessings!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42025</th>\n",
       "      <td>Smh you show us your \"battle scars\" but can't show us your dick \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28518</th>\n",
       "      <td>ugh David 😒\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43515</th>\n",
       "      <td>:created by AAP.People voted Modi for corruption free India but Modi is far more corrupt.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15009</th>\n",
       "      <td>Mom just told me that I needed to stop \"twitting\"\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24457</th>\n",
       "      <td>Me/mum up early to watch #DjokovicVsFederer love this rivalry between them and me n mum when they play  wish this was the final #AusOpen 🎾\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7229</th>\n",
       "      <td>Fav for an honest DM from jueun, seyoung and I :)))\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33733</th>\n",
       "      <td>Will you come to Spain this year? I really want to see you :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10998</th>\n",
       "      <td>don't say I ain't tell you so️❤️.\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13443</th>\n",
       "      <td>i went to Tattoo Bob's in Rockford (forest hills rd location) and they were awesome. you can choose any fonts online there \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43682</th>\n",
       "      <td>I want somebody I know won't ever leave me unless death takes them out my life!!! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30014</th>\n",
       "      <td>I don't like to fight but people love to provoke me. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41806</th>\n",
       "      <td>Bitches that don't like me starting to tweet like me, I'm not surprised at least u took notes✍🏾\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31462</th>\n",
       "      <td>cramps \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27468</th>\n",
       "      <td>The picture on my ID's are hilarious 😏\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37803</th>\n",
       "      <td>and di hamesha cvs aisa karte hai just to drag and glorify sw\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45114</th>\n",
       "      <td>exactly what the tweet says, dad said I was literally arguing with myself🔫\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25041</th>\n",
       "      <td>I'm alive tho! 💔\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29179</th>\n",
       "      <td>First night sleeping without my girlfriend i can't do this shit man💔 im not even about to sleep\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47356</th>\n",
       "      <td>I hate being sick cause I can't do anything :(((((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4006</th>\n",
       "      <td>Hi! Want to know how to grow your social media? Come to a free workshop Feb 3rd:  🏄\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38324</th>\n",
       "      <td>It won't be another her for a long time  #pandora \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47427</th>\n",
       "      <td>are you sure. :( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46960</th>\n",
       "      <td>Really sad  is over 💔💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48059</th>\n",
       "      <td>It feels so good outside  today but I'm sick \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39118</th>\n",
       "      <td>Don't like how I'm feeling atm. Think I might actually be able to stop watching TBL for the remainder of the season. Have bad feelings 💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41256</th>\n",
       "      <td>At least I'm trying \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28556</th>\n",
       "      <td>Let me lick you up &amp;amp; down til you say stop 👅💦💦\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20056</th>\n",
       "      <td>I love you so much your face is my chair \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21100</th>\n",
       "      <td>words from  \"courage doesn't guarantee success but it always precedes it\" best of luck in the AusOpen final  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>fuck my life I need to save to fkin travel but fuk dawg... i want anotha tattoo \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30995</th>\n",
       "      <td>I just deleted over 200 pictures dawg \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3336</th>\n",
       "      <td>lmao me either bruh...not even bout to illegally download em\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5665</th>\n",
       "      <td>Why she say that \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28316</th>\n",
       "      <td>2 stubborn people don't mix 😒🙅\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12359</th>\n",
       "      <td>Lol @ Emily\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44501</th>\n",
       "      <td>I didnt know that I was hoping I could get u it :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28716</th>\n",
       "      <td>YASSSS CARA AND JAIME WON  #thechallengebloodlines\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27316</th>\n",
       "      <td>Buying tickets for the copa america is so confusing \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41791</th>\n",
       "      <td>Stop it \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38553</th>\n",
       "      <td>RT ChristiChat: Watched their accomplishments in the senate.  NOT watching #GOPDebate  I'…  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32942</th>\n",
       "      <td>I've been considering getting it removed :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6101</th>\n",
       "      <td>Guys does anyone live in Detroit and want to go to the Shawn Mendes concert \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36811</th>\n",
       "      <td>I should of checked the whether man damn\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22326</th>\n",
       "      <td>I saw this. And thought about you.  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46474</th>\n",
       "      <td>Might just stay in the house today....\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29590</th>\n",
       "      <td>😉 she say \"I'm her big dick RULER\"...\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43079</th>\n",
       "      <td>That is a rough day.  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5944</th>\n",
       "      <td>Lmao niggas really have no problem being a sugar daddy. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7107</th>\n",
       "      <td>new MV? :D\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20114</th>\n",
       "      <td>Baby got a new job 🤑\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29473</th>\n",
       "      <td>Danny blocked me on snap \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30098</th>\n",
       "      <td>I said please  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49646</th>\n",
       "      <td>So hungry \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22468</th>\n",
       "      <td>My baby love being surprised \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44302</th>\n",
       "      <td>eng hoor ! EZY2152 richting Londen Luton\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13919</th>\n",
       "      <td>love seeing others do well \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31275</th>\n",
       "      <td>please \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14991</th>\n",
       "      <td>no lmao i knew you were gonna post this \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36373</th>\n",
       "      <td>My dad left and I'm gonna miss him so much :(((((((((((( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4130</th>\n",
       "      <td>Watching supernatural \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5093</th>\n",
       "      <td>I haven't worked for 3 weeks but I worked out my wage and it's a lot different to what I got paid \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16406</th>\n",
       "      <td>Try to Ignore the fact that every year you're single your chances of finding a hot guy without a baby momma decreases significantly  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49529</th>\n",
       "      <td>takes so fucking long to get into a cod online game right now :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37287</th>\n",
       "      <td>don't say that :-(((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4775</th>\n",
       "      <td>Gosh people will treat you like crap and say everything is your fault \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47529</th>\n",
       "      <td>my throat hurts but its not like a lot but its there and im like &amp;gt;:( no *aggressivly drinks*\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12542</th>\n",
       "      <td>i should really just go head and buy this phone , i just don't wanna spend it then regret it\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44970</th>\n",
       "      <td>im jealous of the way youre happy without me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37492</th>\n",
       "      <td>Up early \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19139</th>\n",
       "      <td>Pinned Tweet \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4727</th>\n",
       "      <td>oooh intresting ok i will nom you :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15843</th>\n",
       "      <td>Bc he BNL that's why \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30943</th>\n",
       "      <td>imagine the gautrain had a 24/7 service . 🔥\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12367</th>\n",
       "      <td>Me asf I don't play with these social media thots.  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5920</th>\n",
       "      <td>Meet the main character of our new game! So happy to have  in our team :) \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31572</th>\n",
       "      <td>I should not be driving myself or kids around being as tired as I am 😳😴\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37764</th>\n",
       "      <td>Salty b/c  gave me a pen with no ink....😷\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25744</th>\n",
       "      <td>I almost forgot twitter 😹\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44605</th>\n",
       "      <td>My sister is 6'3. I used to be 6'0.5 :(  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34708</th>\n",
       "      <td>are u ever going to come bck to school?!?!💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37787</th>\n",
       "      <td>Beating up the Pussy  knocking pictures off the Wall.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10551</th>\n",
       "      <td>crine  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34194</th>\n",
       "      <td>go 🏠 ric \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5435</th>\n",
       "      <td>wish I was traveling with  right now, Indonesia looks sick! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37603</th>\n",
       "      <td>hungry af \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35259</th>\n",
       "      <td>Man guh germsy-est of germs  Sahida wadidyewdooooooo?\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3985</th>\n",
       "      <td>first today I got you lot arguing about Ruddy Duck , now Pipits , maybe I should keep my gob shut ? \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18564</th>\n",
       "      <td>of course it does \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20447</th>\n",
       "      <td>Women News: Women trained for self-employment: DC: MAI BHAGO WOMEN EMPOWERMENT SCHEMETribune News ServiceJalan... \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8157</th>\n",
       "      <td>Data crazy how your own flesh &amp;amp; blood can't look out for you have when you need it but do anything for somebody else \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32696</th>\n",
       "      <td>Oh god ~ SO excited the day that we waited for a long time is tomorrow \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22887</th>\n",
       "      <td>I went to my sisters house in a dress and left w sweats on. she took my dress  and my nose ring for her stud lmao\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41603</th>\n",
       "      <td>I miss you more dm me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34464</th>\n",
       "      <td>Mxm , I need to block you  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20208</th>\n",
       "      <td>How the hell do I tell the difficulty of enemies in Fallout? Cause I'm exploring n shit and suddenly get raped even in power armor 🙃\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22466</th>\n",
       "      <td>you're welcome:)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6716</th>\n",
       "      <td>Wonder if my aunt will trim my hair if I buy her some crabs🤔🤔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6776</th>\n",
       "      <td>Good morning! :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13858</th>\n",
       "      <td>His laugh is why I live \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42172</th>\n",
       "      <td>I just want to cuddle with my boo and go on a cute date ️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48563</th>\n",
       "      <td>I've been supporting you since the start and am ALWAYS ignored :( please let today be the day you finally follow me♥♥♥\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44596</th>\n",
       "      <td>i just want my mom \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42281</th>\n",
       "      <td>I want to go to a J.cole concert so bad \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3598</th>\n",
       "      <td>dear god I take that back I just saw her tweet #👍\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44275</th>\n",
       "      <td>Brownie was clutch\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26312</th>\n",
       "      <td>Bored in sw \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41520</th>\n",
       "      <td>LMFAO. School be cool till you gotta do homework &amp;amp; shit. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29952</th>\n",
       "      <td>Honestly still struggling with the idea of working 5am-4pm on Saturday :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12468</th>\n",
       "      <td>I hate you too! 😠\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3234</th>\n",
       "      <td>Thank you!  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3645</th>\n",
       "      <td>you got your licence and I speed up :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16774</th>\n",
       "      <td>Milford is gonna be in school while everybody out in the summer all these bomb threats ‼️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10906</th>\n",
       "      <td>Chick'n Shack (@ Shake Shack) on #Yelp \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38615</th>\n",
       "      <td>Don't even know since when my phone crack\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5893</th>\n",
       "      <td>Oh Lord, your smile is ahhmazing😅\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18773</th>\n",
       "      <td>omgg little Freddie  #Freddie \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16150</th>\n",
       "      <td>your beautiful \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47550</th>\n",
       "      <td>I ain't have a hot meal in so long \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48190</th>\n",
       "      <td>just saw that too\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5147</th>\n",
       "      <td>Keep cool Ethan nd breath\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36170</th>\n",
       "      <td>YOU HUMAN YOU NOT ROBOAT PLEASE NOT SEND BAD COMMENT  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5557</th>\n",
       "      <td>On the phone with health partners this bitch won't hang up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42468</th>\n",
       "      <td>Follow me please cam  x58\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9953</th>\n",
       "      <td>same \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16677</th>\n",
       "      <td>no cold hoes this weekend👅\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16883</th>\n",
       "      <td>Why girls always wanna talk about the last nigga they were w like a nigga cares \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16352</th>\n",
       "      <td>thanks love that quote \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23360</th>\n",
       "      <td>looking gorgeous  #Dishoom\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>Im so glad one of my fave artists is aware of mental health. Thank u It means a lot. #BellLetsTalk #laurenfollowspree 🐣🐥 66\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40278</th>\n",
       "      <td>lol shut up you're literally so cute \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48840</th>\n",
       "      <td>He wasnt a happy bunny:-(\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14892</th>\n",
       "      <td>obvio*💩\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21987</th>\n",
       "      <td>hey  just seeing this.. Im never on twitter . Ig: pretty_looty\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32684</th>\n",
       "      <td>He's gonna be so mad at me \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31291</th>\n",
       "      <td>No joke just watched a kid get kicked out of class for vaping...welcome to MCC💨💨\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13805</th>\n",
       "      <td>Bitches Don't Even Be Having Phones Or A Stable Place To Stay But Be Out Her Clubbing Fighting Etc Like Bitch You Through 💁👊\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31001</th>\n",
       "      <td>They're coming back  they're coming back \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26140</th>\n",
       "      <td>Rihanna dropped ANTI ON TIDAL BUT NOT ITUNES \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48056</th>\n",
       "      <td>Oh my... #UnitedFioreMages \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>when you're jamming to #britneyjean all the songs are good even the bad ones \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32366</th>\n",
       "      <td>Imissyou 😏😑\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28211</th>\n",
       "      <td>all i wanna do is watch Netflix \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47765</th>\n",
       "      <td>I want a box of creme eggs, a never ending mug of coffee and to get snuggled up and catch up on CBB. #PLS\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22870</th>\n",
       "      <td>imitating Jackson oppa \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17447</th>\n",
       "      <td>I'm confused. Was #ANTi supposed to be released on Tidal early Orr...\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48520</th>\n",
       "      <td>My night routine is becoming an addiction now 😌\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4516</th>\n",
       "      <td>You know your mood improves when you can handle listening to System of a Down once again. Ah, #nostalgia.  🤘🎸🎧🎼\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41027</th>\n",
       "      <td>nah Suddenlink, I wish I did have Comcast at this point.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7721</th>\n",
       "      <td>Just love her sooooo much!!!! :) ~xoxox~ \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11126</th>\n",
       "      <td>classy\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49986</th>\n",
       "      <td>kS05 NDX  #Audi #AudiUK #cars \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34573</th>\n",
       "      <td>This blunt callin my name lmao\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34035</th>\n",
       "      <td>@chaelincl you're amazing 💭💕 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38456</th>\n",
       "      <td>but he was a character that I actually liked!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24752</th>\n",
       "      <td>that thin ass blunt wtf \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43777</th>\n",
       "      <td>i feel like i'm the only one home \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19933</th>\n",
       "      <td>Thank you for the letting us know :) #ExpressoShow\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33740</th>\n",
       "      <td>Nooo but why does his make up look so good though \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33711</th>\n",
       "      <td>Want to be with a friend tonight :( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10393</th>\n",
       "      <td>OMG these image teasers \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49677</th>\n",
       "      <td>Wishing I was in New Orleans :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36740</th>\n",
       "      <td>cant wait for my replay maya!on duty pa :( #ALDUBTurnBackTime\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25494</th>\n",
       "      <td>This white lady so phat 🙄 she shitting on me \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9527</th>\n",
       "      <td>Snow Angels &amp;amp; sunshine! FM's Gr. 1s having fun  Mountsberg :) \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44993</th>\n",
       "      <td>My Lonely Guy reached Lv. 14 in Lonely Guy App.  I've been neglecting my friend :( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7999</th>\n",
       "      <td>igh den\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49489</th>\n",
       "      <td>When my mom don't text me back or pic up when I call I feel neglected \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15326</th>\n",
       "      <td>When you didn't know your friend dated the guy you just told her was cute asf so you have to play it off..\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29529</th>\n",
       "      <td>This shit I'm dealing with is something serious \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43052</th>\n",
       "      <td>I lost count of how many times I said OMG after 20 minutes into tonight's !  #TheOriginals\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42274</th>\n",
       "      <td>so many funds Ii cannot deal (missin u btw)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46898</th>\n",
       "      <td>You're a sleezy wee prick, chatting up other girls while you have a burd then denying it and putting the blame on the girl \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7672</th>\n",
       "      <td>tempting.... where? If you say Cuba im staying in\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42117</th>\n",
       "      <td>anyway to check if my reward disappeared before I had a chance to use it? Had 2 rewards this AM but now just 1 :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27781</th>\n",
       "      <td>I need more babies to play with  karter getting big fast \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35790</th>\n",
       "      <td>I don't even have any issues with my mom or argue with my mom but she is like annoying \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18354</th>\n",
       "      <td>oww baby cute 💕  #CongratulationsLouis 💕👌👏  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34315</th>\n",
       "      <td>nigga you don't know the half of it  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>not going anywhere anytime soon always here to support you guys :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48243</th>\n",
       "      <td>I must have filled out at least 6 job applications\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18537</th>\n",
       "      <td>When you can't resist the sexyness 🙈\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40529</th>\n",
       "      <td>the people who talk shit ab me are girls who live in richlands &amp;amp; go to community college, still living with their mom &amp;amp; dad  unfortunate\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5924</th>\n",
       "      <td>LMFAOOO 💀\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46725</th>\n",
       "      <td>Can't go for a drive don't have anywhere to go, Cant go out Gotta save money \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22332</th>\n",
       "      <td>Just happy to know you are ok :)  Hugs \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24492</th>\n",
       "      <td>Have an awesome Thursday #Googleverse :-)  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7690</th>\n",
       "      <td>tfw i'll be needing 3 of those dresses :)))\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39919</th>\n",
       "      <td>Planning to go to Cape Town next month but I have no one to go with! Such a bore :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9873</th>\n",
       "      <td>Hi everyone :) #GreatValueContest\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31308</th>\n",
       "      <td>weak :(\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7064</th>\n",
       "      <td>Hi   You are my happiness ✨My life 💫My savior 💞You are my EVERYTHING PLEASE FOLLOW #OneDBestFans2016  -1834\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26009</th>\n",
       "      <td>I miss you💗 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27174</th>\n",
       "      <td>I told Kyng pick a movie so when he get out the tub he can watch it while he eats why he picks chucky 😒\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49343</th>\n",
       "      <td>answer me, please 🙈🙀\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30070</th>\n",
       "      <td>neck deep later ️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36929</th>\n",
       "      <td>The world  is fully filled  with jealous and temporary  people... then where will i find someone like me..., Frustrating thought :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18416</th>\n",
       "      <td>I call you son cus you shine like one  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3157</th>\n",
       "      <td>Who WILL RETWEET this ?? GET $10💰 #FREE #groceries NEW Ondemand grocery delivery ! 🐤 #beach #Daytona #ncbeer \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33110</th>\n",
       "      <td>U girls are stressing me already. Not gonna cuss ur asses out on social media but NO moving into my house!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19278</th>\n",
       "      <td>Rihanna never disappoints me 👏🏽\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43909</th>\n",
       "      <td>LANCE A MAKE EM DANCE ALL OVER JULIUS RANDLE!!!  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48629</th>\n",
       "      <td>2 more hours at work 😴\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>When you crush watch your snap 🙊🎤😏\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3686</th>\n",
       "      <td>That's a gorgeous picture :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49547</th>\n",
       "      <td>Lydia's taken all the make up wipes  how does she annoy me when she isn't even here\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7302</th>\n",
       "      <td>I love you 💕\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27642</th>\n",
       "      <td>sync (OutPhase)??beatmania IIDX 5th style\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41451</th>\n",
       "      <td>Pls follow me, I beg you. 💞   I've  been trying for so long. Tap my follow button, love you💚     36.474\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17556</th>\n",
       "      <td>love love love ✌️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44655</th>\n",
       "      <td>heck, im a supervisor and I get told to stay at work sick. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23852</th>\n",
       "      <td>Okay, this guy has a temper!! That situation escalated rather quickly \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12658</th>\n",
       "      <td>anytime :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36890</th>\n",
       "      <td>Bruhhhh, you locs would have been wet afffff by now!  i'm juiced for you to get them again! 🙌🏾\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>Y r so many nice ppl turning chavy asf? Hashtag roadman is not a good look 🙃\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4818</th>\n",
       "      <td>the only two people I feel comfortable sending ugly snapchats to are dyllon and harley. that's it🙄\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7230</th>\n",
       "      <td>Shit quality because I'm on 3G but there's me &amp;amp;  on 's video!!!!  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21936</th>\n",
       "      <td>Why do we love the way we do... Yeh bhi koi title h book ka :D #Killer\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37719</th>\n",
       "      <td>moshocket literal  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13316</th>\n",
       "      <td>bring in the troops! #StrengthInNumbers\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43836</th>\n",
       "      <td>FUCK IM SO HAPPY THAT WAS ONLY A DREAM FUCK MY HEART IS POUNDING SO FAST I WOKE UP WITH PANIC FUCK \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>the sun feels so good \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41185</th>\n",
       "      <td>5 years ago today I was seeing No Strings Attached with Michael.  sure do miss the butthead.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27894</th>\n",
       "      <td>I want to see huniepop \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39250</th>\n",
       "      <td>how do you have a job and still be broke \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19443</th>\n",
       "      <td>I'm crying at \"That's a good titty\"\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36685</th>\n",
       "      <td>Steady Pressin My Sht \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34482</th>\n",
       "      <td>Take me to him \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101</th>\n",
       "      <td>good night :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39889</th>\n",
       "      <td>This is crazy  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2458</th>\n",
       "      <td>Loving Gillian's facial expressions and back chat #cbb #cbbuk #cbb2016\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29771</th>\n",
       "      <td>why don't u follow me? I'm trying to get your follow but u don't follow me :(  I love u\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9691</th>\n",
       "      <td>because it's ridiculous :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26940</th>\n",
       "      <td>In My Feelings ep by  is amazing ! Why am I just now listening to this ?! 🙌🏾\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7813</th>\n",
       "      <td>this weather is amazing 🙌🏻\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28216</th>\n",
       "      <td>#askmissuniverse Please give me some advice to overcome shyness and ignore the negative comments, I'm happy for her success. 🙏 LOVE YOU 👍👍\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18057</th>\n",
       "      <td>Desirae : desiraemims41, Did u know that u could get an iPhone 6s without buying it? See my bi0 :) Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4283</th>\n",
       "      <td>Without twitter some of you are nothing.  #BlackMafia\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7458</th>\n",
       "      <td>WOAH, DUH the gf gets treated too. As usual, caught in a lie &amp;amp; deactivates\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9366</th>\n",
       "      <td>Family goals   #PSYPagtuklas \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41973</th>\n",
       "      <td>Best movie ever💖 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11578</th>\n",
       "      <td>Lol when you have a lesbian friend .. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48389</th>\n",
       "      <td>I submitted a report; I did all I could. Sorry for the whole mess, I just wish I could help out more. :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9866</th>\n",
       "      <td>😈 ✨ you my hg  I fwy you cute and cool \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25388</th>\n",
       "      <td>You should have come!!!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16121</th>\n",
       "      <td>wtf when did you take this\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10416</th>\n",
       "      <td>🍑 / fine ass  , ily \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22518</th>\n",
       "      <td>Fsee Neva \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23695</th>\n",
       "      <td>aw nah just never tried \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19240</th>\n",
       "      <td>missing you too, \"wishing u were somehow here with me..\" 💓\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23399</th>\n",
       "      <td>bc u are\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20087</th>\n",
       "      <td>When everyone thinks you're going out to eat with zae, and everything thinks I'm lying and actually going with Desiree\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26860</th>\n",
       "      <td>f@*# that \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39084</th>\n",
       "      <td>I miss Nic \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3066</th>\n",
       "      <td>Can you please RT this  will donate $0.05 to #mentalhealth #MentalHealthMatters Thank You! and God Bless!🙌🙏\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32824</th>\n",
       "      <td>can we at least give him a chance? \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31575</th>\n",
       "      <td>I CANT HOLD ANY FOOD DOWN. THIS KID WILL KILL ME BEFORE HES BORN\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37261</th>\n",
       "      <td>Hopingthatthisisjustadream \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39788</th>\n",
       "      <td>I need good company &amp;amp; lots of alcohol .\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>in heaven \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12774</th>\n",
       "      <td>happened  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47573</th>\n",
       "      <td>MarketingZoom Launches Site For Buying And Selling Marketing  via @marketingland #marketing #smallbiz #PDX #Seattle\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17070</th>\n",
       "      <td>can't deal, cuteness overload 👶🏼 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17845</th>\n",
       "      <td>Happy birthday Ashley hope it was bomb!   \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13533</th>\n",
       "      <td>agh! Why do kids say this about our classes?! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31179</th>\n",
       "      <td>Up W. My Bby \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38346</th>\n",
       "      <td>\"You my baby, but you got to stop falling for these lame niggas\" \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22077</th>\n",
       "      <td>HEY :) CAN U FOLLOW @/ILOVE1DAND5SOS_ *ACC IN BIO* SHE'S ALWAYS FB AND ASK FOR 86 FFS ILY THANKS LOVE ❤ x \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22391</th>\n",
       "      <td>son he lowkey boutah make me mad already .\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16924</th>\n",
       "      <td>Beefy tatted bearded men are just 🙌🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34019</th>\n",
       "      <td>you're so pretty \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16683</th>\n",
       "      <td>Amber is trending 👉🏾👌🏾\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17014</th>\n",
       "      <td>nigga I'm tweeting lyrics wtf \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28909</th>\n",
       "      <td>Gotta piss so bad \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17974</th>\n",
       "      <td>She said \"my dude\" Lol that's a Nylah thing. I say that. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6125</th>\n",
       "      <td>smoked, came to work, and my coworker is getting me mcdonalds  it's a good day.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20770</th>\n",
       "      <td>I love her \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38881</th>\n",
       "      <td>this song always gets me such an amazing song 💙💜 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28795</th>\n",
       "      <td>you look sad love :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45482</th>\n",
       "      <td>no more miss 4 because theres no 4ever only ky and sheed lg meron \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34748</th>\n",
       "      <td>I love flowers 🌺🌻💐\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36541</th>\n",
       "      <td>What's the point in booking a doctors appointment when they are never running on time?! 😑🙄 #hatewaiting #doctors #rant\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4135</th>\n",
       "      <td>Hey, thanks for following! Think you might enjoy this :) \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9896</th>\n",
       "      <td>your dp \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3881</th>\n",
       "      <td>🚨 GO WATCH  New's video🚨   LIKE AND SUSCRIBE 👍  👉  👈  #FaceTimeMeNash x82\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29469</th>\n",
       "      <td>She's amazing Joy  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26590</th>\n",
       "      <td>Kinda feel played,  stupid, and confused all in one \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11707</th>\n",
       "      <td>royal clutch asl bro \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23977</th>\n",
       "      <td>freddie is so cute  you are such an amazing daddy louis your son has luck to have you as a dad❤️ congratulations❤️ \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19604</th>\n",
       "      <td>miss u \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37887</th>\n",
       "      <td>i wish i can see y'all in person but sadly i can't :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35100</th>\n",
       "      <td>I'm really worried about Comit \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22436</th>\n",
