Model Comparison.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa1e96d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Error loading stopwords: <urlopen error [WinError 10054]\n",
      "[nltk_data]     远程主机强迫关闭了一个现有的连接。>\n"
     ]
    },
    {
     "data": {
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       "False"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn import metrics\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.cluster import KMeansClusterer,cosine_distance,euclidean_distance\n",
    "from sklearn import metrics\n",
    "from sklearn import mixture\n",
    "from sklearn.decomposition import LatentDirichletAllocation\n",
    "from sklearn.model_selection import train_test_split\n",
    "from nltk.corpus import stopwords\n",
    "import nltk\n",
    "import re\n",
    "import random\n",
    "import emoji\n",
    "import pandas as pd\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn import svm\n",
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "from sklearn.metrics import roc_curve, auc,precision_recall_curve\n",
    "from sklearn.metrics import classification_report\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "import numpy as np\n",
    "nltk.download ('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "472b87ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import loadtxt\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "import xgboost as xgb\n",
    "# tfidf = TfidfVectorizer(max_features=1000)\n",
    "# # train['vector']=vectorizer.fit_transform(train['item_name'])\n",
    "# # train=train.drop('item_name',axis=1)\n",
    "# label = train['is_misinfo']\n",
    "# train_text = tfidf.fit_transform(train['text content'])\n",
    "\n",
    "# train_data = train_text\n",
    "# train_label = label\n",
    "# label_test = test['is_misinfo']\n",
    "# test_text = tfidf.fit_transform(test['text content'])\n",
    "# test_label = label_test\n",
    "# y=train.category_id\n",
    "# train=train.drop('category_id',axis=1)\n",
    "# X_train, X_test, y_train, y_test = train_test_split(