       "      <td>I'm freezing \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36466</th>\n",
       "      <td>so sorry i cant see you guys :( love from Cagayan de Oro 💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44904</th>\n",
       "      <td>Toothache go away please :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23577</th>\n",
       "      <td>thank you happy birthday to you as well 🎉🎈♒️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31755</th>\n",
       "      <td>a pity those who actually produce them earn so little:  :( \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Lauren I love you very much, your follow is my dream, realizes it please  #laurenfollowspree 💘💗💓💕💖💞 649x\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3160</th>\n",
       "      <td>This is why I want to work with animals forever \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47164</th>\n",
       "      <td>where this come from? Omg I worried again :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37426</th>\n",
       "      <td>Like all women do.  Well, not all women, my homegirl said she is not a fan but,  jokingly asked for felacio a few times. ⏬\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26001</th>\n",
       "      <td>we were never not friends, we just had a little disagreement  we will never break up, don't worry\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5663</th>\n",
       "      <td>Hi , We love you more than anything 💙  Please follow me and    #laurenfollowspree #BellLetsTalk 39\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41344</th>\n",
       "      <td>I need some food \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46113</th>\n",
       "      <td>RT : Still miss my dog man, that shxt still hurts \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20521</th>\n",
       "      <td>Watch out 💅🏾 ♏️ \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34853</th>\n",
       "      <td>you changed so much I thought you disappeared😫😫\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38328</th>\n",
       "      <td>O man, idk what to think\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25149</th>\n",
       "      <td>not the er at the end \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17259</th>\n",
       "      <td>Thanks for liking my tweet today... Great job in the episode. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18975</th>\n",
       "      <td>thank you Lucyyyyy ❤️💕\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47717</th>\n",
       "      <td>Kurt Cobain was such an amazing artists 🎙🎼\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42701</th>\n",
       "      <td>just saw your tweet, I was in the gym  sorry ❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9135</th>\n",
       "      <td>y'all are weird \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39004</th>\n",
       "      <td>People with literally no regard for human life nowadays, im ashamed to share a world with some people. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18459</th>\n",
       "      <td>I die with them\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9692</th>\n",
       "      <td>pretty much happens every tournament \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2567</th>\n",
       "      <td>AWESOME :D \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32953</th>\n",
       "      <td>I miss my father  this is bullshit.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34110</th>\n",
       "      <td>When they're fine as shit but their mindset is trash😷\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697</th>\n",
       "      <td>Welcome to my new followers    via \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46342</th>\n",
       "      <td>me too\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38037</th>\n",
       "      <td>but I think both of us can agree we don't wanna see the show lose one of it's core casts \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39649</th>\n",
       "      <td>Connor \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20409</th>\n",
       "      <td>I hope I made  happy with my dm  what a true friend I am ️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6384</th>\n",
       "      <td>Ayo not he must like babies ! he probably do E \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4451</th>\n",
       "      <td>That last one 😫 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5111</th>\n",
       "      <td>Kenny tried to give me some advice on relationships  what a weak ass niggaa\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33343</th>\n",
       "      <td>thank u brother\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24323</th>\n",
       "      <td>Today was great \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43280</th>\n",
       "      <td>it still applies to me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28565</th>\n",
       "      <td>This the time of the year when my body gets no rest 🙃🙃\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38586</th>\n",
       "      <td>I'm super hungry I want to eat my lunch \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24221</th>\n",
       "      <td>Going back red next week🙌🏽\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49576</th>\n",
       "      <td>I hate to see women get abused, I just don't understand how could a man beat on the most beautifuliest creature👧👰 in the world\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8311</th>\n",
       "      <td>Ok, I'll do that ️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36132</th>\n",
       "      <td>When things just doesn't go the way you like it. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11815</th>\n",
       "      <td>Follow me :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24866</th>\n",
       "      <td>pretty sure I still have my head  I was there the 15-22  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29507</th>\n",
       "      <td>nah I'm too sick rn I have an upper respiratory infection and an ear infection in both ears \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3909</th>\n",
       "      <td>thank you!  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8242</th>\n",
       "      <td>I got you by 99.1%❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40349</th>\n",
       "      <td>So why is  giving everyone but me attention \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32051</th>\n",
       "      <td>you make this color look so goooood 👌🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48119</th>\n",
       "      <td>Thought 2016 was my year , guess not 💁🏽\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4665</th>\n",
       "      <td>you deserve it my nephew!! ❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21014</th>\n",
       "      <td>Forever ain't real  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19167</th>\n",
       "      <td>Snapchat Slapping , Phone Slapping, Instagram Dm Slapping .💁🏽💁🏽💁🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46791</th>\n",
       "      <td>min yoongi in suit is my weakness\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>I'm so sorry  I'm done  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35096</th>\n",
       "      <td>I hate when I'm not home but sleepy af then when I get home I'm just up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39913</th>\n",
       "      <td>eugh washing machine syndrome or what \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14959</th>\n",
       "      <td>cousin these ppl don't get me at all💯\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8275</th>\n",
       "      <td>they let him stay after this? I'm finished\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25915</th>\n",
       "      <td>i can't stop watching demi videos on youtube i'm so sad :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47886</th>\n",
       "      <td>If any of my followers in PR are going to patronales, take a lot of pictures and videos for me :-(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25486</th>\n",
       "      <td>I just wanna see Bryson tiller man\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28742</th>\n",
       "      <td>Dang bro but goodnight \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32594</th>\n",
       "      <td>I have the cutest bff ever  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32216</th>\n",
       "      <td>Sunday  I'm in all week from Monday tho that'll be fun\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6680</th>\n",
       "      <td>At least now no one can influence me with take aways like 3/4 times a week \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44867</th>\n",
       "      <td>thought you had gone back home\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11452</th>\n",
       "      <td>bless\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24574</th>\n",
       "      <td>Alex Cortes : alexito_burrito :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19545</th>\n",
       "      <td>HAPPY BIRTHDAY  ALL THE BEST LIL SIS!!!! ❤️❤️🎉🎉\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9529</th>\n",
       "      <td>Woah 😳 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45619</th>\n",
       "      <td>normally i ask fetus, but :((((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20625</th>\n",
       "      <td>anyways goodnight now :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26024</th>\n",
       "      <td>Shit  I can't  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45102</th>\n",
       "      <td>yeah, got the items just forget to check the app too much :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1721</th>\n",
       "      <td>Guess I'll have to read it. :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22370</th>\n",
       "      <td>Ain't no White House with a Pickett fence 🏠baby we don't want the same things #iDontBelongToYou keep it on the downlow \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891</th>\n",
       "      <td>Steeping some Youthberry with Wild Orange blossom for some iced cold tea later ... 💖💕 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34222</th>\n",
       "      <td>I feel you girl  it's like this for me ATM, hope it gets better for you! 💕\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14225</th>\n",
       "      <td>we will be on our way Saturday:-)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32069</th>\n",
       "      <td>Hi 🙊.\\r 💖.\\r 💝.\\r 💘.\\r 💗.\\rI'm so sorry for spam .\\r .\\r6672.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15182</th>\n",
       "      <td>when obama is advertising bitch tf😒 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2245</th>\n",
       "      <td>you're \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36696</th>\n",
       "      <td>Sounds like I'm missing a great semi-final tonight  As if people would have birthdays during the #AusOpen!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26331</th>\n",
       "      <td>I'm off twitter for a few days and all this shit starts happening \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7211</th>\n",
       "      <td>kita : kea_01 :) Did u know u c0uld get an iPh0ne 6s with zero cost? Check my bi0. Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19923</th>\n",
       "      <td>Happy Birthday  !!!! :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37937</th>\n",
       "      <td>Forgot my glasses and my house key\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35342</th>\n",
       "      <td>I do not feel satisfied. :c\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9393</th>\n",
       "      <td>:) dam i m in luv wit da CONGO NIGGA MIXTAPE  RCTCruz\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11726</th>\n",
       "      <td>Mayor West on family guy is so fucking weird 🌚\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13535</th>\n",
       "      <td>Thanks for follow me  Welcome!!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33377</th>\n",
       "      <td>you're a dick bro \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20531</th>\n",
       "      <td>thanks babe \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27079</th>\n",
       "      <td>rp sonics art!! Very far  :-( you?\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30616</th>\n",
       "      <td>I go in at 5:30 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6206</th>\n",
       "      <td>My mom is chasing my dog with a ladle, trying to collect her pee for the vet\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20838</th>\n",
       "      <td>through w 2 , 4 more to go 😌 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47045</th>\n",
       "      <td>I almost haven't seen you in a month   \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30169</th>\n",
       "      <td>I wish I was old enough to get a job and my license :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45415</th>\n",
       "      <td>Woke up with a sore throat, this shit hurts \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16706</th>\n",
       "      <td>so what we get high was sweet doe 💀🙌🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25144</th>\n",
       "      <td>She cant imagine a life without u❣ She love u so hard to hurt her when u keep ignore her Pls follow  #BellLetsTalk  J\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22993</th>\n",
       "      <td>k, goodnight✌🏼️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32154</th>\n",
       "      <td>This Veteran Posted THIS Touching Facebook Note, It Would Be His Last :( \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40220</th>\n",
       "      <td>This is so sad need to start appreciating the little things more often.  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9486</th>\n",
       "      <td>exact thinking process I have \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12530</th>\n",
       "      <td>thanks!!! \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11161</th>\n",
       "      <td>Shes even cute in the way that she breaks that cheese roll damn. \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9131</th>\n",
       "      <td>Greetings from San Diego  exploring with  #ilovesandiego #sandiegomural #exploring… \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23947</th>\n",
       "      <td>Morning hottie how's you hanging my lovely 😜☕️☕️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37750</th>\n",
       "      <td>This hoe just woke me up im so Pissed off Now \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31672</th>\n",
       "      <td>Christ! That doesn't look good at all. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10006</th>\n",
       "      <td>Watch You Don't Have To Go by   I love it 💕  #YouDontHaveToGoTo1Million ️  9\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23687</th>\n",
       "      <td>this episode of the office 💗\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21132</th>\n",
       "      <td>you know me so well.\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3324</th>\n",
       "      <td>just shows what people think about me \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11915</th>\n",
       "      <td>Smoove say he need it all he finessin hoes n all \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14275</th>\n",
       "      <td>thanks for speaking. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17794</th>\n",
       "      <td>will be a great dad💁 ready to change diapers🍼\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42106</th>\n",
       "      <td>Bro god and lil sis finna bring me some to eat 💯    im at work to hungry i appreciate them \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>hi Lauren, can you please follow me? It means a lot to me, I love you ❤ #laurenfollowspree x102\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37844</th>\n",
       "      <td>I'M ALWAYS A #TEAMBAHAY \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4877</th>\n",
       "      <td>I did worse my second time then the first \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8093</th>\n",
       "      <td>Heyy ! Could you RT this tweet please ? :)  … … Merci xx\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44667</th>\n",
       "      <td>I feel so sad because Cameron Dallas notices everybody but not me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11872</th>\n",
       "      <td>off to cubao \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39159</th>\n",
       "      <td>well that's dumb \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21821</th>\n",
       "      <td>So so cute. Congrats💓\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40636</th>\n",
       "      <td>heeee  hunh\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3506</th>\n",
       "      <td>🚨 GO WATCH  New's video🚨   LIKE AND SUSCRIBE 👍  👉  👈  #FaceTimeMeNash x48\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28178</th>\n",
       "      <td>You hold em down since he been in there💯💯💯 real shit  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>that's funny\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26485</th>\n",
       "      <td>don't nobody go harder than you \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18969</th>\n",
       "      <td>really doe \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39120</th>\n",
       "      <td>pumped for tomorrow🎉 but j know I won't get what I want:(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5925</th>\n",
       "      <td>gabbys got good ears \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18572</th>\n",
       "      <td>I be like \"I don't like valentines day.\" Knowing good &amp;amp; well I be feeling salty and in my feelings when valentines day come 👌💯\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122</th>\n",
       "      <td>Trey\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31994</th>\n",
       "      <td>like history music video comes out no one excited for him like z \"real\" . Feel disappointed for the boys that do all for US\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21326</th>\n",
       "      <td>Now that I quit I need a new job, is there anywhere hiring?\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32588</th>\n",
       "      <td>OMFG  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Jackass of the day goes to Kanye \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4628</th>\n",
       "      <td>Happy #ALDUB28thWeeksary Aldub Nation and  and  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49114</th>\n",
       "      <td>omg yas \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47353</th>\n",
       "      <td>lucky!!! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37576</th>\n",
       "      <td>\"I'm a mess right now 🎧🎶\" Totally a mess 💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13155</th>\n",
       "      <td>are you sure your hair isn't actually blonde ?¿🤔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2235</th>\n",
       "      <td>LIVE on #Periscope: They fighting  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21248</th>\n",
       "      <td>He fucked up\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43388</th>\n",
       "      <td>Lotto Men's Stadio Potenza IV 700 DX Soccer Cleats Sz 10 1/2 NEW R2617 Blue\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44050</th>\n",
       "      <td>One Side Of My Head Is Still Pounding  I Think I Might Need To Go To The Hospital\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43564</th>\n",
       "      <td>Chest hurts \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47725</th>\n",
       "      <td>I really wanna go to a club in philly \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38550</th>\n",
       "      <td>I need coffee \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18759</th>\n",
       "      <td>I do not owe you an explanation but if you have any questions you can feel free to direct them to me and not to your groupme :-)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41697</th>\n",
       "      <td>would you give me a Baconator for free?😬 Im hungry, its cold outside and i just got 50 cents\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3992</th>\n",
       "      <td>Let me keep my mouth shut \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39918</th>\n",
       "      <td>I can't watch it \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16069</th>\n",
       "      <td>Got my girl back ❤️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22536</th>\n",
       "      <td>If t wasn't for Netflix and food I probably would have been asleep hours ago\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28549</th>\n",
       "      <td>I hate monthly period! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12037</th>\n",
       "      <td>i love u❤️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13673</th>\n",
       "      <td>Remember when ppl were bashing LMA... Y'all some fair weather fans!  #SpursNation\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34285</th>\n",
       "      <td>Just look at her! 💖💖 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13678</th>\n",
       "      <td>I saw that and saved it! I love that blue \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42239</th>\n",
       "      <td>careful what you say to ad about your allies! Canada has been at your side since the beginning of time! \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44769</th>\n",
       "      <td>The depressing thought of having to change my layout because it's not my birthday anymore :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13845</th>\n",
       "      <td>Indeed. Also I like your new picture!! I wish I could stand wearing a bow tie. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18486</th>\n",
       "      <td>cous we been threw this my son starting push ups at 2 weight training at 8 or 10 im talking D1 by the eighth grade baby get to it\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38102</th>\n",
       "      <td>More raw foods, less meats, no caffeine, natural sweeteners , NO ALCOHOL...the list goes on\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34679</th>\n",
       "      <td>literally only me\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49269</th>\n",
       "      <td>Cats didn’t cope at the cattery well. Both have lost weight, are dehydrated &amp;amp; slept pressed up against me last night. :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15723</th>\n",
       "      <td>👽️️// a7skk 6yb w ktkut  w id like to know you better\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44959</th>\n",
       "      <td>@the7thflare @852wang SAAAAAAAAD :( HAHAH A\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49919</th>\n",
       "      <td>#ovosoundradio he said April 😫😫\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36418</th>\n",
       "      <td>I have the biggest headache\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12771</th>\n",
       "      <td>why hate on osmo \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35778</th>\n",
       "      <td>So no one wants to help me get weed ? :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24034</th>\n",
       "      <td>just need you 😉 #talknerdytome 🤓\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45154</th>\n",
       "      <td>It's cold ass hell tonight  by aliciavena \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38056</th>\n",
       "      <td>look it up dude, I really hope she didn't like pull something important \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26069</th>\n",
       "      <td>this is so sad :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13024</th>\n",
       "      <td>Crying!  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25736</th>\n",
       "      <td>Is anyone good at putting screen protectors on phones/tablets? I always mess up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8708</th>\n",
       "      <td>you better come over tomorrow 🙃\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48094</th>\n",
       "      <td>So upset I'm working and can't enjoy this weather \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39724</th>\n",
       "      <td>Well shots of DayQuil make me feel as crappy jäger bombs \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7363</th>\n",
       "      <td>it's so funny \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29018</th>\n",
       "      <td>me right now \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3483</th>\n",
       "      <td>You are my weakness and at the same time my fortress, please follow me babe   #laurenfollowspree  x53\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47658</th>\n",
       "      <td>I wonder who came up with it \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10314</th>\n",
       "      <td>how you got a squad and still gettin murked\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3821</th>\n",
       "      <td>Everyone go watch the  's New video!  IS PERFECT 🎥🎞 👉🏼   #FaceTimeMeNash BRAZIL LOVES YOU 211\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26219</th>\n",
       "      <td>Feels so good to be in bed after a long day \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>I don't have a brain! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35284</th>\n",
       "      <td>Corey said \"do you want Taco Bell instead?\" WHAT! No.  Fuck, Taco Bell. 🖕🏻🖕🏻\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18615</th>\n",
       "      <td>never been so determined\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29145</th>\n",
       "      <td>Go live  lol  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42976</th>\n",
       "      <td>I REALLY JUST WANT MY PRINCESS RING BACK️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15732</th>\n",
       "      <td>Please Give the ffs to the 3 accs in bio tweet me when done i have 844 ffs :) xx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34944</th>\n",
       "      <td>Apparently republicans can't go 5 minutes without bringing up 9/11 😒 #GOPDebate\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20580</th>\n",
       "      <td>good you need to be annoyed \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>Thanks to you two looking like you're related now I've made my friend Bilaal's day  #family \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6977</th>\n",
       "      <td>this reminds me of you in the past  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16576</th>\n",
       "      <td>Hi! To keep a Snapstreak both Friends must send Snaps (not Chats) back and forth within the 24 hr window. Hope this helps \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24589</th>\n",
       "      <td>but u ar d only exception \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42287</th>\n",
       "      <td>My heart is absolutely broken! 💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28445</th>\n",
       "      <td>Guys I am very sorry I haven't been streaming :(       \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27111</th>\n",
       "      <td>Wide awake \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36322</th>\n",
       "      <td>Laish bs fel weekend amr'9 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10114</th>\n",
       "      <td>lol the ways of today's slang isn't difficult to learn I'll teach you\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23919</th>\n",
       "      <td>I could never play a pregnancy prank on my parents. Cause then they'd know that I know what sex is. And never look at me the same. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8642</th>\n",
       "      <td>haha OH ! That's why I asked  dito sorry lol\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28470</th>\n",
       "      <td>FUCK NIGGAS ALWAYS LYIN!  “: Lies  smh ”\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47788</th>\n",
       "      <td>Everyone's gone all detective mode trying to figure out what app Nonchan was using on his phone xD;;;\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11272</th>\n",
       "      <td>megh this is hot  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49560</th>\n",
       "      <td>Louis and zayn were partners in crime but also saps im :((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23473</th>\n",
       "      <td>While watching One Piece: Adventure of Nebulandia  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44292</th>\n",
       "      <td>my heart seriously melt when Corey does that\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46392</th>\n",
       "      <td>I've literally just threw up like seriously Fml\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19097</th>\n",
       "      <td>lol it's fine! I've witnessed my relatives have babies so I know\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2269</th>\n",
       "      <td>Finger in the booty, with a touch of Vicks  senenza ngathi aniythandi webafana\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35438</th>\n",
       "      <td>I am sorry I won't make another MLP reference again \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18191</th>\n",
       "      <td>they could mail me my diploma &amp;amp; imma meet yall in panama \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>guess not😅 you the 💩\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8590</th>\n",
       "      <td>Huge s/o to  for the bloody nose! It felt great!😅\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6946</th>\n",
       "      <td>Phone works so it's a good day \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20227</th>\n",
       "      <td>happy birthday!  hope you had a good one!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>Steak, baked potato, and salad for dinner tonight 👌🏽 #forevermyfavoritedinner\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8568</th>\n",
       "      <td>I love you baby \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10637</th>\n",
       "      <td>#WaybackWednesday back in high school.... 😅 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21346</th>\n",
       "      <td>You use to call me on my... You use to... You use to call me on my cellphone  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45757</th>\n",
       "      <td>Ooo I miss this 3 #Asad #Zoya #Ayan &amp;amp; all other charcters also #Qubool Hai season1 was best👍  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39143</th>\n",
       "      <td>Grew up  and do you know I thought about him last night!? Crazy random  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20928</th>\n",
       "      <td>After TPT, Next story: Tantei High :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4145</th>\n",
       "      <td>sarah : panduhxox. Did u know that u could get an iPh0ne 6s without buying it? Go check my bi0 :) Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5587</th>\n",
       "      <td>ahaha did you? \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13508</th>\n",
       "      <td>Happy birthday  !! 🎉🎈 may Allah bless u always #yoojung4lyfe hehe\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41198</th>\n",
       "      <td>whhhhy do I have to get a massive headache just before I want to go to sleep\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45563</th>\n",
       "      <td>thanks huhu\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30038</th>\n",
       "      <td>we miss u 2 :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24056</th>\n",
       "      <td>followback :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16632</th>\n",
       "      <td>not my type of shoes but ofc ill still get them \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20532</th>\n",
       "      <td>👍 Stia HAPPY BIRTHDAY🎂🎈\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8923</th>\n",
       "      <td>thank you babe \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11421</th>\n",
       "      <td>It's fucking stupid \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8839</th>\n",
       "      <td>Jewels_1Dxo: RT 1DMxUpdates_: Yo toda mi vida  #OneDBestFans2016 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26853</th>\n",
       "      <td>I'm livin' I'm livin' livid \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7844</th>\n",
       "      <td>🐘🐧🐘 - my Mexican Bby ilysm. Pero you goofy asl ❤️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45804</th>\n",
       "      <td>my video was around 3minutes but they would only let me post thirty seconds :(( I'm so happy tho \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44375</th>\n",
       "      <td>Will my ever stop bringing up mikayla's name 👿 So annoying\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21633</th>\n",
       "      <td>didnt you try that nigga at the gas station?! 💀\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32927</th>\n",
       "      <td>All this money to spend wit no girl to spend it on\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17824</th>\n",
       "      <td>I love you \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42105</th>\n",
       "      <td>why is it all the nice girls at the office always leave :( and i stay stuck with a possibly bipolar /spoiled basket case\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30711</th>\n",
       "      <td>If larry was real at some point (which I believe it was) then I wonder what happened to get it to this point, they were so happy together :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5274</th>\n",
       "      <td>thanks Kenzie \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44884</th>\n",
       "      <td>30/01/2016 08:51UTC #VP8SGI has been spotted on 14180 by #PD2BA #DX20M\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22463</th>\n",
       "      <td>QC: So much for peak Trump \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13750</th>\n",
       "      <td>Can't wait!  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16847</th>\n",
       "      <td>lol nah I'm not fw it  keep that shit\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16083</th>\n",
       "      <td>...but then, sometimes, it's hard to be humble. :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38546</th>\n",
       "      <td>2 of my nails cracked in half I'm thinking about cutting them off for a while lol \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30790</th>\n",
       "      <td>I am worse :( i wanna sleep till monday  I'm still tired from this morning  i wonder how u feeling at work\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16284</th>\n",
       "      <td>#SFN MUSIC: Tai Koon – Aroma (Prod by Cadillac Pro) | @thetaikoon \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8495</th>\n",
       "      <td>that's v old what do you mean \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10763</th>\n",
       "      <td>Coast Is Clear \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44331</th>\n",
       "      <td>No, unfortunately I finished up a year earlier. #regrets \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46935</th>\n",
       "      <td>I want Cathy  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49385</th>\n",
       "      <td>This is my hospital room :(( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23437</th>\n",
       "      <td>funny how Zaky says you obsessed with him but every tweet he has today is about you  stay awesome Rita\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29034</th>\n",
       "      <td>ill be up at 8 tomorrow too gettin paa ready for daycare \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5940</th>\n",
       "      <td>great show as always. If we'd had the power up front that Jeinny has - we'd walk league!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18125</th>\n",
       "      <td>Can't wait till it's end .\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24943</th>\n",
       "      <td>lmfao text me :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6765</th>\n",
       "      <td>I love when Dennis picks up dinner for himself but fails to get me some 🙃\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44488</th>\n",
       "      <td>ya cos u so good... teach me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36477</th>\n",
       "      <td>who's that ?\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11861</th>\n",
       "      <td>when majority of your sleepwear is your bf's clothes \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39273</th>\n",
       "      <td>I better get my fuckin car today!!!!\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40352</th>\n",
       "      <td>Almost all of the people closest to me have accidentally pooped themselves and I haven't. What's wrong with me :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43453</th>\n",
       "      <td>ugh pean...lets cry at graduation together\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49575</th>\n",
       "      <td>aw :c i was actually gonna start that!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10391</th>\n",
       "      <td>Happy birthday  drink all the tequila in the world 🎉🍻\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7981</th>\n",
       "      <td>done!!! Your account is so cute ahhh 💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20239</th>\n",
       "      <td>please follow me it'd mean the world ❤️❤️ #KungFuVamps    x6\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21886</th>\n",
       "      <td>I know lol hey your avi is purty ️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3717</th>\n",
       "      <td>I did. His response.. \"I don't wash it a lot.\" \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31842</th>\n",
       "      <td>but it's so good \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>sorry mate 🙈\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9399</th>\n",
       "      <td>or just \"cum on my face weather\" but hey.. 👶👶👶 babys lifes matter \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>is a wonderful person I don't know how to explain how much she means to me 💘 follow me please? 🙏 #laurenfollowspree 59\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22072</th>\n",
       "      <td>I'm getting it tattooed down my face ASAP  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17766</th>\n",
       "      <td>Freddie is so adorable! Wait till he gets older and you can kick a football around with him :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9255</th>\n",
       "      <td>duh it's a catchy ass song  if u popping u can relate\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32790</th>\n",
       "      <td>that shit ruined me \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25872</th>\n",
       "      <td>Dear Kanye, puff, puff and pass homie...damn. This dude went offffffffffffff. Too many dabs or nah?! \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28512</th>\n",
       "      <td>running out of space \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43731</th>\n",
       "      <td>30/01/2016 05:11UTC #J79WTA has been spotted on 7168 by #YV5POP #DX40M\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13052</th>\n",
       "      <td>Sorry I'm late! As usual.. Be online in a few minutes. We have to be quiet.. People are over 👀👀👀\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34312</th>\n",
       "      <td>I wasn't ready  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14695</th>\n",
       "      <td>nathalia : IShipUsPaul :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44647</th>\n",
       "      <td>Gotta be up in 2 hours to go shopping with my mum 🤔 urm nope 🙃\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28749</th>\n",
       "      <td>that's a real bummer :-(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42511</th>\n",
       "      <td>Preciso ver shadowhunters :((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5221</th>\n",
       "      <td>\"Forget bags under ur eyes  U got suitcases under there\" thanks Em ️❣\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31946</th>\n",
       "      <td>There's no way to spin this is there? :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34637</th>\n",
       "      <td>Bless me with a job 🙏🏻\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8450</th>\n",
       "      <td>Please dont tweak🔪\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23099</th>\n",
       "      <td>lmao  just a get a trial then cancel it later\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28580</th>\n",
       "      <td>I hate when people wake me outta my sleep 😫\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25951</th>\n",
       "      <td>My mom has the ability to ruin my day in all occasions. 🙄😠\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24330</th>\n",
       "      <td>#WEC: First Le Mans entries announced - \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28916</th>\n",
       "      <td>:( :'( everyone makes me their therapist. Meh 😫\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28438</th>\n",
       "      <td>Got hella feelings for da kid 💍\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6297</th>\n",
       "      <td>#FaceTimeMeNash I'D LIKE YOU TO FOLLOW ME. I SPENT ALL AFTERNOON CRYING PLEASE MAKE MY DAY 59\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26999</th>\n",
       "      <td>Someone corrected my pronunciation when they were exactly wrong. Dude, I'm not dumb! I study and read the dictionary for my own sake :-(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41194</th>\n",
       "      <td>how do u not follow e yet :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7163</th>\n",
       "      <td>this gon be us🙄 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14292</th>\n",
       "      <td>Appreciate your recent Retweets    have a great Wednesday :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19895</th>\n",
       "      <td>We gone blow soon...So all my tears were covering this \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42635</th>\n",
       "      <td>can't stop listening 👌🏻 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37806</th>\n",
       "      <td>quan still sleep \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28481</th>\n",
       "      <td>aw lauren i hope you find your stuff soon :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25778</th>\n",
       "      <td>If I ever comment on something it takes me all day to write it &amp;amp; be sure it doesn't seem awful but even then when I submit it im still so \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48806</th>\n",
       "      <td>I am so bad at this  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25446</th>\n",
       "      <td>Can I get a hug from you because today is such bad day behind me :( I love you Josh so much\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36005</th>\n",
       "      <td>Still up with Desire like I don't have to be up  am \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34898</th>\n",
       "      <td>all i was looking forward to this weekend was fanfest but \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14456</th>\n",
       "      <td>Got my ass in trouble 😑\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42077</th>\n",
       "      <td>I was in the final of his tourney for 15$ MSP :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12382</th>\n",
       "      <td>Love  playing  playing Lucifer  #Supernatural #Casifer #Lustiel\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6598</th>\n",
       "      <td>you not poppin Tyrah \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19228</th>\n",
       "      <td>you're** \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12605</th>\n",
       "      <td>👏🏼 good job  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6943</th>\n",
       "      <td>STRAWPOLL ON NEW GAMES TO HOST! :D   #Minecraft #CSGO #TF2 #Terraria #ARK  TheRealTatorTot\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46550</th>\n",
       "      <td>Imma weirdo \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34776</th>\n",
       "      <td>Today might just be one of those days \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30324</th>\n",
       "      <td>I think I need to take a break from Facebook seriously 😫\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34521</th>\n",
       "      <td>Oh man  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31446</th>\n",
       "      <td>brian mcknight really be getting me in my feelings \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18225</th>\n",
       "      <td>your tweets are relatable asf rn 👌\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13986</th>\n",
       "      <td>I'm here if u change your mind😉\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33422</th>\n",
       "      <td>Gotta get Shit back Right with My BM👫💜💯 .\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12798</th>\n",
       "      <td>dat bitch DON'T like me OVER a nigga &amp;amp; ion RESPECT dat hoe MIND  at all😛😛😛😝😜😜😉😉😝😛😛😜😝😛😛😙😝😛😛😜😝😛\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35597</th>\n",
       "      <td>I can't stop eating or drinking\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8175</th>\n",
       "      <td>your face swaps are amazing \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35212</th>\n",
       "      <td>Heavy hits  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19430</th>\n",
       "      <td>boy ray wants to be ghetto so bad\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3119</th>\n",
       "      <td>Feel ruff \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44521</th>\n",
       "      <td>I miss him \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26744</th>\n",
       "      <td>a guy on a scooter was hit by a car and killed. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21823</th>\n",
       "      <td>anytime I've ever gotten myself involved w a white boy has been an absolute complete waste of time &amp;amp; disaster \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34396</th>\n",
       "      <td>Four more days and it's bye bye cigs \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22661</th>\n",
       "      <td>You know what  y'all too much! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39294</th>\n",
       "      <td>shes gorgeous  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8361</th>\n",
       "      <td>GUYS  🎥GO WATCH NEW VIDEO BY  🎥   ▶️  #FaceTimeMeNash  👉LIKE, COMENT &amp;amp; SUSCRIBE👈  FOLLOW ME  TE AMO💕 X86\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28686</th>\n",
       "      <td>Cassidy always breaking my heart when she breaks up with me \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22350</th>\n",
       "      <td>bro we had J. Cole @'ed in this convo the whole time💀\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42129</th>\n",
       "      <td>Ugh really wishin I went to formal:((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44549</th>\n",
       "      <td>❤💜#Hot #Cameras #Kodak EasyShare DX6340 3.1 MP #Digital #Camera - Silver with Case #Go #eBay \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9023</th>\n",
       "      <td>Yes, you're one of them. Calm down💞 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28318</th>\n",
       "      <td>Absolutely hate everyone that's going to G Eazy on the 4th 💔\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>Noel Tiller : No_LTiller :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11342</th>\n",
       "      <td>thank you \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46476</th>\n",
       "      <td>Am pure no well with nobody to help me/comfort me\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25858</th>\n",
       "      <td>post mine \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32454</th>\n",
       "      <td>I might have left them at home \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17201</th>\n",
       "      <td>Indeed :)  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35520</th>\n",
       "      <td>holy shit i got so freaked out i thought i missed toe birthday but i had forgotten about time zones \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12935</th>\n",
       "      <td>probably because I'm just a petty girl 💁🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40553</th>\n",
       "      <td>When you &amp;amp; your best friend make plans  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13651</th>\n",
       "      <td>Now it's time for a new phone👍🏻\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36036</th>\n",
       "      <td>aw man :( now I gotta cancel lmao\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16901</th>\n",
       "      <td>yall lost to the flyers\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44298</th>\n",
       "      <td>Yesterday :( \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19323</th>\n",
       "      <td>My  gang having Nasi lemak lunch here  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16366</th>\n",
       "      <td>can u wish happy bday to ? pls she loves u so much &amp;amp; would be a nice birthday gift! #KocktailsWithKhloe \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>I'm gonna be single for life so idm \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24808</th>\n",
       "      <td>Lol this is true  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45270</th>\n",
       "      <td>Nexus 5 D820 - 16GB - Black (Sprint) Smartphone - Bid Now! Only $61.5  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22215</th>\n",
       "      <td>My crippled ass bout to step out \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39249</th>\n",
       "      <td>Voy a llorar ❣❣.                 John Legend - All of Me  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41099</th>\n",
       "      <td>HP Envy M6-1225DX  i5-3230M/ 2.60 GHz / 1TB GB HDD / 8 GB RAM  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44890</th>\n",
       "      <td>Solo cover\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39798</th>\n",
       "      <td>Just forgot myself and chomped down on my dinner and enflamed my open tooth wound with molten cheese. My face really hurts. :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45707</th>\n",
       "      <td>Omg that looks awful \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34394</th>\n",
       "      <td>I so did not miss doing math homework\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24400</th>\n",
       "      <td>I Can't Paint :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48978</th>\n",
       "      <td>yeah, I anticipated it so much, but still cried a ton when it happened \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35910</th>\n",
       "      <td>#PillowTalk  NO WORDS\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28407</th>\n",
       "      <td>Too many problems I gotta get higher higher higher 👿\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13562</th>\n",
       "      <td>bc its groovy\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2840</th>\n",
       "      <td>The amount of hate I have for you right now is unreal 🔫\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45469</th>\n",
       "      <td>oh nooo you poor thing  feel for you are u feeling better xxx\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7258</th>\n",
       "      <td>Thanks Ruth, looks like a lot of crossover with . &amp;lt;Waves hello to Boseda... &amp;gt;  :-)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36642</th>\n",
       "      <td>doing mundane microsoft office work sux. idk how people continue to do this for the rest of their dying days :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9505</th>\n",
       "      <td>Happy #ALDUB28thWeeksary more to come!! 💕 #\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40033</th>\n",
       "      <td>I've been wanting to read that for the longest time but I never got to it \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24037</th>\n",
       "      <td>Don't forget to scrub everything twice, so you will look ánd smell nice \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40229</th>\n",
       "      <td>hate when niggas be too scary to take the yellow light \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16826</th>\n",
       "      <td>I'm totally in love with this    #LouisIsGoingtoBeADad \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47951</th>\n",
       "      <td>Christian was the best and worst thing to have happened to me 💔 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13283</th>\n",
       "      <td>miss you \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3665</th>\n",
       "      <td>I love khaleed &amp;amp; sky. they always make me feel better \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5541</th>\n",
       "      <td>Thanks for playing, Cherie! Feel free to follow us to hear about our future #prizes and #coupons. Have a great evening! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9858</th>\n",
       "      <td>Today was hero vs villain day at CHHS and someone wore a trump mask \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>ready to get married \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22715</th>\n",
       "      <td>How did you become so stunningly gorgeous?  — How did you become so stinking sweet? \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31237</th>\n",
       "      <td>I'm tired asf \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26295</th>\n",
       "      <td>I Want Some \"Outback\" Wings &amp;amp; Bread 🍗🍞\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13416</th>\n",
       "      <td>The sweetest song to make us smile:)  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26629</th>\n",
       "      <td>Stomach is killing me \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12420</th>\n",
       "      <td>*becoming  sure we can\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42243</th>\n",
       "      <td>Just when I was enjoying a low car insurance payment I fucked around &amp;amp; upgraded &amp;amp; so did my insurance \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44895</th>\n",
       "      <td>that's awful\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46917</th>\n",
       "      <td>255353278384482561733 too much number in my mind right now \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15560</th>\n",
       "      <td>I need someone who's good at geometry to help me pass\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17854</th>\n",
       "      <td>kaylin got the niggas chea🤘🏽\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28552</th>\n",
       "      <td>I need these. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39675</th>\n",
       "      <td>I missed you guys, I had a really stressful week :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44448</th>\n",
       "      <td>my sister better give birth like today \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10614</th>\n",
       "      <td>definitely getting you this 😙 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>mostly red cars!!!!!!! Noooo rosey :-(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46425</th>\n",
       "      <td>Bloody hell this weather is freezing  :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34763</th>\n",
       "      <td>Birthday present please❤️ \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17271</th>\n",
       "      <td>Can't wait to get away. ✈️🌎 Utah, Oregon, Washington, and Chicago soon!! 🙃\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10220</th>\n",
       "      <td>excuses 😴 *unfollows* \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36550</th>\n",
       "      <td>Gutted me &amp;amp; ad can't get tickets for The Last Shadow Puppets 💔 #TheLastShadowPuppets #sheffieldgig\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43497</th>\n",
       "      <td>Hah! 🙌🙌🙊🙈 😙☕️🚬😙💨  #enjoy #kamitidaktakut #happyweekend #bahagiaitusederhana [pic] — \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19116</th>\n",
       "      <td>Lol the hooters girls love my little sister \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31019</th>\n",
       "      <td>Help I'm stuck  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23400</th>\n",
       "      <td>Yesss! Brings memeories back!  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7619</th>\n",
       "      <td>Caleff\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16093</th>\n",
       "      <td>wth!!!  i have not been looking at the group chat that's why 😅 how about Sunday 😬😬\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19664</th>\n",
       "      <td>\"Needed Me\"...I'm dying...\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3318</th>\n",
       "      <td>, Nice1 Viviana &amp;amp; Zoltan, Happy Day's :-)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1640</th>\n",
       "      <td>Them days...\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4630</th>\n",
       "      <td>Kanye might've murdered Wiz with those 15 tweets, but Amber murdered Kanye with just 1 💀\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48514</th>\n",
       "      <td>Jelly 💔❤❤😫 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13110</th>\n",
       "      <td>c'mon back  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40414</th>\n",
       "      <td>Hi! I'm away on hols so can't reply :( (but I can suggest you do the same, using this hack &amp;gt; )\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35012</th>\n",
       "      <td>Omg i took profit on #usdjpy at 118.815 and after 2 hrs market jump 200pips above that level  #smh\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21569</th>\n",
       "      <td>Hello book I'm about to read.   \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35946</th>\n",
       "      <td>amin\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8783</th>\n",
       "      <td>Edamame for days  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8522</th>\n",
       "      <td>#FaceTimeMeNash Nash Grier is 🔥 I just love that I can say \" I was a fan since day one.\" 💯 love you    \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32183</th>\n",
       "      <td>it's so olddddd though and thin:((( I need a really cute one\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41242</th>\n",
       "      <td>Forgot how uncomfortable the contraceptive rod in your arm is when you first have it put it thank god it's only every three years\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10623</th>\n",
       "      <td>keep dreaming 🙄\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17829</th>\n",
       "      <td>Happy Birthday! 🎉\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11664</th>\n",
       "      <td>Don't start 🙄 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40338</th>\n",
       "      <td>Seeing someone's heart break Infront of you is the worst thing to experience \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>they're correct, u don't \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4583</th>\n",
       "      <td>I'm in. Let me know when :-)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10342</th>\n",
       "      <td>I was with Christine Kufske, as her guest:)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>Gonna eat wings and pasta + watch the flash  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31367</th>\n",
       "      <td>Now if yall excuse me; gonna take a sleep until monday morning cuz vacay \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17989</th>\n",
       "      <td>Loving Rihanna's album 👏🏾👏🏾👏🏾\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39261</th>\n",
       "      <td>wait for my email of complaint! Yet again I am sat (luckily this time on a seat) at a stand still. Your service is shocking! 👊🏼\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47544</th>\n",
       "      <td>omg I love you 💙💙\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>I will take your word on that since I love your page and watch it \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32146</th>\n",
       "      <td>School hits a whole other level of stress. 📚\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4492</th>\n",
       "      <td>my dad has really disgusting teeth so I've always taken care of them \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22781</th>\n",
       "      <td>thank you \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33170</th>\n",
       "      <td>where?! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26661</th>\n",
       "      <td>Why must people cash their wic all at once!!! I just want to visit my friend  #yourwelcomefromustaxpayers\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13761</th>\n",
       "      <td>because nobody's going to go to school and I still have to go \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29658</th>\n",
       "      <td>Apparently we are too \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>💘👫🌸  GO &amp;amp; WATCH  's NEW VIDEO  #FaceTimeMeNash   Link 👉   Don't forget to like and subscribe👐  💘👫🌸  x21\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18548</th>\n",
       "      <td>It legit sounds like I might die when I stop \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6970</th>\n",
       "      <td>living for your snapchat stories ♡:))\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8601</th>\n",
       "      <td>I love it! \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29654</th>\n",
       "      <td>Mind : fuck this shit🖕🏻 🤗  Heart : thats my baby man \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39811</th>\n",
       "      <td>i wanna get tatted\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5605</th>\n",
       "      <td>You got realy fantastic taste for beauty I think :) Love the idea!!!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27693</th>\n",
       "      <td>i did \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>Yo \" nigga \" always denying you  .. Funny, but that's yo Mann chyy 😌.\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12953</th>\n",
       "      <td>Bruh he was worried about his bread  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27107</th>\n",
       "      <td>Ion know I miss you  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15453</th>\n",
       "      <td>Excited for friday \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3116</th>\n",
       "      <td>💩👆that one \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12095</th>\n",
       "      <td>Celis thinks he is good at fifa \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15557</th>\n",
       "      <td>someone txt meeee and entertain a nigga 🤔\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6064</th>\n",
       "      <td>Twitter right now. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5796</th>\n",
       "      <td>Finally getting a car this weekend #RIPDora #GoneButNeverForgotton\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46096</th>\n",
       "      <td>how the fuck did I spend so much last night \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13036</th>\n",
       "      <td>PETTYYYYY  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37252</th>\n",
       "      <td>On Screen That's My Amboy \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19356</th>\n",
       "      <td>❤️ my baby sister my heart fr man \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47876</th>\n",
       "      <td>Today is my Birthday Khun! You are so special to me and I love you so much!💜💜 will you say to me \"Happy Birthday Felwa\"?🙈💜 179\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>I agree! But that's okay, because at least Nanaka went solo! :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41130</th>\n",
       "      <td>Y'all I'm only one person!!!! \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48787</th>\n",
       "      <td>I miss u and summer so much:((((💗🌞 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43199</th>\n",
       "      <td>I love u so much :( 💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29174</th>\n",
       "      <td>My tummy hurts and my stupid ass back feels broken as shit, I just want my boyfriend ❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9402</th>\n",
       "      <td>Forgot to thank you for that, so thank you. :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26188</th>\n",
       "      <td>Birthday dress shopping  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10769</th>\n",
       "      <td>I wanna keep coding wrong stuff like that and see if he catches on \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17655</th>\n",
       "      <td>Bright future for ALDUB #ALDUB28thWeeksary  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34980</th>\n",
       "      <td>to where it all began for you, for them... What it first meant and what it still means..my heart...\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5827</th>\n",
       "      <td>y'all finna find out tho \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24396</th>\n",
       "      <td>Whatever he does, He Does It's way #MySRKanthem   \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8107</th>\n",
       "      <td>Coffee is great! :D\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8117</th>\n",
       "      <td>thanks baby \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19646</th>\n",
       "      <td>all the time  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36555</th>\n",
       "      <td>Still need to clean the house \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41095</th>\n",
       "      <td>Body so tired \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20104</th>\n",
       "      <td>im sorry but if i add you on snapchat &amp;amp; the first picture you send me is your dick you gettin thatt youngg delete. ✋🏼👎🏼\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22511</th>\n",
       "      <td>only kidding still my favorite\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27819</th>\n",
       "      <td>Stop walking pass me i need to do work leh \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46350</th>\n",
       "      <td>I want pizza\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21915</th>\n",
       "      <td>You're really cool still hut I don't get what you mean when you said I'm a dick in a nice way \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32704</th>\n",
       "      <td>Basically. Only watched about 20 minutes this morning, but I saw about a dozen during that time. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23980</th>\n",
       "      <td>“: BASTARDDDDD😅😅😅😅😅😅” \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33368</th>\n",
       "      <td>I love my juniors. please don't leave me next year.❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34758</th>\n",
       "      <td>SAME HERE!  idk what anything is or what it does\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34359</th>\n",
       "      <td>someone take me to the snow!¡!!!¡ \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38020</th>\n",
       "      <td>congratulation bro!!! I'm so proud of you!! I'm still admiring you your voice n your career!! You're my idol!! Omg I'm crying!💜\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23139</th>\n",
       "      <td>Omar found my gopro\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46297</th>\n",
       "      <td>I remember reading a story that he donated so much gold that its price went down dramatically \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9136</th>\n",
       "      <td>Ash got a new tatoo! I can't wait for see it!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5367</th>\n",
       "      <td>yall got nothing going for you \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18321</th>\n",
       "      <td>Haha you have much mightier ambitions than I. I'd just want to know when a designer publishes a new pattern \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34717</th>\n",
       "      <td>Que pobre. Jeff Bezos Loses More Than $6 Billion As Amazon Shares Drop After Hours \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36816</th>\n",
       "      <td>chewy is a baby! I don't want to explain the birds and the bees .\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3635</th>\n",
       "      <td>Good morning :) :*\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27351</th>\n",
       "      <td>Her voice  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33829</th>\n",
       "      <td>I really don't feel like going to class tonight \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40034</th>\n",
       "      <td>why is this not me  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12132</th>\n",
       "      <td>aww yea they been nice  you could tho they aint\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9856</th>\n",
       "      <td>Ladies and gents be sure to treat your partner good because if you don't someone else will:)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48778</th>\n",
       "      <td>Can't even type correctly 🙏🏻 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4506</th>\n",
       "      <td>It's so beautiful outside!!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11056</th>\n",
       "      <td>#wcw is da queen herself.👅🍑💎🐰 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6753</th>\n",
       "      <td>you can't drive\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33594</th>\n",
       "      <td>Are they real Barbies?  Have Mattel finally realised that real women arent like that fake ass doll like the Barbie Malibu?!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15066</th>\n",
       "      <td>Paws wait! 🐶🐶 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8423</th>\n",
       "      <td>Work x Rihanna 🎶💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46372</th>\n",
       "      <td>😷 Poor you xx. Im@at crusty skin around the nose stage \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22419</th>\n",
       "      <td>yea my own lil personal power ball \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17168</th>\n",
       "      <td>For every struggle there's a blessing \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18227</th>\n",
       "      <td>Can we please just take a second to look at this beautiful thing...  👶🏼💙 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7434</th>\n",
       "      <td>After I get my 3rd tattoo I think Ima just stop there\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22600</th>\n",
       "      <td>she followed me and I've never had her as a teacher and I've talked to her once  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49083</th>\n",
       "      <td>nah they changed the @ , they are now @.reportedcoffee :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5334</th>\n",
       "      <td>Never take care of that crap  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40193</th>\n",
       "      <td>no he didn't the pressure of hockey being homesick and Dallas picking on him and zig ugh 😠they were terrible to him\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24458</th>\n",
       "      <td>I'm pretty sure I could take you on a date , but I'm good with that shit 👏.\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12666</th>\n",
       "      <td>myGC: VIDEO: How to achieve soft, natural waves with your straightener \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36757</th>\n",
       "      <td>everybody is so fakeit's sad text me.. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46555</th>\n",
       "      <td>Had my first morning sickness experience. I'm so over being pregnant but I still got a long way to go \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18726</th>\n",
       "      <td>the tears are flowing \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16446</th>\n",
       "      <td>Watching Mom💖  \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16563</th>\n",
       "      <td>triplet comel angattt \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45081</th>\n",
       "      <td>how do French boys settle their differences? Over a ☕️ maybe? Better than ignoring each other  🇫🇷\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36882</th>\n",
       "      <td>Oh my days. The  line up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42546</th>\n",
       "      <td>im so in love with bellamy :(\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>Morning! \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45397</th>\n",
       "      <td>same :(( 💕\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19297</th>\n",
       "      <td>💗💙👶🏼? What's baby P. Vote vote vote :-) gender reveal is Feb 6th!!! Get it right win a gift bag filled w goodies\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46679</th>\n",
       "      <td>can ah join suka suka? I didn't know that. If not dah lama seh join chingay. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38164</th>\n",
       "      <td>I'm saying if I die he gonna cry his eyes out but it's okay I'm gonna be watching him from above haunting him \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43000</th>\n",
       "      <td>pls make the Toronto show all ages or just pls let me in bc i might cry if i don't go :((\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32528</th>\n",
       "      <td>punch your brother  he needs to feel pain\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36764</th>\n",
       "      <td>It's absolutely freezing in this school\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23456</th>\n",
       "      <td>When she annoys you but you know your ass ain't going anywhere 😒\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>TRENDING NEWS!!!! 🎉🎋 #Top3 #LouisTomlinson #BrianaJungwirth #Balmain #NorthWest #RossLynch #R5 \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46737</th>\n",
       "      <td>What's hard in getting me some leggings 😑\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15674</th>\n",
       "      <td>keep ya head up kid\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6933</th>\n",
       "      <td>yes you caught me \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38259</th>\n",
       "      <td>When I am sad&amp;amp;cry, I always remember martabak pandan keju\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48973</th>\n",
       "      <td>Don't think I'll ever be shit :( oh well\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6875</th>\n",
       "      <td>Homegirl Lucero was the only one that asked if I was okay because I missed a few days of school \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35691</th>\n",
       "      <td>Please follow me Matt ❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10575</th>\n",
       "      <td>Thank you for the follow...beautiful location! :)\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9995</th>\n",
       "      <td>right \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>💖💞💓 ☁⚡☁⚡☁⚡ Hii   I hope u have a great day  If u see this, can u follow me? It's my biggest dream  ily💕 🌙☁🌙☁🌙☁ 💖💞💓 x6\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11686</th>\n",
       "      <td>Thank nigga feel hurt like a mf  \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35806</th>\n",
       "      <td>..ion never really be on Twitter as much as i use to \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49213</th>\n",
       "      <td>Someone Come Get Me.. Lets Hang Together \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43525</th>\n",
       "      <td>The road from human trials to usable vaccine is a long one, alas. :(\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34600</th>\n",
       "      <td>it has not even started \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12851</th>\n",
       "      <td>Hello, I love you Luke and Mike, please follow me? #5sosfanart #5sos x149🎨🦄🤔🤓✨🤑 \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12860</th>\n",
       "      <td>breaking into your back yard to find Louis ❤️\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9282</th>\n",
       "      <td>, Hey, Player ID 49151786 (Me), would love to get a key. I have played MMORPG's for over 10 years. :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21253</th>\n",
       "      <td>happy birthday sexy chocolate 😝🍫\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42533</th>\n",
       "      <td>DEATH TO TRISTIAN! DAMN HIM TO HELL!  #TheOriginals \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9769</th>\n",
       "      <td>I should @ y'all.   &amp;amp;  read my other tweets. I forgot y'all @ names for a minute.\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48802</th>\n",
       "      <td>This headache \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23909</th>\n",
       "      <td>I was taking video's of myself, hawu you guys \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14380</th>\n",
       "      <td>ilym\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35542</th>\n",
       "      <td>your picture \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14088</th>\n",
       "      <td>thank you gorgeous \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19426</th>\n",
       "      <td>looked at the stars tonight and immediately found Orion. Thanks. \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8539</th>\n",
       "      <td>Idrc💁🏽 try again ..\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7471</th>\n",
       "      <td>damn I remember when you and Coby were freshman \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43881</th>\n",
       "      <td>I dunno we've been busy😵\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17132</th>\n",
       "      <td>lol okay boosh you can finish it on up \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14087</th>\n",
       "      <td>thank you️\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33019</th>\n",
       "      <td>Feel like i'm bouta die\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7809</th>\n",
       "      <td>First tweet on my new account \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21800</th>\n",
       "      <td>My family is no good \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27615</th>\n",
       "      <td>When your ex calls your mom \"mom n law\" on social media 😒....YOUR NOT MY GURL!!\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35021</th>\n",
       "      <td>i beg uu \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5420</th>\n",
       "      <td>If found please return to OSC thanks!  #rpcf  -Please RT! :)\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47996</th>\n",
       "      <td>Always being one upped..\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24282</th>\n",
       "      <td>#WEC: First Le Mans entries announced - \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15070</th>\n",
       "      <td>I'm laughing at this dubsmash mess up🙈 oops \\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7477</th>\n",
       "      <td>you hung up \\n</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40648</th>\n",
       "      <td>it's like my life long dream is finally coming true\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30528</th>\n",
       "      <td>I am so ill, can't be doing with it\\n</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6930</th>\n",
       "      <td>thanks!!💜\\n</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12500 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                    tweet  \\\n",
       "11841                                                                                                                                              help\\n   \n",
       "19602                                                                                                                      Morgan responds to her name \\n   \n",
       "45519                                                           I cant believe i wouldnt even mind hearing an #Excuseme on #Raw  #Change is so needed. \\n   \n",
       "25747                                                                                                         No fuck that like that's not cool at all \\n   \n",
       "42642                                                                                                             that man goes ballistic on the court.\\n   \n",
       "31902                                                                                                                            Thanks ... I'm tired 💤\\n   \n",
       "30346                                                                  Keyboard Cover Skin Protector FOR HP Pavilion G4 G4-2235DX G4-1010US G4-1016DX  \\n   \n",
       "12363                                                                                                                                yes hope u like❤️ \\n   \n",
       "32490                                                                                                                                          I can't \\n   \n",
       "26128                                                                                                                           In so serious. It's sad\\n   \n",
       "14227                                                                                                                                       thanks macy\\n   \n",
       "26376                                                                                                           Hate when a dumb bitch text paragraphs \\n   \n",
       "44173                                                                                                    I honestly don't know what I'd do with allie 💕\\n   \n",
       "12968                                                                                       I'm about to get torched he's one of the best in wrestling \\n   \n",
       "32104                                                                                                                               we need her back :(\\n   \n",
       "17844                                                                                                                               Happy birthday  ! 💖\\n   \n",
       "43460                                                                                                 Lakers have broken my heart the last few seasons \\n   \n",
       "8369                                        you have so much love to pass it on to fans💖 #FaceTimeMeNash dm me? GUYS WATCH!  go like&amp;subscribe!💕x38\\n   \n",
       "15055                                                                                                   \"There ain't no 'us' in team! Fuck these guys\" \\n   \n",
       "6338                                                                                                                                  Salty bitches .. \\n   \n",
       "15301                                                                                        you can't never talk  I be faithful in the talking stage 💯\\n   \n",
       "46250                                                        Woodward 'desperate' not to sack van Gaal  Real Madrid make David De Gea their top target \\n   \n",
       "45580                                                                                                                           Solo and ensemble time \\n   \n",
       "24647                                                                                                                its really my favorite Videoclip ❤\\n   \n",
       "46712                                                                            30/01/2016 15:46UTC #MM0HVU has been spotted on 14076 by #F1GBD #DX20M\\n   \n",
       "4150                                                                                                                   that's really how I picture him \\n   \n",
       "42460                                                                                                  My tattoo got scratched and now I'm bleeding 👿👿👿\\n   \n",
       "29079                                                                               When people try to use slang and use it completely out of context 😐\\n   \n",
       "19412                                                                                                                      :D *chomps* Rough enough? xD\\n   \n",
       "34839                         When you have a good ass dream that you think it's real only to wake up being disappointed cause it really didn't happen.\\n   \n",
       "34478                                                                                                                    Uggghhh u r so painfuullll 😫👊🏻\\n   \n",
       "16956                                                                    Kinda want one of those relationships where can act absolutely silly together.\\n   \n",
       "29342                                                   I can't.. It hurts so much... Im never going to see her beautiful smile again:( it's my fault  \\n   \n",
       "26351                                                                                    Didn't wanna bring out the mean mikayla but I have no choice:(\\n   \n",
       "271                                                                                     I'm so happy my grandad taught me how to drive. dog ass skills \\n   \n",
       "24189                                 Coming Up Short is almost done but it's nothing like what I've been writing lately. I want to release it allllll \\n   \n",
       "1399                                                                                                                   OMG I LOVE YOU SO MUCH GUYS ❤❤❤💋\\n   \n",
       "5140               How Many Females Can 🚶 In A Room Full Of Niggas &amp; Say None Hit? 👀 You Bitches Be Having Bodies 😷 100 Miles On That Lil PutPut 🚕🚮\\n   \n",
       "12649                                                      Finna go to practice tomorrow if he kicks me out someone warn him in flaming his whole life \\n   \n",
       "19883                                                                                        Convincing guys to use nair is the highlight of my night 😅\\n   \n",
       "36238                                                                                                                            Teasing me &amp; shit \\n   \n",
       "34129                                                                                                                                  I miss you sir  \\n   \n",
       "39915                                                                       still waiting for mine  on its way still! What's the latest time  deliver??\\n   \n",
       "39723                                                                                                                     I thought I was over this... \\n   \n",
       "7346                                                                                                                                Video here ▶ [  ]  \\n   \n",
       "8346                                                                                                   that video is the funniest thing I've ever seen \\n   \n",
       "38676                                                                                     Oh my goshhhh... College wide meetings ahhh... I need my bed \\n   \n",
       "21388                                                                                                             (48.) TERAA SURROOR TRAILER DAY :))))\\n   \n",
       "2838                                                                                                                             you are too desperate \\n   \n",
       "48141                                                                                                                           Just another nightmare \\n   \n",
       "1984                                                                                                         Sally would've bit Andy's head off for it \\n   \n",
       "22320                                                                                  :) Please know TwitterWorld that quote is not attributed to me!!\\n   \n",
       "1083                 IM SO GLAD THEY FINALLY GOT U A SOLO OPPA! THO U DESERVED ONE YEARS AGO BUT WE STILL LOVE U AND UR SWEET VOICE!! :D #Hwaiting ♥♥♥♥\\n   \n",
       "30641                                                                                                                        I wonder how Sally felt :(\\n   \n",
       "27739                                                                                                            It was all good just a few days ago :(\\n   \n",
       "4622                                                                                                                              All smiles over here \\n   \n",
       "30351                                                                                                               Still so in love with the memories \\n   \n",
       "40136                                                     Fuck the YMCA and all those old ass white bitches who think its good to talk down to customer\\n   \n",
       "28428                                          I won't make it till 12 to tell you but happy birthday princess ! I hope you have a good day tomorrow 💖 \\n   \n",
       "45494                                                                                 You are a person that I need most. Come and sit next to me now...\\n   \n",
       "7187                                                                                          I love singing skillet because of the rasp in the vocals \\n   \n",
       "10204                                       looking forward to an all skinnerbees and mini raj stream tonight  hope the travel isn't too soul crushing!\\n   \n",
       "26750                                                                                                                        why is Aaron shirtless 😵😵😵\\n   \n",
       "44715                                                                                                                                     sooo boring 😞\\n   \n",
       "42944                                                       That moment when you think you no homework but then remember you have a test on Monday.... \\n   \n",
       "21015                                                                                                                                        Funny af  \\n   \n",
       "33753                                                                                 I love my dad so much!! He doesn't deserve to go thru all of this\\n   \n",
       "913                                           Hi Nash!  I love New Video! #FacetimeMeNash 👇  👈 ❎CAN YOU FOLLOW ME PLEASE?❎ ❤CHILE LOVES YOU❤ Te amo💘115\\n   \n",
       "45359                                                                                               &amp; keep throwing her toys ona floor on purpose 😒\\n   \n",
       "33325                                                                                      doing a great job at the debates tonight! Don't go to  event\\n   \n",
       "16670                                                                                                         When you like your Dogs more than people \\n   \n",
       "7496                                                                                                                                       Lil Quay  ? \\n   \n",
       "49735                                                                                                                    Yes yes yes  “: Need Bhipotle”\\n   \n",
       "2123                                              alysiah : alysiagirl11_.. We invite u to J0IN our FREE iPh0ne 6s giveaway! Read bi0 for rules :) Thx \\n   \n",
       "39717                      Feel so ill, I think I'm dying. Currently in bed feeling extremely sorry for myself, at least I have quavers and new PPL 🙌🏻️\\n   \n",
       "12167                                                                                                                                         thank you\\n   \n",
       "32266                                                                                             I honestly wanna make this chicken Alfredo n cuddle 💯\\n   \n",
       "28900                                                                                                   When u wanna be slim thick but u just chubby :(\\n   \n",
       "16788                                                                                                                                 must be nice :-) \\n   \n",
       "16537                                                           They don't do shit but bullshit in them games anyways .. It ain't much coachin going on\\n   \n",
       "37875                                                                                                                                    isaw please :(\\n   \n",
       "10632                                                                          A2 the yoga! Loved the prenatal yoga to help relax :) #ItsWorkingProject\\n   \n",
       "12186               Our town is so pathetic that it makes me laugh at this point  you just gotta have the last name and you can do whatever you desire \\n   \n",
       "32712                                                                                                                                    I miss you :(.\\n   \n",
       "2329                                          Haha! Sorry, sorry  I just find him a bit creepy and clingy. Like for me, that would be too overbearing 🙈\\n   \n",
       "4937                                                                                     I don't have facetime but a dm would be nice  #FaceTimeMeNash \\n   \n",
       "46058                                                   Made the mistake of going food shopping when I was hungry. Safe to say it was an expensive trip\\n   \n",
       "46458                                                                                                                              My car is acting up \\n   \n",
       "9406                                                                                                   Does anyone else love Janet on the #Undateables \\n   \n",
       "23165                                                                          Thank you for reminding me it was Mozart's birthday.  :-)     Blessings!\\n   \n",
       "42025                                                                                  Smh you show us your \"battle scars\" but can't show us your dick \\n   \n",
       "28518                                                                                                                                       ugh David 😒\\n   \n",
       "43515                                                         :created by AAP.People voted Modi for corruption free India but Modi is far more corrupt.\\n   \n",
       "15009                                                                                                 Mom just told me that I needed to stop \"twitting\"\\n   \n",
       "24457        Me/mum up early to watch #DjokovicVsFederer love this rivalry between them and me n mum when they play  wish this was the final #AusOpen 🎾\\n   \n",
       "7229                                                                                                Fav for an honest DM from jueun, seyoung and I :)))\\n   \n",
       "33733                                                                                     Will you come to Spain this year? I really want to see you :(\\n   \n",
       "10998                                                                                                                 don't say I ain't tell you so️❤️.\\n   \n",
       "13443                       i went to Tattoo Bob's in Rockford (forest hills rd location) and they were awesome. you can choose any fonts online there \\n   \n",
       "43682                                                                I want somebody I know won't ever leave me unless death takes them out my life!!! \\n   \n",
       "30014                                                                                             I don't like to fight but people love to provoke me. \\n   \n",
       "41806                                                   Bitches that don't like me starting to tweet like me, I'm not surprised at least u took notes✍🏾\\n   \n",
       "31462                                                                                                                                           cramps \\n   \n",
       "27468                                                                                                            The picture on my ID's are hilarious 😏\\n   \n",
       "37803                                                                                     and di hamesha cvs aisa karte hai just to drag and glorify sw\\n   \n",
       "45114                                                                        exactly what the tweet says, dad said I was literally arguing with myself🔫\\n   \n",
       "25041                                                                                                                                  I'm alive tho! 💔\\n   \n",
       "29179                                                   First night sleeping without my girlfriend i can't do this shit man💔 im not even about to sleep\\n   \n",
       "47356                                                                                                I hate being sick cause I can't do anything :(((((\\n   \n",
       "4006                                                                Hi! Want to know how to grow your social media? Come to a free workshop Feb 3rd:  🏄\\n   \n",
       "38324                                                                                                It won't be another her for a long time  #pandora \\n   \n",
       "47427                                                                                                                                 are you sure. :( \\n   \n",
       "46960                                                                                                                            Really sad  is over 💔💔\\n   \n",
       "48059                                                                                                     It feels so good outside  today but I'm sick \\n   \n",
       "39118          Don't like how I'm feeling atm. Think I might actually be able to stop watching TBL for the remainder of the season. Have bad feelings 💔\\n   \n",
       "41256                                                                                                                              At least I'm trying \\n   \n",
       "28556                                                                                                Let me lick you up &amp; down til you say stop 👅💦💦\\n   \n",
       "20056                                                                                                         I love you so much your face is my chair \\n   \n",
       "21100                                     words from  \"courage doesn't guarantee success but it always precedes it\" best of luck in the AusOpen final  \\n   \n",
       "30695                                                                  fuck my life I need to save to fkin travel but fuk dawg... i want anotha tattoo \\n   \n",
       "30995                                                                                                            I just deleted over 200 pictures dawg \\n   \n",
       "3336                                                                                       lmao me either bruh...not even bout to illegally download em\\n   \n",
       "5665                                                                                                                                  Why she say that \\n   \n",
       "28316                                                                                                                    2 stubborn people don't mix 😒🙅\\n   \n",
       "12359                                                                                                                                       Lol @ Emily\\n   \n",
       "44501                                                                                                I didnt know that I was hoping I could get u it :(\\n   \n",
       "28716                                                                                                YASSSS CARA AND JAIME WON  #thechallengebloodlines\\n   \n",
       "27316                                                                                              Buying tickets for the copa america is so confusing \\n   \n",
       "41791                                                                                                                                          Stop it \\n   \n",
       "38553                                                      RT ChristiChat: Watched their accomplishments in the senate.  NOT watching #GOPDebate  I'…  \\n   \n",
       "32942                                                                                                       I've been considering getting it removed :(\\n   \n",
       "6101                                                                       Guys does anyone live in Detroit and want to go to the Shawn Mendes concert \\n   \n",
       "36811                                                                                                          I should of checked the whether man damn\\n   \n",
       "22326                                                                                                              I saw this. And thought about you.  \\n   \n",
       "46474                                                                                                            Might just stay in the house today....\\n   \n",
       "29590                                                                                                             😉 she say \"I'm her big dick RULER\"...\\n   \n",
       "43079                                                                                                                            That is a rough day.  \\n   \n",
       "5944                                                                                           Lmao niggas really have no problem being a sugar daddy. \\n   \n",
       "7107                                                                                                                                         new MV? :D\\n   \n",
       "20114                                                                                                                              Baby got a new job 🤑\\n   \n",
       "29473                                                                                                                         Danny blocked me on snap \\n   \n",
       "30098                                                                                                                                   I said please  \\n   \n",
       "49646                                                                                                                                        So hungry \\n   \n",
       "22468                                                                                                                     My baby love being surprised \\n   \n",
       "44302                                                                                                          eng hoor ! EZY2152 richting Londen Luton\\n   \n",
       "13919                                                                                                                       love seeing others do well \\n   \n",
       "31275                                                                                                                                           please \\n   \n",
       "14991                                                                                                          no lmao i knew you were gonna post this \\n   \n",
       "36373                                                                                         My dad left and I'm gonna miss him so much :(((((((((((( \\n   \n",
       "4130                                                                                                                             Watching supernatural \\n   \n",
       "5093                                                 I haven't worked for 3 weeks but I worked out my wage and it's a lot different to what I got paid \\n   \n",
       "16406             Try to Ignore the fact that every year you're single your chances of finding a hot guy without a baby momma decreases significantly  \\n   \n",
       "49529                                                                                  takes so fucking long to get into a cod online game right now :(\\n   \n",
       "37287                                                                                                                              don't say that :-(((\\n   \n",
       "4775                                                                             Gosh people will treat you like crap and say everything is your fault \\n   \n",
       "47529                                                   my throat hurts but its not like a lot but its there and im like &gt;:( no *aggressivly drinks*\\n   \n",
       "12542                                                      i should really just go head and buy this phone , i just don't wanna spend it then regret it\\n   \n",
       "44970                                                                                                   im jealous of the way youre happy without me :(\\n   \n",
       "37492                                                                                                                                         Up early \\n   \n",
       "19139                                                                                                                                     Pinned Tweet \\n   \n",
       "4727                                                                                                               oooh intresting ok i will nom you :)\\n   \n",
       "15843                                                                                                                             Bc he BNL that's why \\n   \n",
       "30943                                                                                                       imagine the gautrain had a 24/7 service . 🔥\\n   \n",
       "12367                                                                                              Me asf I don't play with these social media thots.  \\n   \n",
       "5920                                                                         Meet the main character of our new game! So happy to have  in our team :) \\n   \n",
       "31572                                                                           I should not be driving myself or kids around being as tired as I am 😳😴\\n   \n",
       "37764                                                                                                         Salty b/c  gave me a pen with no ink....😷\\n   \n",
       "25744                                                                                                                         I almost forgot twitter 😹\\n   \n",
       "44605                                                                                                         My sister is 6'3. I used to be 6'0.5 :(  \\n   \n",
       "34708                                                                                                       are u ever going to come bck to school?!?!💔\\n   \n",
       "37787                                                                                             Beating up the Pussy  knocking pictures off the Wall.\\n   \n",
       "10551                                                                                                                                           crine  \\n   \n",
       "34194                                                                                                                                         go 🏠 ric \\n   \n",
       "5435                                                                                       wish I was traveling with  right now, Indonesia looks sick! \\n   \n",
       "37603                                                                                                                                        hungry af \\n   \n",
       "35259                                                                                             Man guh germsy-est of germs  Sahida wadidyewdooooooo?\\n   \n",
       "3985                                               first today I got you lot arguing about Ruddy Duck , now Pipits , maybe I should keep my gob shut ? \\n   \n",
       "18564                                                                                                                                of course it does \\n   \n",
       "20447                                Women News: Women trained for self-employment: DC: MAI BHAGO WOMEN EMPOWERMENT SCHEMETribune News ServiceJalan... \\n   \n",
       "8157                          Data crazy how your own flesh &amp; blood can't look out for you have when you need it but do anything for somebody else \\n   \n",
       "32696                                                                           Oh god ~ SO excited the day that we waited for a long time is tomorrow \\n   \n",
       "22887                                 I went to my sisters house in a dress and left w sweats on. she took my dress  and my nose ring for her stud lmao\\n   \n",
       "41603                                                                                                                          I miss you more dm me :(\\n   \n",
       "34464                                                                                                                       Mxm , I need to block you  \\n   \n",
       "20208              How the hell do I tell the difficulty of enemies in Fallout? Cause I'm exploring n shit and suddenly get raped even in power armor 🙃\\n   \n",
       "22466                                                                                                                                  you're welcome:)\\n   \n",
       "6716                                                                                      Wonder if my aunt will trim my hair if I buy her some crabs🤔🤔\\n   \n",
       "6776                                                                                                                                   Good morning! :)\\n   \n",
       "13858                                                                                                                          His laugh is why I live \\n   \n",
       "42172                                                                                         I just want to cuddle with my boo and go on a cute date ️\\n   \n",
       "48563                            I've been supporting you since the start and am ALWAYS ignored :( please let today be the day you finally follow me♥♥♥\\n   \n",
       "44596                                                                                                                               i just want my mom \\n   \n",
       "42281                                                                                                          I want to go to a J.cole concert so bad \\n   \n",
       "3598                                                                                                  dear god I take that back I just saw her tweet #👍\\n   \n",
       "44275                                                                                                                                Brownie was clutch\\n   \n",
       "26312                                                                                                                                      Bored in sw \\n   \n",
       "41520                                                                                     LMFAO. School be cool till you gotta do homework &amp; shit. \\n   \n",
       "29952                                                                         Honestly still struggling with the idea of working 5am-4pm on Saturday :(\\n   \n",
       "12468                                                                                                                                 I hate you too! 😠\\n   \n",
       "3234                                                                                                                                       Thank you!  \\n   \n",
       "3645                                                                                                             you got your licence and I speed up :)\\n   \n",
       "16774                                                         Milford is gonna be in school while everybody out in the summer all these bomb threats ‼️\\n   \n",
       "10906                                                                                                           Chick'n Shack (@ Shake Shack) on #Yelp \\n   \n",
       "38615                                                                                                         Don't even know since when my phone crack\\n   \n",
       "5893                                                                                                                  Oh Lord, your smile is ahhmazing😅\\n   \n",
       "18773                                                                                                                    omgg little Freddie  #Freddie \\n   \n",
       "16150                                                                                                                                   your beautiful \\n   \n",
       "47550                                                                                                               I ain't have a hot meal in so long \\n   \n",
       "48190                                                                                                                                 just saw that too\\n   \n",
       "5147                                                                                                                          Keep cool Ethan nd breath\\n   \n",
       "36170                                                                                            YOU HUMAN YOU NOT ROBOAT PLEASE NOT SEND BAD COMMENT  \\n   \n",
       "5557                                                                                        On the phone with health partners this bitch won't hang up \\n   \n",
       "42468                                                                                                                         Follow me please cam  x58\\n   \n",
       "9953                                                                                                                                              same \\n   \n",
       "16677                                                                                                                        no cold hoes this weekend👅\\n   \n",
       "16883                                                                  Why girls always wanna talk about the last nigga they were w like a nigga cares \\n   \n",
       "16352                                                                                                                           thanks love that quote \\n   \n",
       "23360                                                                                                                        looking gorgeous  #Dishoom\\n   \n",
       "1948                        Im so glad one of my fave artists is aware of mental health. Thank u It means a lot. #BellLetsTalk #laurenfollowspree 🐣🐥 66\\n   \n",
       "40278                                                                                                             lol shut up you're literally so cute \\n   \n",
       "48840                                                                                                                         He wasnt a happy bunny:-(\\n   \n",
       "14892                                                                                                                                           obvio*💩\\n   \n",
       "21987                                                                                    hey  just seeing this.. Im never on twitter . Ig: pretty_looty\\n   \n",
       "32684                                                                                                                       He's gonna be so mad at me \\n   \n",
       "31291                                                                  No joke just watched a kid get kicked out of class for vaping...welcome to MCC💨💨\\n   \n",
       "13805                      Bitches Don't Even Be Having Phones Or A Stable Place To Stay But Be Out Her Clubbing Fighting Etc Like Bitch You Through 💁👊\\n   \n",
       "31001                                                                                                         They're coming back  they're coming back \\n   \n",
       "26140                                                                                                     Rihanna dropped ANTI ON TIDAL BUT NOT ITUNES \\n   \n",
       "48056                                                                                                                       Oh my... #UnitedFioreMages \\n   \n",
       "4976                                                                      when you're jamming to #britneyjean all the songs are good even the bad ones \\n   \n",
       "32366                                                                                                                                       Imissyou 😏😑\\n   \n",
       "28211                                                                                                                  all i wanna do is watch Netflix \\n   \n",
       "47765                                         I want a box of creme eggs, a never ending mug of coffee and to get snuggled up and catch up on CBB. #PLS\\n   \n",
       "22870                                                                                                                           imitating Jackson oppa \\n   \n",
       "17447                                                                             I'm confused. Was #ANTi supposed to be released on Tidal early Orr...\\n   \n",
       "48520                                                                                                   My night routine is becoming an addiction now 😌\\n   \n",
       "4516                                    You know your mood improves when you can handle listening to System of a Down once again. Ah, #nostalgia.  🤘🎸🎧🎼\\n   \n",
       "41027                                                                                          nah Suddenlink, I wish I did have Comcast at this point.\\n   \n",
       "7721                                                                                                          Just love her sooooo much!!!! :) ~xoxox~ \\n   \n",
       "11126                                                                                                                                            classy\\n   \n",
       "49986                                                                                                                    kS05 NDX  #Audi #AudiUK #cars \\n   \n",
       "34573                                                                                                                    This blunt callin my name lmao\\n   \n",
       "34035                                                                                                                     @chaelincl you're amazing 💭💕 \\n   \n",
       "38456                                                                                                     but he was a character that I actually liked!\\n   \n",
       "24752                                                                                                                          that thin ass blunt wtf \\n   \n",
       "43777                                                                                                                i feel like i'm the only one home \\n   \n",
       "19933                                                                                                Thank you for the letting us know :) #ExpressoShow\\n   \n",
       "33740                                                                                                Nooo but why does his make up look so good though \\n   \n",
       "33711                                                                                                              Want to be with a friend tonight :( \\n   \n",
       "10393                                                                                                                          OMG these image teasers \\n   \n",
       "49677                                                                                                                   Wishing I was in New Orleans :(\\n   \n",
       "36740                                                                                     cant wait for my replay maya!on duty pa :( #ALDUBTurnBackTime\\n   \n",
       "25494                                                                                                     This white lady so phat 🙄 she shitting on me \\n   \n",
       "9527                                                                                 Snow Angels &amp; sunshine! FM's Gr. 1s having fun  Mountsberg :) \\n   \n",
       "44993                                                               My Lonely Guy reached Lv. 14 in Lonely Guy App.  I've been neglecting my friend :( \\n   \n",
       "7999                                                                                                                                            igh den\\n   \n",
       "49489                                                                            When my mom don't text me back or pic up when I call I feel neglected \\n   \n",
       "15326                                        When you didn't know your friend dated the guy you just told her was cute asf so you have to play it off..\\n   \n",
       "29529                                                                                                  This shit I'm dealing with is something serious \\n   \n",
       "43052                                                        I lost count of how many times I said OMG after 20 minutes into tonight's !  #TheOriginals\\n   \n",
       "42274                                                                                                       so many funds Ii cannot deal (missin u btw)\\n   \n",
       "46898                       You're a sleezy wee prick, chatting up other girls while you have a burd then denying it and putting the blame on the girl \\n   \n",
       "7672                                                                                                  tempting.... where? If you say Cuba im staying in\\n   \n",
       "42117                                 anyway to check if my reward disappeared before I had a chance to use it? Had 2 rewards this AM but now just 1 :(\\n   \n",
       "27781                                                                                         I need more babies to play with  karter getting big fast \\n   \n",
       "35790                                                           I don't even have any issues with my mom or argue with my mom but she is like annoying \\n   \n",
       "18354                                                                                                      oww baby cute 💕  #CongratulationsLouis 💕👌👏  \\n   \n",
       "34315                                                                                                             nigga you don't know the half of it  \\n   \n",
       "949                                                                                  not going anywhere anytime soon always here to support you guys :)\\n   \n",
       "48243                                                                                                I must have filled out at least 6 job applications\\n   \n",
       "18537                                                                                                              When you can't resist the sexyness 🙈\\n   \n",
       "40529  the people who talk shit ab me are girls who live in richlands &amp; go to community college, still living with their mom &amp; dad  unfortunate\\n   \n",
       "5924                                                                                                                                          LMFAOOO 💀\\n   \n",
       "46725                                                                     Can't go for a drive don't have anywhere to go, Cant go out Gotta save money \\n   \n",
       "22332                                                                                                           Just happy to know you are ok :)  Hugs \\n   \n",
       "24492                                                                                                       Have an awesome Thursday #Googleverse :-)  \\n   \n",
       "7690                                                                                                        tfw i'll be needing 3 of those dresses :)))\\n   \n",
       "39919                                                               Planning to go to Cape Town next month but I have no one to go with! Such a bore :(\\n   \n",
       "9873                                                                                                                  Hi everyone :) #GreatValueContest\\n   \n",
       "31308                                                                                                                                           weak :(\\n   \n",
       "7064                                        Hi   You are my happiness ✨My life 💫My savior 💞You are my EVERYTHING PLEASE FOLLOW #OneDBestFans2016  -1834\\n   \n",
       "26009                                                                                                                                      I miss you💗 \\n   \n",
       "27174                                           I told Kyng pick a movie so when he get out the tub he can watch it while he eats why he picks chucky 😒\\n   \n",
       "49343                                                                                                                              answer me, please 🙈🙀\\n   \n",
       "30070                                                                                                                                 neck deep later ️\\n   \n",
       "36929               The world  is fully filled  with jealous and temporary  people... then where will i find someone like me..., Frustrating thought :(\\n   \n",
       "18416                                                                                                           I call you son cus you shine like one  \\n   \n",
       "3157                                      Who WILL RETWEET this ?? GET $10💰 #FREE #groceries NEW Ondemand grocery delivery ! 🐤 #beach #Daytona #ncbeer \\n   \n",
       "33110                                        U girls are stressing me already. Not gonna cuss ur asses out on social media but NO moving into my house!\\n   \n",
       "19278                                                                                                                   Rihanna never disappoints me 👏🏽\\n   \n",
       "43909                                                                                                 LANCE A MAKE EM DANCE ALL OVER JULIUS RANDLE!!!  \\n   \n",
       "48629                                                                                                                            2 more hours at work 😴\\n   \n",
       "166                                                                                                                  When you crush watch your snap 🙊🎤😏\\n   \n",
       "3686                                                                                                                       That's a gorgeous picture :)\\n   \n",
       "49547                                                               Lydia's taken all the make up wipes  how does she annoy me when she isn't even here\\n   \n",
       "7302                                                                                                                                       I love you 💕\\n   \n",
       "27642                                                                                                         sync (OutPhase)??beatmania IIDX 5th style\\n   \n",
       "41451                                           Pls follow me, I beg you. 💞   I've  been trying for so long. Tap my follow button, love you💚     36.474\\n   \n",
       "17556                                                                                                                                 love love love ✌️\\n   \n",
       "44655                                                                                       heck, im a supervisor and I get told to stay at work sick. \\n   \n",
       "23852                                                                            Okay, this guy has a temper!! That situation escalated rather quickly \\n   \n",
       "12658                                                                                                                                        anytime :)\\n   \n",
       "36890                                                    Bruhhhh, you locs would have been wet afffff by now!  i'm juiced for you to get them again! 🙌🏾\\n   \n",
       "338                                                                        Y r so many nice ppl turning chavy asf? Hashtag roadman is not a good look 🙃\\n   \n",
       "4818                                                 the only two people I feel comfortable sending ugly snapchats to are dyllon and harley. that's it🙄\\n   \n",
       "7230                                                                             Shit quality because I'm on 3G but there's me &amp;  on 's video!!!!  \\n   \n",
       "21936                                                                            Why do we love the way we do... Yeh bhi koi title h book ka :D #Killer\\n   \n",
       "37719                                                                                                                               moshocket literal  \\n   \n",
       "13316                                                                                                           bring in the troops! #StrengthInNumbers\\n   \n",
       "43836                                               FUCK IM SO HAPPY THAT WAS ONLY A DREAM FUCK MY HEART IS POUNDING SO FAST I WOKE UP WITH PANIC FUCK \\n   \n",
       "1220                                                                                                                             the sun feels so good \\n   \n",
       "41185                                                      5 years ago today I was seeing No Strings Attached with Michael.  sure do miss the butthead.\\n   \n",
       "27894                                                                                                                           I want to see huniepop \\n   \n",
       "39250                                                                                                         how do you have a job and still be broke \\n   \n",
       "19443                                                                                                               I'm crying at \"That's a good titty\"\\n   \n",
       "36685                                                                                                                            Steady Pressin My Sht \\n   \n",
       "34482                                                                                                                                   Take me to him \\n   \n",
       "1101                                                                                                                                      good night :)\\n   \n",
       "39889                                                                                                                                   This is crazy  \\n   \n",
       "2458                                                                             Loving Gillian's facial expressions and back chat #cbb #cbbuk #cbb2016\\n   \n",
       "29771                                                           why don't u follow me? I'm trying to get your follow but u don't follow me :(  I love u\\n   \n",
       "9691                                                                                                                         because it's ridiculous :)\\n   \n",
       "26940                                                                      In My Feelings ep by  is amazing ! Why am I just now listening to this ?! 🙌🏾\\n   \n",
       "7813                                                                                                                         this weather is amazing 🙌🏻\\n   \n",
       "28216        #askmissuniverse Please give me some advice to overcome shyness and ignore the negative comments, I'm happy for her success. 🙏 LOVE YOU 👍👍\\n   \n",
       "18057                                           Desirae : desiraemims41, Did u know that u could get an iPhone 6s without buying it? See my bi0 :) Thx \\n   \n",
       "4283                                                                                              Without twitter some of you are nothing.  #BlackMafia\\n   \n",
       "7458                                                                     WOAH, DUH the gf gets treated too. As usual, caught in a lie &amp; deactivates\\n   \n",
       "9366                                                                                                                      Family goals   #PSYPagtuklas \\n   \n",
       "41973                                                                                                                                 Best movie ever💖 \\n   \n",
       "11578                                                                                                            Lol when you have a lesbian friend .. \\n   \n",
       "48389                                          I submitted a report; I did all I could. Sorry for the whole mess, I just wish I could help out more. :(\\n   \n",
       "9866                                                                                                            😈 ✨ you my hg  I fwy you cute and cool \\n   \n",
       "25388                                                                                                                           You should have come!!!\\n   \n",
       "16121                                                                                                                        wtf when did you take this\\n   \n",
       "10416                                                                                                                              🍑 / fine ass  , ily \\n   \n",
       "22518                                                                                                                                        Fsee Neva \\n   \n",
       "23695                                                                                                                          aw nah just never tried \\n   \n",
       "19240                                                                                        missing you too, \"wishing u were somehow here with me..\" 💓\\n   \n",
       "23399                                                                                                                                          bc u are\\n   \n",
       "20087                            When everyone thinks you're going out to eat with zae, and everything thinks I'm lying and actually going with Desiree\\n   \n",
       "26860                                                                                                                                        f@*# that \\n   \n",
       "39084                                                                                                                                       I miss Nic \\n   \n",
       "3066                                        Can you please RT this  will donate $0.05 to #mentalhealth #MentalHealthMatters Thank You! and God Bless!🙌🙏\\n   \n",
       "32824                                                                                                               can we at least give him a chance? \\n   \n",
       "31575                                                                                  I CANT HOLD ANY FOOD DOWN. THIS KID WILL KILL ME BEFORE HES BORN\\n   \n",
       "37261                                                                                                                       Hopingthatthisisjustadream \\n   \n",
       "39788                                                                                                       I need good company &amp; lots of alcohol .\\n   \n",
       "212                                                                                                                                          in heaven \\n   \n",
       "12774                                                                                                                                        happened  \\n   \n",
       "47573                               MarketingZoom Launches Site For Buying And Selling Marketing  via @marketingland #marketing #smallbiz #PDX #Seattle\\n   \n",
       "17070                                                                                                                 can't deal, cuteness overload 👶🏼 \\n   \n",
       "17845                                                                                                        Happy birthday Ashley hope it was bomb!   \\n   \n",
       "13533                                                                                                    agh! Why do kids say this about our classes?! \\n   \n",
       "31179                                                                                                                                     Up W. My Bby \\n   \n",
       "38346                                                                                 \"You my baby, but you got to stop falling for these lame niggas\" \\n   \n",
       "22077                                        HEY :) CAN U FOLLOW @/ILOVE1DAND5SOS_ *ACC IN BIO* SHE'S ALWAYS FB AND ASK FOR 86 FFS ILY THANKS LOVE ❤ x \\n   \n",
       "22391                                                                                                        son he lowkey boutah make me mad already .\\n   \n",
       "16924                                                                                                              Beefy tatted bearded men are just 🙌🏽\\n   \n",
       "34019                                                                                                                                 you're so pretty \\n   \n",
       "16683                                                                                                                            Amber is trending 👉🏾👌🏾\\n   \n",
       "17014                                                                                                                    nigga I'm tweeting lyrics wtf \\n   \n",
       "28909                                                                                                                                Gotta piss so bad \\n   \n",
       "17974                                                                                         She said \"my dude\" Lol that's a Nylah thing. I say that. \\n   \n",
       "6125                                                                    smoked, came to work, and my coworker is getting me mcdonalds  it's a good day.\\n   \n",
       "20770                                                                                                                                       I love her \\n   \n",
       "38881                                                                                                 this song always gets me such an amazing song 💙💜 \\n   \n",
       "28795                                                                                                                              you look sad love :(\\n   \n",
       "45482                                                                                no more miss 4 because theres no 4ever only ky and sheed lg meron \\n   \n",
       "34748                                                                                                                                I love flowers 🌺🌻💐\\n   \n",
       "36541                            What's the point in booking a doctors appointment when they are never running on time?! 😑🙄 #hatewaiting #doctors #rant\\n   \n",
       "4135                                                                                          Hey, thanks for following! Think you might enjoy this :) \\n   \n",
       "9896                                                                                                                                           your dp \\n   \n",
       "3881                                                                          🚨 GO WATCH  New's video🚨   LIKE AND SUSCRIBE 👍  👉  👈  #FaceTimeMeNash x82\\n   \n",
       "29469                                                                                                                               She's amazing Joy  \\n   \n",
       "26590                                                                                              Kinda feel played,  stupid, and confused all in one \\n   \n",
       "11707                                                                                                                             royal clutch asl bro \\n   \n",
       "23977                               freddie is so cute  you are such an amazing daddy louis your son has luck to have you as a dad❤️ congratulations❤️ \\n   \n",
       "19604                                                                                                                                           miss u \\n   \n",
       "37887                                                                                             i wish i can see y'all in person but sadly i can't :(\\n   \n",
       "35100                                                                                                                   I'm really worried about Comit \\n   \n",
       "22436                                                                                                                                     I'm freezing \\n   \n",
       "36466                                                                                        so sorry i cant see you guys :( love from Cagayan de Oro 💕\\n   \n",
       "44904                                                                                                                       Toothache go away please :(\\n   \n",
       "23577                                                                                                      thank you happy birthday to you as well 🎉🎈♒️\\n   \n",
       "31755                                                                                       a pity those who actually produce them earn so little:  :( \\n   \n",
       "786                                            Lauren I love you very much, your follow is my dream, realizes it please  #laurenfollowspree 💘💗💓💕💖💞 649x\\n   \n",
       "3160                                                                                                   This is why I want to work with animals forever \\n   \n",
       "47164                                                                                                      where this come from? Omg I worried again :(\\n   \n",
       "37426                        Like all women do.  Well, not all women, my homegirl said she is not a fan but,  jokingly asked for felacio a few times. ⏬\\n   \n",
       "26001                                                 we were never not friends, we just had a little disagreement  we will never break up, don't worry\\n   \n",
       "5663                                                 Hi , We love you more than anything 💙  Please follow me and    #laurenfollowspree #BellLetsTalk 39\\n   \n",
       "41344                                                                                                                                 I need some food \\n   \n",
       "46113                                                                                                RT : Still miss my dog man, that shxt still hurts \\n   \n",
       "20521                                                                                                                                  Watch out 💅🏾 ♏️ \\n   \n",
       "34853                                                                                                   you changed so much I thought you disappeared😫😫\\n   \n",
       "38328                                                                                                                          O man, idk what to think\\n   \n",
       "25149                                                                                                                            not the er at the end \\n   \n",
       "17259                                                                                    Thanks for liking my tweet today... Great job in the episode. \\n   \n",
       "18975                                                                                                                            thank you Lucyyyyy ❤️💕\\n   \n",
       "47717                                                                                                        Kurt Cobain was such an amazing artists 🎙🎼\\n   \n",
       "42701                                                                                                   just saw your tweet, I was in the gym  sorry ❤️\\n   \n",
       "9135                                                                                                                                   y'all are weird \\n   \n",
       "39004                                           People with literally no regard for human life nowadays, im ashamed to share a world with some people. \\n   \n",
       "18459                                                                                                                                   I die with them\\n   \n",
       "9692                                                                                                              pretty much happens every tournament \\n   \n",
       "2567                                                                                                                                        AWESOME :D \\n   \n",
       "32953                                                                                                               I miss my father  this is bullshit.\\n   \n",
       "34110                                                                                             When they're fine as shit but their mindset is trash😷\\n   \n",
       "5697                                                                                                                Welcome to my new followers    via \\n   \n",
       "46342                                                                                                                                            me too\\n   \n",
       "38037                                                         but I think both of us can agree we don't wanna see the show lose one of it's core casts \\n   \n",
       "39649                                                                                                                                           Connor \\n   \n",
       "20409                                                                                        I hope I made  happy with my dm  what a true friend I am ️\\n   \n",
       "6384                                                                                                    Ayo not he must like babies ! he probably do E \\n   \n",
       "4451                                                                                                                                   That last one 😫 \\n   \n",
       "5111                                                                        Kenny tried to give me some advice on relationships  what a weak ass niggaa\\n   \n",
       "33343                                                                                                                                   thank u brother\\n   \n",
       "24323                                                                                                                                  Today was great \\n   \n",
       "43280                                                                                                                         it still applies to me :(\\n   \n",
       "28565                                                                                            This the time of the year when my body gets no rest 🙃🙃\\n   \n",
       "38586                                                                                                          I'm super hungry I want to eat my lunch \\n   \n",
       "24221                                                                                                                        Going back red next week🙌🏽\\n   \n",
       "49576                    I hate to see women get abused, I just don't understand how could a man beat on the most beautifuliest creature👧👰 in the world\\n   \n",
       "8311                                                                                                                                 Ok, I'll do that ️\\n   \n",
       "36132                                                                                                 When things just doesn't go the way you like it. \\n   \n",
       "11815                                                                                                                                      Follow me :)\\n   \n",
       "24866                                                                                         pretty sure I still have my head  I was there the 15-22  \\n   \n",
       "29507                                                      nah I'm too sick rn I have an upper respiratory infection and an ear infection in both ears \\n   \n",
       "3909                                                                                                                                       thank you!  \\n   \n",
       "8242                                                                                                                               I got you by 99.1%❤️\\n   \n",
       "40349                                                                                                      So why is  giving everyone but me attention \\n   \n",
       "32051                                                                                                            you make this color look so goooood 👌🏽\\n   \n",
       "48119                                                                                                           Thought 2016 was my year , guess not 💁🏽\\n   \n",
       "4665                                                                                                                      you deserve it my nephew!! ❤️\\n   \n",
       "21014                                                                                                                              Forever ain't real  \\n   \n",
       "19167                                                                                 Snapchat Slapping , Phone Slapping, Instagram Dm Slapping .💁🏽💁🏽💁🏽\\n   \n",
       "46791                                                                                                                 min yoongi in suit is my weakness\\n   \n",
       "1276                                                                                                                           I'm so sorry  I'm done  \\n   \n",
       "35096                                                                          I hate when I'm not home but sleepy af then when I get home I'm just up \\n   \n",
       "39913                                                                                                            eugh washing machine syndrome or what \\n   \n",
       "14959                                                                                                             cousin these ppl don't get me at all💯\\n   \n",
       "8275                                                                                                         they let him stay after this? I'm finished\\n   \n",
       "25915                                                                                        i can't stop watching demi videos on youtube i'm so sad :(\\n   \n",
       "47886                                                If any of my followers in PR are going to patronales, take a lot of pictures and videos for me :-(\\n   \n",
       "25486                                                                                                                I just wanna see Bryson tiller man\\n   \n",
       "28742                                                                                                                           Dang bro but goodnight \\n   \n",
       "32594                                                                                                                      I have the cutest bff ever  \\n   \n",
       "32216                                                                                            Sunday  I'm in all week from Monday tho that'll be fun\\n   \n",
       "6680                                                                        At least now no one can influence me with take aways like 3/4 times a week \\n   \n",
       "44867                                                                                                                    thought you had gone back home\\n   \n",
       "11452                                                                                                                                             bless\\n   \n",
       "24574                                    Alex Cortes : alexito_burrito :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n   \n",
       "19545                                                                                                   HAPPY BIRTHDAY  ALL THE BEST LIL SIS!!!! ❤️❤️🎉🎉\\n   \n",
       "9529                                                                                                                                            Woah 😳 \\n   \n",
       "45619                                                                                                                   normally i ask fetus, but :((((\\n   \n",
       "20625                                                                                                                          anyways goodnight now :)\\n   \n",
       "26024                                                                                                                                   Shit  I can't  \\n   \n",
       "45102                                                                                      yeah, got the items just forget to check the app too much :(\\n   \n",
       "1721                                                                                                                     Guess I'll have to read it. :)\\n   \n",
       "22370                           Ain't no White House with a Pickett fence 🏠baby we don't want the same things #iDontBelongToYou keep it on the downlow \\n   \n",
       "4891                                                             Steeping some Youthberry with Wild Orange blossom for some iced cold tea later ... 💖💕 \\n   \n",
       "34222                                                                        I feel you girl  it's like this for me ATM, hope it gets better for you! 💕\\n   \n",
       "14225                                                                                                                 we will be on our way Saturday:-)\\n   \n",
       "32069                                                                                     Hi 🙊.\\r 💖.\\r 💝.\\r 💘.\\r 💗.\\rI'm so sorry for spam .\\r .\\r6672.\\n   \n",
       "15182                                                                                                              when obama is advertising bitch tf😒 \\n   \n",
       "2245                                                                                                                                            you're \\n   \n",
       "36696                                        Sounds like I'm missing a great semi-final tonight  As if people would have birthdays during the #AusOpen!\\n   \n",
       "26331                                                                                I'm off twitter for a few days and all this shit starts happening \\n   \n",
       "7211                                                            kita : kea_01 :) Did u know u c0uld get an iPh0ne 6s with zero cost? Check my bi0. Thx \\n   \n",
       "19923                                                                                                                           Happy Birthday  !!!! :)\\n   \n",
       "37937                                                                                                                Forgot my glasses and my house key\\n   \n",
       "35342                                                                                                                       I do not feel satisfied. :c\\n   \n",
       "9393                                                                                              :) dam i m in luv wit da CONGO NIGGA MIXTAPE  RCTCruz\\n   \n",
       "11726                                                                                                    Mayor West on family guy is so fucking weird 🌚\\n   \n",
       "13535                                                                                                                   Thanks for follow me  Welcome!!\\n   \n",
       "33377                                                                                                                                you're a dick bro \\n   \n",
       "20531                                                                                                                                      thanks babe \\n   \n",
       "27079                                                                                                                rp sonics art!! Very far  :-( you?\\n   \n",
       "30616                                                                                                                                  I go in at 5:30 \\n   \n",
       "6206                                                                       My mom is chasing my dog with a ladle, trying to collect her pee for the vet\\n   \n",
       "20838                                                                                                                     through w 2 , 4 more to go 😌 \\n   \n",
       "47045                                                                                                           I almost haven't seen you in a month   \\n   \n",
       "30169                                                                                            I wish I was old enough to get a job and my license :(\\n   \n",
       "45415                                                                                                      Woke up with a sore throat, this shit hurts \\n   \n",
       "16706                                                                                                             so what we get high was sweet doe 💀🙌🏽\\n   \n",
       "25144                             She cant imagine a life without u❣ She love u so hard to hurt her when u keep ignore her Pls follow  #BellLetsTalk  J\\n   \n",
       "22993                                                                                                                                   k, goodnight✌🏼️\\n   \n",
       "32154                                                                         This Veteran Posted THIS Touching Facebook Note, It Would Be His Last :( \\n   \n",
       "40220                                                                         This is so sad need to start appreciating the little things more often.  \\n   \n",
       "9486                                                                                                                     exact thinking process I have \\n   \n",
       "12530                                                                                                                                        thanks!!! \\n   \n",
       "11161                                                                                 Shes even cute in the way that she breaks that cheese roll damn. \\n   \n",
       "9131                                                               Greetings from San Diego  exploring with  #ilovesandiego #sandiegomural #exploring… \\n   \n",
       "23947                                                                                                  Morning hottie how's you hanging my lovely 😜☕️☕️\\n   \n",
       "37750                                                                                                    This hoe just woke me up im so Pissed off Now \\n   \n",
       "31672                                                                                                           Christ! That doesn't look good at all. \\n   \n",
       "10006                                                                      Watch You Don't Have To Go by   I love it 💕  #YouDontHaveToGoTo1Million ️  9\\n   \n",
       "23687                                                                                                                      this episode of the office 💗\\n   \n",
       "...                                                                                                                                                   ...   \n",
       "21132                                                                                                                              you know me so well.\\n   \n",
       "3324                                                                                                             just shows what people think about me \\n   \n",
       "11915                                                                                                 Smoove say he need it all he finessin hoes n all \\n   \n",
       "14275                                                                                                                             thanks for speaking. \\n   \n",
       "17794                                                                                                     will be a great dad💁 ready to change diapers🍼\\n   \n",
       "42106                                                       Bro god and lil sis finna bring me some to eat 💯    im at work to hungry i appreciate them \\n   \n",
       "1431                                                    hi Lauren, can you please follow me? It means a lot to me, I love you ❤ #laurenfollowspree x102\\n   \n",
       "37844                                                                                                                          I'M ALWAYS A #TEAMBAHAY \\n   \n",
       "4877                                                                                                         I did worse my second time then the first \\n   \n",
       "8093                                                                                           Heyy ! Could you RT this tweet please ? :)  … … Merci xx\\n   \n",
       "44667                                                                              I feel so sad because Cameron Dallas notices everybody but not me :(\\n   \n",
       "11872                                                                                                                                     off to cubao \\n   \n",
       "39159                                                                                                                                 well that's dumb \\n   \n",
       "21821                                                                                                                             So so cute. Congrats💓\\n   \n",
       "40636                                                                                                                                       heeee  hunh\\n   \n",
       "3506                                                                          🚨 GO WATCH  New's video🚨   LIKE AND SUSCRIBE 👍  👉  👈  #FaceTimeMeNash x48\\n   \n",
       "28178                                                                                            You hold em down since he been in there💯💯💯 real shit  \\n   \n",
       "1999                                                                                                                                       that's funny\\n   \n",
       "26485                                                                                                                  don't nobody go harder than you \\n   \n",
       "18969                                                                                                                                       really doe \\n   \n",
       "39120                                                                                         pumped for tomorrow🎉 but j know I won't get what I want:(\\n   \n",
       "5925                                                                                                                              gabbys got good ears \\n   \n",
       "18572                I be like \"I don't like valentines day.\" Knowing good &amp; well I be feeling salty and in my feelings when valentines day come 👌💯\\n   \n",
       "3122                                                                                                                                               Trey\\n   \n",
       "31994                       like history music video comes out no one excited for him like z \"real\" . Feel disappointed for the boys that do all for US\\n   \n",
       "21326                                                                                       Now that I quit I need a new job, is there anywhere hiring?\\n   \n",
       "32588                                                                                                                                            OMFG  \\n   \n",
       "717                                                                                                                   Jackass of the day goes to Kanye \\n   \n",
       "4628                                                                                                   Happy #ALDUB28thWeeksary Aldub Nation and  and  \\n   \n",
       "49114                                                                                                                                          omg yas \\n   \n",
       "47353                                                                                                                                         lucky!!! \\n   \n",
       "37576                                                                                                        \"I'm a mess right now 🎧🎶\" Totally a mess 💔\\n   \n",
       "13155                                                                                                  are you sure your hair isn't actually blonde ?¿🤔\\n   \n",
       "2235                                                                                                                LIVE on #Periscope: They fighting  \\n   \n",
       "21248                                                                                                                                      He fucked up\\n   \n",
       "43388                                                                       Lotto Men's Stadio Potenza IV 700 DX Soccer Cleats Sz 10 1/2 NEW R2617 Blue\\n   \n",
       "44050                                                                 One Side Of My Head Is Still Pounding  I Think I Might Need To Go To The Hospital\\n   \n",
       "43564                                                                                                                                      Chest hurts \\n   \n",
       "47725                                                                                                            I really wanna go to a club in philly \\n   \n",
       "38550                                                                                                                                    I need coffee \\n   \n",
       "18759                  I do not owe you an explanation but if you have any questions you can feel free to direct them to me and not to your groupme :-)\\n   \n",
       "41697                                                      would you give me a Baconator for free?😬 Im hungry, its cold outside and i just got 50 cents\\n   \n",
       "3992                                                                                                                         Let me keep my mouth shut \\n   \n",
       "39918                                                                                                                                 I can't watch it \\n   \n",
       "16069                                                                                                                               Got my girl back ❤️\\n   \n",
       "22536                                                                      If t wasn't for Netflix and food I probably would have been asleep hours ago\\n   \n",
       "28549                                                                                                                           I hate monthly period! \\n   \n",
       "12037                                                                                                                                        i love u❤️\\n   \n",
       "13673                                                                 Remember when ppl were bashing LMA... Y'all some fair weather fans!  #SpursNation\\n   \n",
       "34285                                                                                                                             Just look at her! 💖💖 \\n   \n",
       "13678                                                                                                        I saw that and saved it! I love that blue \\n   \n",
       "42239                                          careful what you say to ad about your allies! Canada has been at your side since the beginning of time! \\n   \n",
       "44769                                                      The depressing thought of having to change my layout because it's not my birthday anymore :(\\n   \n",
       "13845                                                                   Indeed. Also I like your new picture!! I wish I could stand wearing a bow tie. \\n   \n",
       "18486                 cous we been threw this my son starting push ups at 2 weight training at 8 or 10 im talking D1 by the eighth grade baby get to it\\n   \n",
       "38102                                                       More raw foods, less meats, no caffeine, natural sweeteners , NO ALCOHOL...the list goes on\\n   \n",
       "34679                                                                                                                                 literally only me\\n   \n",
       "49269                      Cats didn’t cope at the cattery well. Both have lost weight, are dehydrated &amp; slept pressed up against me last night. :(\\n   \n",
       "15723                                                                                             👽️️// a7skk 6yb w ktkut  w id like to know you better\\n   \n",
       "44959                                                                                                       @the7thflare @852wang SAAAAAAAAD :( HAHAH A\\n   \n",
       "49919                                                                                                                   #ovosoundradio he said April 😫😫\\n   \n",
       "36418                                                                                                                       I have the biggest headache\\n   \n",
       "12771                                                                                                                                 why hate on osmo \\n   \n",
       "35778                                                                                                          So no one wants to help me get weed ? :(\\n   \n",
       "24034                                                                                                                  just need you 😉 #talknerdytome 🤓\\n   \n",
       "45154                                                                                                        It's cold ass hell tonight  by aliciavena \\n   \n",
       "38056                                                                          look it up dude, I really hope she didn't like pull something important \\n   \n",
       "26069                                                                                                                                 this is so sad :(\\n   \n",
       "13024                                                                                                                                         Crying!  \\n   \n",
       "25736                                                                  Is anyone good at putting screen protectors on phones/tablets? I always mess up \\n   \n",
       "8708                                                                                                                    you better come over tomorrow 🙃\\n   \n",
       "48094                                                                                                So upset I'm working and can't enjoy this weather \\n   \n",
       "39724                                                                                         Well shots of DayQuil make me feel as crappy jäger bombs \\n   \n",
       "7363                                                                                                                                     it's so funny \\n   \n",
       "29018                                                                                                                                     me right now \\n   \n",
       "3483                                              You are my weakness and at the same time my fortress, please follow me babe   #laurenfollowspree  x53\\n   \n",
       "47658                                                                                                                     I wonder who came up with it \\n   \n",
       "10314                                                                                                       how you got a squad and still gettin murked\\n   \n",
       "3821                                                      Everyone go watch the  's New video!  IS PERFECT 🎥🎞 👉🏼   #FaceTimeMeNash BRAZIL LOVES YOU 211\\n   \n",
       "26219                                                                                                      Feels so good to be in bed after a long day \\n   \n",
       "1916                                                                                                                             I don't have a brain! \\n   \n",
       "35284                                                                      Corey said \"do you want Taco Bell instead?\" WHAT! No.  Fuck, Taco Bell. 🖕🏻🖕🏻\\n   \n",
       "18615                                                                                                                          never been so determined\\n   \n",
       "29145                                                                                                                                    Go live  lol  \\n   \n",
       "42976                                                                                                         I REALLY JUST WANT MY PRINCESS RING BACK️\\n   \n",
       "15732                                                                 Please Give the ffs to the 3 accs in bio tweet me when done i have 844 ffs :) xx \\n   \n",
       "34944                                                                   Apparently republicans can't go 5 minutes without bringing up 9/11 😒 #GOPDebate\\n   \n",
       "20580                                                                                                                      good you need to be annoyed \\n   \n",
       "439                                                        Thanks to you two looking like you're related now I've made my friend Bilaal's day  #family \\n   \n",
       "6977                                                                                                               this reminds me of you in the past  \\n   \n",
       "16576                        Hi! To keep a Snapstreak both Friends must send Snaps (not Chats) back and forth within the 24 hr window. Hope this helps \\n   \n",
       "24589                                                                                                                        but u ar d only exception \\n   \n",
       "42287                                                                                                                  My heart is absolutely broken! 💔\\n   \n",
       "28445                                                                                           Guys I am very sorry I haven't been streaming :(       \\n   \n",
       "27111                                                                                                                                       Wide awake \\n   \n",
       "36322                                                                                                                       Laish bs fel weekend amr'9 \\n   \n",
       "10114                                                                             lol the ways of today's slang isn't difficult to learn I'll teach you\\n   \n",
       "23919               I could never play a pregnancy prank on my parents. Cause then they'd know that I know what sex is. And never look at me the same. \\n   \n",
       "8642                                                                                                       haha OH ! That's why I asked  dito sorry lol\\n   \n",
       "28470                                                                                                          FUCK NIGGAS ALWAYS LYIN!  “: Lies  smh ”\\n   \n",
       "47788                                             Everyone's gone all detective mode trying to figure out what app Nonchan was using on his phone xD;;;\\n   \n",
       "11272                                                                                                                                megh this is hot  \\n   \n",
       "49560                                                                                        Louis and zayn were partners in crime but also saps im :((\\n   \n",
       "23473                                                                                               While watching One Piece: Adventure of Nebulandia  \\n   \n",
       "44292                                                                                                      my heart seriously melt when Corey does that\\n   \n",
       "46392                                                                                                   I've literally just threw up like seriously Fml\\n   \n",
       "19097                                                                                  lol it's fine! I've witnessed my relatives have babies so I know\\n   \n",
       "2269                                                                     Finger in the booty, with a touch of Vicks  senenza ngathi aniythandi webafana\\n   \n",
       "35438                                                                                              I am sorry I won't make another MLP reference again \\n   \n",
       "18191                                                                                     they could mail me my diploma &amp; imma meet yall in panama \\n   \n",
       "1194                                                                                                                               guess not😅 you the 💩\\n   \n",
       "8590                                                                                                  Huge s/o to  for the bloody nose! It felt great!😅\\n   \n",
       "6946                                                                                                                    Phone works so it's a good day \\n   \n",
       "20227                                                                                                         happy birthday!  hope you had a good one!\\n   \n",
       "1390                                                                      Steak, baked potato, and salad for dinner tonight 👌🏽 #forevermyfavoritedinner\\n   \n",
       "8568                                                                                                                                   I love you baby \\n   \n",
       "10637                                                                                                      #WaybackWednesday back in high school.... 😅 \\n   \n",
       "21346                                                                    You use to call me on my... You use to... You use to call me on my cellphone  \\n   \n",
       "45757                                                Ooo I miss this 3 #Asad #Zoya #Ayan &amp; all other charcters also #Qubool Hai season1 was best👍  \\n   \n",
       "39143                                                                          Grew up  and do you know I thought about him last night!? Crazy random  \\n   \n",
       "20928                                                                                                             After TPT, Next story: Tantei High :)\\n   \n",
       "4145                                             sarah : panduhxox. Did u know that u could get an iPh0ne 6s without buying it? Go check my bi0 :) Thx \\n   \n",
       "5587                                                                                                                                    ahaha did you? \\n   \n",
       "13508                                                                                 Happy birthday  !! 🎉🎈 may Allah bless u always #yoojung4lyfe hehe\\n   \n",
       "41198                                                                      whhhhy do I have to get a massive headache just before I want to go to sleep\\n   \n",
       "45563                                                                                                                                       thanks huhu\\n   \n",
       "30038                                                                                                                                    we miss u 2 :(\\n   \n",
       "24056                                                                                                                                     followback :)\\n   \n",
       "16632                                                                                                  not my type of shoes but ofc ill still get them \\n   \n",
       "20532                                                                                                                           👍 Stia HAPPY BIRTHDAY🎂🎈\\n   \n",
       "8923                                                                                                                                    thank you babe \\n   \n",
       "11421                                                                                                                              It's fucking stupid \\n   \n",
       "8839                                                                                  Jewels_1Dxo: RT 1DMxUpdates_: Yo toda mi vida  #OneDBestFans2016 \\n   \n",
       "26853                                                                                                                      I'm livin' I'm livin' livid \\n   \n",
       "7844                                                                                                  🐘🐧🐘 - my Mexican Bby ilysm. Pero you goofy asl ❤️\\n   \n",
       "45804                                                 my video was around 3minutes but they would only let me post thirty seconds :(( I'm so happy tho \\n   \n",
       "44375                                                                                        Will my ever stop bringing up mikayla's name 👿 So annoying\\n   \n",
       "21633                                                                                                   didnt you try that nigga at the gas station?! 💀\\n   \n",
       "32927                                                                                                All this money to spend wit no girl to spend it on\\n   \n",
       "17824                                                                                                                                       I love you \\n   \n",
       "42105                          why is it all the nice girls at the office always leave :( and i stay stuck with a possibly bipolar /spoiled basket case\\n   \n",
       "30711      If larry was real at some point (which I believe it was) then I wonder what happened to get it to this point, they were so happy together :(\\n   \n",
       "5274                                                                                                                                     thanks Kenzie \\n   \n",
       "44884                                                                            30/01/2016 08:51UTC #VP8SGI has been spotted on 14180 by #PD2BA #DX20M\\n   \n",
       "22463                                                                                                                       QC: So much for peak Trump \\n   \n",
       "13750                                                                                                                                     Can't wait!  \\n   \n",
       "16847                                                                                                             lol nah I'm not fw it  keep that shit\\n   \n",
       "16083                                                                                                ...but then, sometimes, it's hard to be humble. :)\\n   \n",
       "38546                                                                2 of my nails cracked in half I'm thinking about cutting them off for a while lol \\n   \n",
       "30790                                        I am worse :( i wanna sleep till monday  I'm still tired from this morning  i wonder how u feeling at work\\n   \n",
       "16284                                                                                #SFN MUSIC: Tai Koon – Aroma (Prod by Cadillac Pro) | @thetaikoon \\n   \n",
       "8495                                                                                                                     that's v old what do you mean \\n   \n",
       "10763                                                                                                                                   Coast Is Clear \\n   \n",
       "44331                                                                                         No, unfortunately I finished up a year earlier. #regrets \\n   \n",
       "46935                                                                                                                                    I want Cathy  \\n   \n",
       "49385                                                                                                                     This is my hospital room :(( \\n   \n",
       "23437                                            funny how Zaky says you obsessed with him but every tweet he has today is about you  stay awesome Rita\\n   \n",
       "29034                                                                                         ill be up at 8 tomorrow too gettin paa ready for daycare \\n   \n",
       "5940                                                           great show as always. If we'd had the power up front that Jeinny has - we'd walk league!\\n   \n",
       "18125                                                                                                                        Can't wait till it's end .\\n   \n",
       "24943                                                                                                                                  lmfao text me :)\\n   \n",
       "6765                                                                          I love when Dennis picks up dinner for himself but fails to get me some 🙃\\n   \n",
       "44488                                                                                                                   ya cos u so good... teach me :(\\n   \n",
       "36477                                                                                                                                      who's that ?\\n   \n",
       "11861                                                                                             when majority of your sleepwear is your bf's clothes \\n   \n",
       "39273                                                                                                              I better get my fuckin car today!!!!\\n   \n",
       "40352                                 Almost all of the people closest to me have accidentally pooped themselves and I haven't. What's wrong with me :(\\n   \n",
       "43453                                                                                                        ugh pean...lets cry at graduation together\\n   \n",
       "49575                                                                                                            aw :c i was actually gonna start that!\\n   \n",
       "10391                                                                                             Happy birthday  drink all the tequila in the world 🎉🍻\\n   \n",
       "7981                                                                                                             done!!! Your account is so cute ahhh 💕\\n   \n",
       "20239                                                                                      please follow me it'd mean the world ❤️❤️ #KungFuVamps    x6\\n   \n",
       "21886                                                                                                                I know lol hey your avi is purty ️\\n   \n",
       "3717                                                                                                    I did. His response.. \"I don't wash it a lot.\" \\n   \n",
       "31842                                                                                                                                 but it's so good \\n   \n",
       "1252                                                                                                                                       sorry mate 🙈\\n   \n",
       "9399                                                                                 or just \"cum on my face weather\" but hey.. 👶👶👶 babys lifes matter \\n   \n",
       "3317                             is a wonderful person I don't know how to explain how much she means to me 💘 follow me please? 🙏 #laurenfollowspree 59\\n   \n",
       "22072                                                                                                       I'm getting it tattooed down my face ASAP  \\n   \n",
       "17766                                                    Freddie is so adorable! Wait till he gets older and you can kick a football around with him :)\\n   \n",
       "9255                                                                                              duh it's a catchy ass song  if u popping u can relate\\n   \n",
       "32790                                                                                                                              that shit ruined me \\n   \n",
       "25872                                             Dear Kanye, puff, puff and pass homie...damn. This dude went offffffffffffff. Too many dabs or nah?! \\n   \n",
       "28512                                                                                                                             running out of space \\n   \n",
       "43731                                                                            30/01/2016 05:11UTC #J79WTA has been spotted on 7168 by #YV5POP #DX40M\\n   \n",
       "13052                                                  Sorry I'm late! As usual.. Be online in a few minutes. We have to be quiet.. People are over 👀👀👀\\n   \n",
       "34312                                                                                                                                  I wasn't ready  \\n   \n",
       "14695                                           nathalia : IShipUsPaul :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n   \n",
       "44647                                                                                    Gotta be up in 2 hours to go shopping with my mum 🤔 urm nope 🙃\\n   \n",
       "28749                                                                                                                          that's a real bummer :-(\\n   \n",
       "42511                                                                                                                     Preciso ver shadowhunters :((\\n   \n",
       "5221                                                                              \"Forget bags under ur eyes  U got suitcases under there\" thanks Em ️❣\\n   \n",
       "31946                                                                                                          There's no way to spin this is there? :(\\n   \n",
       "34637                                                                                                                            Bless me with a job 🙏🏻\\n   \n",
       "8450                                                                                                                                 Please dont tweak🔪\\n   \n",
       "23099                                                                                                     lmao  just a get a trial then cancel it later\\n   \n",
       "28580                                                                                                       I hate when people wake me outta my sleep 😫\\n   \n",
       "25951                                                                                        My mom has the ability to ruin my day in all occasions. 🙄😠\\n   \n",
       "24330                                                                                                          #WEC: First Le Mans entries announced - \\n   \n",
       "28916                                                                                                   :( :'( everyone makes me their therapist. Meh 😫\\n   \n",
       "28438                                                                                                                   Got hella feelings for da kid 💍\\n   \n",
       "6297                                                      #FaceTimeMeNash I'D LIKE YOU TO FOLLOW ME. I SPENT ALL AFTERNOON CRYING PLEASE MAKE MY DAY 59\\n   \n",
       "26999          Someone corrected my pronunciation when they were exactly wrong. Dude, I'm not dumb! I study and read the dictionary for my own sake :-(\\n   \n",
       "41194                                                                                                                      how do u not follow e yet :(\\n   \n",
       "7163                                                                                                                                   this gon be us🙄 \\n   \n",
       "14292                                                                                      Appreciate your recent Retweets    have a great Wednesday :)\\n   \n",
       "19895                                                                                           We gone blow soon...So all my tears were covering this \\n   \n",
       "42635                                                                                                                          can't stop listening 👌🏻 \\n   \n",
       "37806                                                                                                                                 quan still sleep \\n   \n",
       "28481                                                                                                      aw lauren i hope you find your stuff soon :(\\n   \n",
       "25778    If I ever comment on something it takes me all day to write it &amp; be sure it doesn't seem awful but even then when I submit it im still so \\n   \n",
       "48806                                                                                                                             I am so bad at this  \\n   \n",
       "25446                                                       Can I get a hug from you because today is such bad day behind me :( I love you Josh so much\\n   \n",
       "36005                                                                                              Still up with Desire like I don't have to be up  am \\n   \n",
       "34898                                                                                        all i was looking forward to this weekend was fanfest but \\n   \n",
       "14456                                                                                                                           Got my ass in trouble 😑\\n   \n",
       "42077                                                                                                  I was in the final of his tourney for 15$ MSP :(\\n   \n",
       "12382                                                                                   Love  playing  playing Lucifer  #Supernatural #Casifer #Lustiel\\n   \n",
       "6598                                                                                                                              you not poppin Tyrah \\n   \n",
       "19228                                                                                                                                         you're** \\n   \n",
       "12605                                                                                                                                     👏🏼 good job  \\n   \n",
       "6943                                                         STRAWPOLL ON NEW GAMES TO HOST! :D   #Minecraft #CSGO #TF2 #Terraria #ARK  TheRealTatorTot\\n   \n",
       "46550                                                                                                                                      Imma weirdo \\n   \n",
       "34776                                                                                                            Today might just be one of those days \\n   \n",
       "30324                                                                                          I think I need to take a break from Facebook seriously 😫\\n   \n",
       "34521                                                                                                                                          Oh man  \\n   \n",
       "31446                                                                                               brian mcknight really be getting me in my feelings \\n   \n",
       "18225                                                                                                                your tweets are relatable asf rn 👌\\n   \n",
       "13986                                                                                                                   I'm here if u change your mind😉\\n   \n",
       "33422                                                                                                         Gotta get Shit back Right with My BM👫💜💯 .\\n   \n",
       "12798                                                 dat bitch DON'T like me OVER a nigga &amp; ion RESPECT dat hoe MIND  at all😛😛😛😝😜😜😉😉😝😛😛😜😝😛😛😙😝😛😛😜😝😛\\n   \n",
       "35597                                                                                                                   I can't stop eating or drinking\\n   \n",
       "8175                                                                                                                       your face swaps are amazing \\n   \n",
       "35212                                                                                                                                      Heavy hits  \\n   \n",
       "19430                                                                                                                 boy ray wants to be ghetto so bad\\n   \n",
       "3119                                                                                                                                         Feel ruff \\n   \n",
       "44521                                                                                                                                       I miss him \\n   \n",
       "26744                                                                                                  a guy on a scooter was hit by a car and killed. \\n   \n",
       "21823                                anytime I've ever gotten myself involved w a white boy has been an absolute complete waste of time &amp; disaster \\n   \n",
       "34396                                                                                                             Four more days and it's bye bye cigs \\n   \n",
       "22661                                                                                                                   You know what  y'all too much! \\n   \n",
       "39294                                                                                                                                   shes gorgeous  \\n   \n",
       "8361                                       GUYS  🎥GO WATCH NEW VIDEO BY  🎥   ▶️  #FaceTimeMeNash  👉LIKE, COMENT &amp; SUSCRIBE👈  FOLLOW ME  TE AMO💕 X86\\n   \n",
       "28686                                                                                      Cassidy always breaking my heart when she breaks up with me \\n   \n",
       "22350                                                                                             bro we had J. Cole @'ed in this convo the whole time💀\\n   \n",
       "42129                                                                                                             Ugh really wishin I went to formal:((\\n   \n",
       "44549                                                     ❤💜#Hot #Cameras #Kodak EasyShare DX6340 3.1 MP #Digital #Camera - Silver with Case #Go #eBay \\n   \n",
       "9023                                                                                                               Yes, you're one of them. Calm down💞 \\n   \n",
       "28318                                                                                      Absolutely hate everyone that's going to G Eazy on the 4th 💔\\n   \n",
       "1003                                          Noel Tiller : No_LTiller :) Did u know that u could get an iPhone 6s without buying it? Read my bi0. Thx \\n   \n",
       "11342                                                                                                                                        thank you \\n   \n",
       "46476                                                                                                 Am pure no well with nobody to help me/comfort me\\n   \n",
       "25858                                                                                                                                        post mine \\n   \n",
       "32454                                                                                                                   I might have left them at home \\n   \n",
       "17201                                                                                                                                       Indeed :)  \\n   \n",
       "35520                                              holy shit i got so freaked out i thought i missed toe birthday but i had forgotten about time zones \\n   \n",
       "12935                                                                                                         probably because I'm just a petty girl 💁🏽\\n   \n",
       "40553                                                                                                      When you &amp; your best friend make plans  \\n   \n",
       "13651                                                                                                                   Now it's time for a new phone👍🏻\\n   \n",
       "36036                                                                                                                 aw man :( now I gotta cancel lmao\\n   \n",
       "16901                                                                                                                           yall lost to the flyers\\n   \n",
       "44298                                                                                                                                     Yesterday :( \\n   \n",
       "19323                                                                                                           My  gang having Nasi lemak lunch here  \\n   \n",
       "16366                                      can u wish happy bday to ? pls she loves u so much &amp; would be a nice birthday gift! #KocktailsWithKhloe \\n   \n",
       "934                                                                                                                I'm gonna be single for life so idm \\n   \n",
       "24808                                                                                                                                Lol this is true  \\n   \n",
       "45270                                                                           Nexus 5 D820 - 16GB - Black (Sprint) Smartphone - Bid Now! Only $61.5  \\n   \n",
       "22215                                                                                                                 My crippled ass bout to step out \\n   \n",
       "39249                                                                                        Voy a llorar ❣❣.                 John Legend - All of Me  \\n   \n",
       "41099                                                                                   HP Envy M6-1225DX  i5-3230M/ 2.60 GHz / 1TB GB HDD / 8 GB RAM  \\n   \n",
       "44890                                                                                                                                        Solo cover\\n   \n",
       "39798                    Just forgot myself and chomped down on my dinner and enflamed my open tooth wound with molten cheese. My face really hurts. :(\\n   \n",
       "45707                                                                                                                             Omg that looks awful \\n   \n",
       "34394                                                                                                             I so did not miss doing math homework\\n   \n",
       "24400                                                                                                                                  I Can't Paint :)\\n   \n",
       "48978                                                                           yeah, I anticipated it so much, but still cried a ton when it happened \\n   \n",
       "35910                                                                                                                             #PillowTalk  NO WORDS\\n   \n",
       "28407                                                                                              Too many problems I gotta get higher higher higher 👿\\n   \n",
       "13562                                                                                                                                     bc its groovy\\n   \n",
       "2840                                                                                            The amount of hate I have for you right now is unreal 🔫\\n   \n",
       "45469                                                                                     oh nooo you poor thing  feel for you are u feeling better xxx\\n   \n",
       "7258                                                           Thanks Ruth, looks like a lot of crossover with . &lt;Waves hello to Boseda... &gt;  :-)\\n   \n",
       "36642                                   doing mundane microsoft office work sux. idk how people continue to do this for the rest of their dying days :(\\n   \n",
       "9505                                                                                                        Happy #ALDUB28thWeeksary more to come!! 💕 #\\n   \n",
       "40033                                                                        I've been wanting to read that for the longest time but I never got to it \\n   \n",
       "24037                                                                          Don't forget to scrub everything twice, so you will look ánd smell nice \\n   \n",
       "40229                                                                                           hate when niggas be too scary to take the yellow light \\n   \n",
       "16826                                                                                           I'm totally in love with this    #LouisIsGoingtoBeADad \\n   \n",
       "47951                                                                                  Christian was the best and worst thing to have happened to me 💔 \\n   \n",
       "13283                                                                                                                                         miss you \\n   \n",
       "3665                                                                                         I love khaleed &amp; sky. they always make me feel better \\n   \n",
       "5541                           Thanks for playing, Cherie! Feel free to follow us to hear about our future #prizes and #coupons. Have a great evening! \\n   \n",
       "9858                                                                               Today was hero vs villain day at CHHS and someone wore a trump mask \\n   \n",
       "707                                                                                                                               ready to get married \\n   \n",
       "22715                                                              How did you become so stunningly gorgeous?  — How did you become so stinking sweet? \\n   \n",
       "31237                                                                                                                                    I'm tired asf \\n   \n",
       "26295                                                                                                        I Want Some \"Outback\" Wings &amp; Bread 🍗🍞\\n   \n",
       "13416                                                                                                            The sweetest song to make us smile:)  \\n   \n",
       "26629                                                                                                                            Stomach is killing me \\n   \n",
       "12420                                                                                                                            *becoming  sure we can\\n   \n",
       "42243                                    Just when I was enjoying a low car insurance payment I fucked around &amp; upgraded &amp; so did my insurance \\n   \n",
       "44895                                                                                                                                      that's awful\\n   \n",
       "46917                                                                                       255353278384482561733 too much number in my mind right now \\n   \n",
       "15560                                                                                             I need someone who's good at geometry to help me pass\\n   \n",
       "17854                                                                                                                      kaylin got the niggas chea🤘🏽\\n   \n",
       "28552                                                                                                                                    I need these. \\n   \n",
       "39675                                                                                               I missed you guys, I had a really stressful week :(\\n   \n",
       "44448                                                                                                           my sister better give birth like today \\n   \n",
       "10614                                                                                                                    definitely getting you this 😙 \\n   \n",
       "28924                                                                                                            mostly red cars!!!!!!! Noooo rosey :-(\\n   \n",
       "46425                                                                                                          Bloody hell this weather is freezing  :(\\n   \n",
       "34763                                                                                                                        Birthday present please❤️ \\n   \n",
       "17271                                                                        Can't wait to get away. ✈️🌎 Utah, Oregon, Washington, and Chicago soon!! 🙃\\n   \n",
       "10220                                                                                                                            excuses 😴 *unfollows* \\n   \n",
       "36550                                            Gutted me &amp; ad can't get tickets for The Last Shadow Puppets 💔 #TheLastShadowPuppets #sheffieldgig\\n   \n",
       "43497                                                              Hah! 🙌🙌🙊🙈 😙☕️🚬😙💨  #enjoy #kamitidaktakut #happyweekend #bahagiaitusederhana [pic] — \\n   \n",
       "19116                                                                                                      Lol the hooters girls love my little sister \\n   \n",
       "31019                                                                                                                                  Help I'm stuck  \\n   \n",
       "23400                                                                                                                   Yesss! Brings memeories back!  \\n   \n",
       "7619                                                                                                                                             Caleff\\n   \n",
       "16093                                                                wth!!!  i have not been looking at the group chat that's why 😅 how about Sunday 😬😬\\n   \n",
       "19664                                                                                                                        \"Needed Me\"...I'm dying...\\n   \n",
       "3318                                                                                                      , Nice1 Viviana &amp; Zoltan, Happy Day's :-)\\n   \n",
       "1640                                                                                                                                       Them days...\\n   \n",
       "4630                                                           Kanye might've murdered Wiz with those 15 tweets, but Amber murdered Kanye with just 1 💀\\n   \n",
       "48514                                                                                                                                       Jelly 💔❤❤😫 \\n   \n",
       "13110                                                                                                                                      c'mon back  \\n   \n",
       "40414                                                 Hi! I'm away on hols so can't reply :( (but I can suggest you do the same, using this hack &gt; )\\n   \n",
       "35012                                                Omg i took profit on #usdjpy at 118.815 and after 2 hrs market jump 200pips above that level  #smh\\n   \n",
       "21569                                                                                                                  Hello book I'm about to read.   \\n   \n",
       "35946                                                                                                                                              amin\\n   \n",
       "8783                                                                                                                                 Edamame for days  \\n   \n",
       "8522                                            #FaceTimeMeNash Nash Grier is 🔥 I just love that I can say \" I was a fan since day one.\" 💯 love you    \\n   \n",
       "32183                                                                                      it's so olddddd though and thin:((( I need a really cute one\\n   \n",
       "41242                 Forgot how uncomfortable the contraceptive rod in your arm is when you first have it put it thank god it's only every three years\\n   \n",
       "10623                                                                                                                                   keep dreaming 🙄\\n   \n",
       "17829                                                                                                                                 Happy Birthday! 🎉\\n   \n",
       "11664                                                                                                                                    Don't start 🙄 \\n   \n",
       "40338                                                                     Seeing someone's heart break Infront of you is the worst thing to experience \\n   \n",
       "932                                                                                                                           they're correct, u don't \\n   \n",
       "4583                                                                                                                       I'm in. Let me know when :-)\\n   \n",
       "10342                                                                                                       I was with Christine Kufske, as her guest:)\\n   \n",
       "843                                                                                                       Gonna eat wings and pasta + watch the flash  \\n   \n",
       "31367                                                                         Now if yall excuse me; gonna take a sleep until monday morning cuz vacay \\n   \n",
       "17989                                                                                                                     Loving Rihanna's album 👏🏾👏🏾👏🏾\\n   \n",
       "39261                   wait for my email of complaint! Yet again I am sat (luckily this time on a seat) at a stand still. Your service is shocking! 👊🏼\\n   \n",
       "47544                                                                                                                                 omg I love you 💙💙\\n   \n",
       "3172                                                                                 I will take your word on that since I love your page and watch it \\n   \n",
       "32146                                                                                                      School hits a whole other level of stress. 📚\\n   \n",
       "4492                                                                              my dad has really disgusting teeth so I've always taken care of them \\n   \n",
       "22781                                                                                                                                        thank you \\n   \n",
       "33170                                                                                                                                          where?! \\n   \n",
       "26661                                         Why must people cash their wic all at once!!! I just want to visit my friend  #yourwelcomefromustaxpayers\\n   \n",
       "13761                                                                                    because nobody's going to go to school and I still have to go \\n   \n",
       "29658                                                                                                                            Apparently we are too \\n   \n",
       "747                                         💘👫🌸  GO &amp; WATCH  's NEW VIDEO  #FaceTimeMeNash   Link 👉   Don't forget to like and subscribe👐  💘👫🌸  x21\\n   \n",
       "18548                                                                                                     It legit sounds like I might die when I stop \\n   \n",
       "6970                                                                                                              living for your snapchat stories ♡:))\\n   \n",
       "8601                                                                                                                                        I love it! \\n   \n",
       "29654                                                                                             Mind : fuck this shit🖕🏻 🤗  Heart : thats my baby man \\n   \n",
       "39811                                                                                                                                i wanna get tatted\\n   \n",
       "5605                                                                               You got realy fantastic taste for beauty I think :) Love the idea!!!\\n   \n",
       "27693                                                                                                                                            i did \\n   \n",
       "1281                                                                              Yo \" nigga \" always denying you  .. Funny, but that's yo Mann chyy 😌.\\n   \n",
       "12953                                                                                                             Bruh he was worried about his bread  \\n   \n",
       "27107                                                                                                                             Ion know I miss you  \\n   \n",
       "15453                                                                                                                               Excited for friday \\n   \n",
       "3116                                                                                                                                        💩👆that one \\n   \n",
       "12095                                                                                                                  Celis thinks he is good at fifa \\n   \n",
       "15557                                                                                                         someone txt meeee and entertain a nigga 🤔\\n   \n",
       "6064                                                                                                                                Twitter right now. \\n   \n",
       "5796                                                                                 Finally getting a car this weekend #RIPDora #GoneButNeverForgotton\\n   \n",
       "46096                                                                                                      how the fuck did I spend so much last night \\n   \n",
       "13036                                                                                                                                       PETTYYYYY  \\n   \n",
       "37252                                                                                                                        On Screen That's My Amboy \\n   \n",
       "19356                                                                                                                ❤️ my baby sister my heart fr man \\n   \n",
       "47876                    Today is my Birthday Khun! You are so special to me and I love you so much!💜💜 will you say to me \"Happy Birthday Felwa\"?🙈💜 179\\n   \n",
       "1753                                                                                    I agree! But that's okay, because at least Nanaka went solo! :)\\n   \n",
       "41130                                                                                                                    Y'all I'm only one person!!!! \\n   \n",
       "48787                                                                                                               I miss u and summer so much:((((💗🌞 \\n   \n",
       "43199                                                                                                                             I love u so much :( 💕\\n   \n",
       "29174                                                           My tummy hurts and my stupid ass back feels broken as shit, I just want my boyfriend ❤️\\n   \n",
       "9402                                                                                                     Forgot to thank you for that, so thank you. :)\\n   \n",
       "26188                                                                                                                         Birthday dress shopping  \\n   \n",
       "10769                                                                               I wanna keep coding wrong stuff like that and see if he catches on \\n   \n",
       "17655                                                                                                      Bright future for ALDUB #ALDUB28thWeeksary  \\n   \n",
       "34980                                               to where it all began for you, for them... What it first meant and what it still means..my heart...\\n   \n",
       "5827                                                                                                                          y'all finna find out tho \\n   \n",
       "24396                                                                                                Whatever he does, He Does It's way #MySRKanthem   \\n   \n",
       "8107                                                                                                                                Coffee is great! :D\\n   \n",
       "8117                                                                                                                                       thanks baby \\n   \n",
       "19646                                                                                                                                    all the time  \\n   \n",
       "36555                                                                                                                    Still need to clean the house \\n   \n",
       "41095                                                                                                                                    Body so tired \\n   \n",
       "20104                       im sorry but if i add you on snapchat &amp; the first picture you send me is your dick you gettin thatt youngg delete. ✋🏼👎🏼\\n   \n",
       "22511                                                                                                                    only kidding still my favorite\\n   \n",
       "27819                                                                                                       Stop walking pass me i need to do work leh \\n   \n",
       "46350                                                                                                                                      I want pizza\\n   \n",
       "21915                                                    You're really cool still hut I don't get what you mean when you said I'm a dick in a nice way \\n   \n",
       "32704                                                 Basically. Only watched about 20 minutes this morning, but I saw about a dozen during that time. \\n   \n",
       "23980                                                                                                                            “: BASTARDDDDD😅😅😅😅😅😅” \\n   \n",
       "33368                                                                                             I love my juniors. please don't leave me next year.❤️\\n   \n",
       "34758                                                                                                  SAME HERE!  idk what anything is or what it does\\n   \n",
       "34359                                                                                                                someone take me to the snow!¡!!!¡ \\n   \n",
       "38020                   congratulation bro!!! I'm so proud of you!! I'm still admiring you your voice n your career!! You're my idol!! Omg I'm crying!💜\\n   \n",
       "23139                                                                                                                               Omar found my gopro\\n   \n",
       "46297                                                    I remember reading a story that he donated so much gold that its price went down dramatically \\n   \n",
       "9136                                                                                                      Ash got a new tatoo! I can't wait for see it!\\n   \n",
       "5367                                                                                                                    yall got nothing going for you \\n   \n",
       "18321                                      Haha you have much mightier ambitions than I. I'd just want to know when a designer publishes a new pattern \\n   \n",
       "34717                                                               Que pobre. Jeff Bezos Loses More Than $6 Billion As Amazon Shares Drop After Hours \\n   \n",
       "36816                                                                                 chewy is a baby! I don't want to explain the birds and the bees .\\n   \n",
       "3635                                                                                                                                 Good morning :) :*\\n   \n",
       "27351                                                                                                                                       Her voice  \\n   \n",
       "33829                                                                                                  I really don't feel like going to class tonight \\n   \n",
       "40034                                                                                                                              why is this not me  \\n   \n",
       "12132                                                                                                   aww yea they been nice  you could tho they aint\\n   \n",
       "9856                                                       Ladies and gents be sure to treat your partner good because if you don't someone else will:)\\n   \n",
       "48778                                                                                                                     Can't even type correctly 🙏🏻 \\n   \n",
       "4506                                                                                                                        It's so beautiful outside!!\\n   \n",
       "11056                                                                                                                    #wcw is da queen herself.👅🍑💎🐰 \\n   \n",
       "6753                                                                                                                                    you can't drive\\n   \n",
       "33594                       Are they real Barbies?  Have Mattel finally realised that real women arent like that fake ass doll like the Barbie Malibu?!\\n   \n",
       "15066                                                                                                                                    Paws wait! 🐶🐶 \\n   \n",
       "8423                                                                                                                                  Work x Rihanna 🎶💕\\n   \n",
       "46372                                                                                           😷 Poor you xx. Im@at crusty skin around the nose stage \\n   \n",
       "22419                                                                                                               yea my own lil personal power ball \\n   \n",
       "17168                                                                                                            For every struggle there's a blessing \\n   \n",
       "18227                                                                         Can we please just take a second to look at this beautiful thing...  👶🏼💙 \\n   \n",
       "7434                                                                                              After I get my 3rd tattoo I think Ima just stop there\\n   \n",
       "22600                                                                 she followed me and I've never had her as a teacher and I've talked to her once  \\n   \n",
       "49083                                                                                         nah they changed the @ , they are now @.reportedcoffee :(\\n   \n",
       "5334                                                                                                                     Never take care of that crap  \\n   \n",
       "40193                               no he didn't the pressure of hockey being homesick and Dallas picking on him and zig ugh 😠they were terrible to him\\n   \n",
       "24458                                                                       I'm pretty sure I could take you on a date , but I'm good with that shit 👏.\\n   \n",
       "12666                                                                           myGC: VIDEO: How to achieve soft, natural waves with your straightener \\n   \n",
       "36757                                                                                                           everybody is so fakeit's sad text me.. \\n   \n",
       "46555                                            Had my first morning sickness experience. I'm so over being pregnant but I still got a long way to go \\n   \n",
       "18726                                                                                                                            the tears are flowing \\n   \n",
       "16446                                                                                                                                   Watching Mom💖  \\n   \n",
       "16563                                                                                                                            triplet comel angattt \\n   \n",
       "45081                                                 how do French boys settle their differences? Over a ☕️ maybe? Better than ignoring each other  🇫🇷\\n   \n",
       "36882                                                                                                                         Oh my days. The  line up \\n   \n",
       "42546                                                                                                                     im so in love with bellamy :(\\n   \n",
       "1971                                                                                                                                          Morning! \\n   \n",
       "45397                                                                                                                                        same :(( 💕\\n   \n",
       "19297                                  💗💙👶🏼? What's baby P. Vote vote vote :-) gender reveal is Feb 6th!!! Get it right win a gift bag filled w goodies\\n   \n",
       "46679                                                                     can ah join suka suka? I didn't know that. If not dah lama seh join chingay. \\n   \n",
       "38164                                    I'm saying if I die he gonna cry his eyes out but it's okay I'm gonna be watching him from above haunting him \\n   \n",
       "43000                                                         pls make the Toronto show all ages or just pls let me in bc i might cry if i don't go :((\\n   \n",
       "32528                                                                                                         punch your brother  he needs to feel pain\\n   \n",
       "36764                                                                                                           It's absolutely freezing in this school\\n   \n",
       "23456                                                                                  When she annoys you but you know your ass ain't going anywhere 😒\\n   \n",
       "1618                                                    TRENDING NEWS!!!! 🎉🎋 #Top3 #LouisTomlinson #BrianaJungwirth #Balmain #NorthWest #RossLynch #R5 \\n   \n",
       "46737                                                                                                         What's hard in getting me some leggings 😑\\n   \n",
       "15674                                                                                                                               keep ya head up kid\\n   \n",
       "6933                                                                                                                                 yes you caught me \\n   \n",
       "38259                                                                                     When I am sad&amp;cry, I always remember martabak pandan keju\\n   \n",
       "48973                                                                                                          Don't think I'll ever be shit :( oh well\\n   \n",
       "6875                                                   Homegirl Lucero was the only one that asked if I was okay because I missed a few days of school \\n   \n",
       "35691                                                                                                                          Please follow me Matt ❤️\\n   \n",
       "10575                                                                                                 Thank you for the follow...beautiful location! :)\\n   \n",
       "9995                                                                                                                                             right \\n   \n",
       "445                               💖💞💓 ☁⚡☁⚡☁⚡ Hii   I hope u have a great day  If u see this, can u follow me? It's my biggest dream  ily💕 🌙☁🌙☁🌙☁ 💖💞💓 x6\\n   \n",
       "11686                                                                                                                 Thank nigga feel hurt like a mf  \\n   \n",
       "35806                                                                                             ..ion never really be on Twitter as much as i use to \\n   \n",
       "49213                                                                                                         Someone Come Get Me.. Lets Hang Together \\n   \n",
       "43525                                                                              The road from human trials to usable vaccine is a long one, alas. :(\\n   \n",
       "34600                                                                                                                          it has not even started \\n   \n",
       "12851                                                                  Hello, I love you Luke and Mike, please follow me? #5sosfanart #5sos x149🎨🦄🤔🤓✨🤑 \\n   \n",
       "12860                                                                                                     breaking into your back yard to find Louis ❤️\\n   \n",
       "9282                                              , Hey, Player ID 49151786 (Me), would love to get a key. I have played MMORPG's for over 10 years. :)\\n   \n",
       "21253                                                                                                                  happy birthday sexy chocolate 😝🍫\\n   \n",
       "42533                                                                                              DEATH TO TRISTIAN! DAMN HIM TO HELL!  #TheOriginals \\n   \n",
       "9769                                                              I should @ y'all.   &amp;  read my other tweets. I forgot y'all @ names for a minute.\\n   \n",
       "48802                                                                                                                                    This headache \\n   \n",
       "23909                                                                                                    I was taking video's of myself, hawu you guys \\n   \n",
       "14380                                                                                                                                              ilym\\n   \n",
       "35542                                                                                                                                     your picture \\n   \n",
       "14088                                                                                                                               thank you gorgeous \\n   \n",
       "19426                                                                                 looked at the stars tonight and immediately found Orion. Thanks. \\n   \n",
       "8539                                                                                                                                Idrc💁🏽 try again ..\\n   \n",
       "7471                                                                                                   damn I remember when you and Coby were freshman \\n   \n",
       "43881                                                                                                                          I dunno we've been busy😵\\n   \n",
       "17132                                                                                                           lol okay boosh you can finish it on up \\n   \n",
       "14087                                                                                                                                        thank you️\\n   \n",
       "33019                                                                                                                           Feel like i'm bouta die\\n   \n",
       "7809                                                                                                                     First tweet on my new account \\n   \n",
       "21800                                                                                                                             My family is no good \\n   \n",
       "27615                                                                   When your ex calls your mom \"mom n law\" on social media 😒....YOUR NOT MY GURL!!\\n   \n",
       "35021                                                                                                                                         i beg uu \\n   \n",
       "5420                                                                                       If found please return to OSC thanks!  #rpcf  -Please RT! :)\\n   \n",
       "47996                                                                                                                          Always being one upped..\\n   \n",
       "24282                                                                                                          #WEC: First Le Mans entries announced - \\n   \n",
       "15070                                                                                                      I'm laughing at this dubsmash mess up🙈 oops \\n   \n",
       "7477                                                                                                                                       you hung up \\n   \n",
       "40648                                                                                               it's like my life long dream is finally coming true\\n   \n",
       "30528                                                                                                               I am so ill, can't be doing with it\\n   \n",
       "6930                                                                                                                                          thanks!!💜\\n   \n",
       "\n",
       "        pred  label  \n",
       "11841  False   True  \n",
       "19602   True   True  \n",
       "45519  False  False  \n",
       "25747  False  False  \n",
       "42642   True  False  \n",
       "31902  False  False  \n",
       "30346  False  False  \n",
       "12363  False   True  \n",
       "32490  False  False  \n",
       "26128  False  False  \n",
       "14227   True   True  \n",
       "26376  False  False  \n",
       "44173  False  False  \n",
       "12968   True   True  \n",
       "32104  False  False  \n",
       "17844   True   True  \n",
       "43460  False  False  \n",
       "8369    True   True  \n",
       "15055  False   True  \n",
       "6338    True   True  \n",
       "15301   True   True  \n",
       "46250   True  False  \n",
       "45580  False  False  \n",
       "24647  False   True  \n",
       "46712  False  False  \n",
       "4150    True   True  \n",
       "42460  False  False  \n",
       "29079  False  False  \n",
       "19412  False  False  \n",
       "34839  False  False  \n",
       "34478  False  False  \n",
       "16956  False   True  \n",
       "29342  False  False  \n",
       "26351  False  False  \n",
       "271     True   True  \n",
       "24189  False   True  \n",
       "1399    True   True  \n",
       "5140    True   True  \n",
       "12649  False   True  \n",
       "19883   True   True  \n",
       "36238   True  False  \n",
       "34129  False  False  \n",
       "39915  False  False  \n",
       "39723   True  False  \n",
       "7346    True   True  \n",
       "8346    True   True  \n",
       "38676  False  False  \n",
       "21388  False  False  \n",
       "2838    True   True  \n",
       "48141  False  False  \n",
       "1984   False   True  \n",
       "22320  False  False  \n",
       "1083    True  False  \n",
       "30641  False  False  \n",
       "27739   True  False  \n",
       "4622   False   True  \n",
       "30351   True  False  \n",
       "40136   True  False  \n",
       "28428  False  False  \n",
       "45494   True  False  \n",
       "7187    True   True  \n",
       "10204  False   True  \n",
       "26750  False  False  \n",
       "44715  False  False  \n",
       "42944  False  False  \n",
       "21015   True   True  \n",
       "33753  False  False  \n",
       "913     True   True  \n",
       "45359  False  False  \n",
       "33325  False  False  \n",
       "16670   True   True  \n",
       "7496    True   True  \n",
       "49735  False  False  \n",
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      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "test_data[['tweet','pred','label']]"
   ]
  },
  {
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   "execution_count": 196,
   "metadata": {
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   },
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  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
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   "outputs": [],
   "source": [
    "n_gram_weight = pd.DataFrame()\n",
    "b=clf.named_steps['tf_idf']\n",
    "n_gram_weight['n_gram']=(map(lambda x: x[1],sorted(map(lambda x: (b.vocabulary_[x], x), b.vocabulary_))))\n",
    "n_gram_weight['weight']=(clf.named_steps['model'].coef_.T[:,0])"
   ]
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  {
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   "execution_count": 200,
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   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "TOP 100 Negative words\n"
     ]
    },
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       "    <tr>\n",
       "      <th>46273</th>\n",
       "      <td>unfortunately</td>\n",
       "      <td>-2.487799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49284</th>\n",
       "      <td>why</td>\n",
       "      <td>-2.485088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7668</th>\n",
       "      <td>can find</td>\n",
       "      <td>-2.483946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38137</th>\n",
       "      <td>so sad</td>\n",
       "      <td>-2.472025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28156</th>\n",
       "      <td>music</td>\n",
       "      <td>-2.463703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21579</th>\n",
       "      <td>isn</td>\n",
       "      <td>-2.454149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33416</th>\n",
       "      <td>pillow talk</td>\n",
       "      <td>-2.394454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24000</th>\n",
       "      <td>left</td>\n",
       "      <td>-2.371925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10617</th>\n",
       "      <td>disappointed</td>\n",
       "      <td>-2.361996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39134</th>\n",
       "      <td>starving</td>\n",
       "      <td>-2.358516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48712</th>\n",
       "      <td>what to</td>\n",
       "      <td>-2.324880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35884</th>\n",
       "      <td>save</td>\n",
       "      <td>-2.309528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>01</td>\n",
       "      <td>-2.267606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46548</th>\n",
       "      <td>upset</td>\n",
       "      <td>-2.261914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50240</th>\n",
       "      <td>working</td>\n",
       "      <td>-2.237580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6896</th>\n",
       "      <td>but</td>\n",
       "      <td>-2.223761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9425</th>\n",
       "      <td>craving</td>\n",
       "      <td>-2.203372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34474</th>\n",
       "      <td>rapper</td>\n",
       "      <td>-2.173747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3679</th>\n",
       "      <td>are you</td>\n",
       "      <td>-2.155938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47273</th>\n",
       "      <td>wanna</td>\n",
       "      <td>-2.155915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32501</th>\n",
       "      <td>ouch</td>\n",
       "      <td>-2.123733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20066</th>\n",
       "      <td>ill</td>\n",
       "      <td>-2.092471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19759</th>\n",
       "      <td>hurting</td>\n",
       "      <td>-2.083772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17511</th>\n",
       "      <td>hasn</td>\n",
       "      <td>-2.064685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17923</th>\n",
       "      <td>haven</td>\n",
       "      <td>-2.062463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3365</th>\n",
       "      <td>anymore</td>\n",
       "      <td>-2.041417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46152</th>\n",
       "      <td>ugh</td>\n",
       "      <td>-2.033341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48737</th>\n",
       "      <td>what wrong</td>\n",
       "      <td>-2.016656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23709</th>\n",
       "      <td>last</td>\n",
       "      <td>-2.016574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35577</th>\n",
       "      <td>rude</td>\n",
       "      <td>-2.012940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25975</th>\n",
       "      <td>make it</td>\n",
       "      <td>-1.988232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4623</th>\n",
       "      <td>bad</td>\n",
       "      <td>-1.986193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50160</th>\n",
       "      <td>work</td>\n",
       "      <td>-1.978447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7535</th>\n",
       "      <td>camera</td>\n",
       "      <td>-1.969672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23269</th>\n",
       "      <td>kill</td>\n",
       "      <td>-1.963675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40457</th>\n",
       "      <td>terrible</td>\n",
       "      <td>-1.952927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45895</th>\n",
       "      <td>tuesday</td>\n",
       "      <td>-1.952106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33985</th>\n",
       "      <td>pregnant</td>\n",
       "      <td>-1.932503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35693</th>\n",
       "      <td>sadly</td>\n",
       "      <td>-1.925401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38719</th>\n",
       "      <td>sorry</td>\n",
       "      <td>-1.922833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18353</th>\n",
       "      <td>heart</td>\n",
       "      <td>-1.922186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12668</th>\n",
       "      <td>exhausted</td>\n",
       "      <td>-1.912130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11196</th>\n",
       "      <td>don like</td>\n",
       "      <td>-1.908493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27564</th>\n",
       "      <td>missin</td>\n",
       "      <td>-1.907479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31834</th>\n",
       "      <td>on my</td>\n",
       "      <td>-1.893137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39517</th>\n",
       "      <td>stream</td>\n",
       "      <td>-1.890658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9413</th>\n",
       "      <td>cramps</td>\n",
       "      <td>-1.886691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49778</th>\n",
       "      <td>wishing</td>\n",
       "      <td>-1.881119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10447</th>\n",
       "      <td>didn</td>\n",
       "      <td>-1.873232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6603</th>\n",
       "      <td>brave</td>\n",
       "      <td>-1.870938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48773</th>\n",
       "      <td>whatsapp</td>\n",
       "      <td>-1.862058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22974</th>\n",
       "      <td>just wanna</td>\n",
       "      <td>-1.859227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49032</th>\n",
       "      <td>where</td>\n",
       "      <td>-1.857341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35304</th>\n",
       "      <td>right now</td>\n",
       "      <td>-1.848543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17428</th>\n",
       "      <td>harsh</td>\n",
       "      <td>-1.847169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37238</th>\n",
       "      <td>sigh</td>\n",
       "      <td>-1.838530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33596</th>\n",
       "      <td>please</td>\n",
       "      <td>-1.829433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10436</th>\n",
       "      <td>did you</td>\n",
       "      <td>-1.807183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38222</th>\n",
       "      <td>so tired</td>\n",
       "      <td>-1.800146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6172</th>\n",
       "      <td>bitter</td>\n",
       "      <td>-1.777859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5727</th>\n",
       "      <td>believe</td>\n",
       "      <td>-1.770647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4328</th>\n",
       "      <td>away</td>\n",
       "      <td>-1.767752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33421</th>\n",
       "      <td>pillowtalk</td>\n",
       "      <td>-1.751860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29513</th>\n",
       "      <td>need new</td>\n",
       "      <td>-1.747501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33044</th>\n",
       "      <td>pdx</td>\n",
       "      <td>-1.746875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22984</th>\n",
       "      <td>just want</td>\n",
       "      <td>-1.745664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10620</th>\n",
       "      <td>disappointing</td>\n",
       "      <td>-1.744119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49308</th>\n",
       "      <td>why can</td>\n",
       "      <td>-1.738809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19121</th>\n",
       "      <td>ho</td>\n",
       "      <td>-1.736347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20990</th>\n",
       "      <td>irritated</td>\n",
       "      <td>-1.732652</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              n_gram    weight\n",
       "27441           miss -6.367459\n",
       "49697           wish -5.423958\n",
       "35643            sad -5.338546\n",
       "27566        missing -4.403532\n",
       "43944          tired -4.242952\n",
       "37196           sick -4.107634\n",
       "17521           hate -3.737570\n",
       "25765             lt -3.713666\n",
       "47366           want -3.676667\n",
       "52430           zayn -3.575492\n",
       "19765          hurts -3.495047\n",
       "18281       headache -3.440940\n",
       "19714         hungry -3.438158\n",
       "39729          sucks -3.360596\n",
       "11754             dx -3.295688\n",
       "37527         sleepy -3.196282\n",
       "35356            rip -3.060201\n",
       "29463           need -3.056996\n",
       "6405           bored -2.997403\n",
       "8745            cold -2.844115\n",
       "13128           feel -2.821987\n",
       "27545         missed -2.820511\n",
       "19743           hurt -2.723344\n",
       "27478        miss my -2.680867\n",
       "19384       horrible -2.607251\n",
       "39392        stomach -2.590421\n",
       "37447          sleep -2.567054\n",
       "32845           pain -2.563807\n",
       "12037      emotional -2.521749\n",
       "50306          worst -2.504409\n",
       "46273  unfortunately -2.487799\n",
       "49284            why -2.485088\n",
       "7668        can find -2.483946\n",
       "38137         so sad -2.472025\n",
       "28156          music -2.463703\n",
       "21579            isn -2.454149\n",
       "33416    pillow talk -2.394454\n",
       "24000           left -2.371925\n",
       "10617   disappointed -2.361996\n",
       "39134       starving -2.358516\n",
       "48712        what to -2.324880\n",
       "35884           save -2.309528\n",
       "9                 01 -2.267606\n",
       "46548          upset -2.261914\n",
       "50240        working -2.237580\n",
       "6896             but -2.223761\n",
       "9425         craving -2.203372\n",
       "34474         rapper -2.173747\n",
       "3679         are you -2.155938\n",
       "47273          wanna -2.155915\n",
       "32501           ouch -2.123733\n",
       "20066            ill -2.092471\n",
       "19759        hurting -2.083772\n",
       "17511           hasn -2.064685\n",
       "17923          haven -2.062463\n",
       "3365         anymore -2.041417\n",
       "46152            ugh -2.033341\n",
       "48737     what wrong -2.016656\n",
       "23709           last -2.016574\n",
       "35577           rude -2.012940\n",
       "25975        make it -1.988232\n",
       "4623             bad -1.986193\n",
       "50160           work -1.978447\n",
       "7535          camera -1.969672\n",
       "23269           kill -1.963675\n",
       "40457       terrible -1.952927\n",
       "45895        tuesday -1.952106\n",
       "33985       pregnant -1.932503\n",
       "35693          sadly -1.925401\n",
       "38719          sorry -1.922833\n",
       "18353          heart -1.922186\n",
       "12668      exhausted -1.912130\n",
       "11196       don like -1.908493\n",
       "27564         missin -1.907479\n",
       "31834          on my -1.893137\n",
       "39517         stream -1.890658\n",
       "9413          cramps -1.886691\n",
       "49778        wishing -1.881119\n",
       "10447           didn -1.873232\n",
       "6603           brave -1.870938\n",
       "48773       whatsapp -1.862058\n",
       "22974     just wanna -1.859227\n",
       "49032          where -1.857341\n",
       "35304      right now -1.848543\n",
       "17428          harsh -1.847169\n",
       "37238           sigh -1.838530\n",
       "33596         please -1.829433\n",
       "10436        did you -1.807183\n",
       "38222       so tired -1.800146\n",
       "6172          bitter -1.777859\n",
       "5727         believe -1.770647\n",
       "4328            away -1.767752\n",
       "33421     pillowtalk -1.751860\n",
       "29513       need new -1.747501\n",
       "33044            pdx -1.746875\n",
       "22984      just want -1.745664\n",
       "10620  disappointing -1.744119\n",
       "49308        why can -1.738809\n",
       "19121             ho -1.736347\n",
       "20990      irritated -1.732652"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Top_N = 100\n",
    "print('TOP %d Negative words' % Top_N)\n",
    "n_gram_weight.sort_values(by='weight').head(Top_N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TOP 20 Positive words\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_gram</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48053</th>\n",
       "      <td>wcw</td>\n",
       "      <td>3.776379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14961</th>\n",
       "      <td>funny</td>\n",
       "      <td>3.727921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24985</th>\n",
       "      <td>lmao</td>\n",
       "      <td>3.663118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23794</th>\n",
       "      <td>laugh</td>\n",
       "      <td>3.572267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30022</th>\n",
       "      <td>nigga</td>\n",
       "      <td>3.461507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23040</th>\n",
       "      <td>kanye</td>\n",
       "      <td>3.330243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12804</th>\n",
       "      <td>facetimemenash</td>\n",
       "      <td>3.160573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50922</th>\n",
       "      <td>you</td>\n",
       "      <td>3.134933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2075</th>\n",
       "      <td>amber</td>\n",
       "      <td>3.120014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30060</th>\n",
       "      <td>niggas</td>\n",
       "      <td>3.080018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25073</th>\n",
       "      <td>lol</td>\n",
       "      <td>3.035590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23811</th>\n",
       "      <td>laughing</td>\n",
       "      <td>2.948277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12632</th>\n",
       "      <td>excited</td>\n",
       "      <td>2.797261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29291</th>\n",
       "      <td>nah</td>\n",
       "      <td>2.516510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25734</th>\n",
       "      <td>loving</td>\n",
       "      <td>2.500514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48283</th>\n",
       "      <td>weak</td>\n",
       "      <td>2.499585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25026</th>\n",
       "      <td>lmfao</td>\n",
       "      <td>2.474792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3970</th>\n",
       "      <td>ass</td>\n",
       "      <td>2.469133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17059</th>\n",
       "      <td>hahaha</td>\n",
       "      <td>2.463350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5807</th>\n",
       "      <td>best</td>\n",
       "      <td>2.452106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               n_gram    weight\n",
       "48053             wcw  3.776379\n",
       "14961           funny  3.727921\n",
       "24985            lmao  3.663118\n",
       "23794           laugh  3.572267\n",
       "30022           nigga  3.461507\n",
       "23040           kanye  3.330243\n",
       "12804  facetimemenash  3.160573\n",
       "50922             you  3.134933\n",
       "2075            amber  3.120014\n",
       "30060          niggas  3.080018\n",
       "25073             lol  3.035590\n",
       "23811        laughing  2.948277\n",
       "12632         excited  2.797261\n",
       "29291             nah  2.516510\n",
       "25734          loving  2.500514\n",
       "48283            weak  2.499585\n",
       "25026           lmfao  2.474792\n",
       "3970              ass  2.469133\n",
       "17059          hahaha  2.463350\n",
       "5807             best  2.452106"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('TOP %d Positive words' % Top_N)\n",
    "n_gram_weight.sort_values(by='weight', ascending=False).head(Top_N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 1-gram with tf-idf\n",
    "tfidf_vectorizer = TfidfVectorizer(max_df=0.95, min_df=2, max_features=n_features,\n",
    "                                   stop_words='english',ngram_range=(1, 6))\n",
    "\n",
    "train_vect = tfidf_vectorizer.fit_transform(train_data.tweet.values)\n",
    "test_vect = tfidf_vectorizer.transform(test_data.tweet.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 1-gram with NO tf-idf\n",
    "train_vect = tf_vectorizer.fit_transform(train_data.tweet.values)\n",
    "test_vect = tf_vectorizer.transform(test_data.tweet.values)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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ADh06wN/fH6GhoQgJCYGurq7M4fURI0aga9euGDlyJLy8vDBv3jyUl5dL22vWrFnw9fXF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\n+z+S4fXxpQDZywAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a2b32bed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = LogisticRegression(C=0.1, penalty='l2')\n",
    "clf.fit(train_vect, train_data.label)\n",
    "plot_roc_curve(test_data.label,clf.predict_proba(test_vect)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KIMK5m3lIf1SB+/+bJa6zswU+GOUN8/9d806n59VHWVkpKisr4eragesoGoUK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\nwopJoRdCCCGsmBR6IYQQwor9D254U3GGJy3EAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9a2ae3ac50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.pipeline import Pipeline\n",
    "import sklearn\n",
    "clf = Pipeline([('k_best',sklearn.feature_selection.SelectKBest(k=1000)),\n",
    "        ('clf',RandomForestClassifier(n_estimators=1000, max_depth=5))])\n",
    "clf.fit(train_vect, train_data.label)\n",
    "plot_roc_curve(test_data.label,clf.predict_proba(test_vect)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# after LDA -> Logistic\n",
    "tf_vectorizer = CountVectorizer(max_df=0.95, min_df=2, max_features=n_features,\n",
    "                                stop_words='english')\n",
    "lda = LatentDirichletAllocation(n_topics=n_topics, max_iter=5,\n",
    "                                learning_method='online', learning_offset=50.,\n",
    "                                random_state=0)\n",
    "\n",
    "train_vect = tf_vectorizer.fit_transform(train_data.tweet.values)\n",
    "train_lda = lda.fit_transform(train_vect)\n",
    "test_vect = tf_vectorizer.fit_transform(test_data.tweet.values)\n",
    "test_lda = lda.fit_transform(test_vect)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.51597833156426909"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegression(C=1, penalty='l2')\n",
    "clf.fit(train_lda, train_data.label)\n",
    "roc_auc_score(test_data.label,clf.predict_proba(test_lda)[:,1])\n",
    "# plot_roc_curve(test_data.label,clf.predict_proba(test_lda)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# after LDA -> Logistic\n",
    "n_topics = 50\n",
    "tfidf_vectorizer = TfidfVectorizer(max_df=0.95, min_df=2, #max_features=n_features,\n",
    "                                   stop_words='english')\n",
    "nmf = NMF(n_components=n_topics, random_state=1, alpha=.1, l1_ratio=.5)\n",
    "\n",
    "train_vect = tfidf_vectorizer.fit_transform(train_data.tweet.values)\n",
    "train_nmf = nmf.fit_transform(train_vect)\n",
    "test_vect = tfidf_vectorizer.fit_transform(test_data.tweet.values)\n",
    "test_nmf = nmf.fit_transform(test_vect)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.54658613521894772"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegression(C=0.1, penalty='l1')\n",
    "clf.fit(train_nmf, train_data.label)\n",
    "roc_auc_score(test_data.label,clf.predict_proba(test_nmf)[:,1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "print('a')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}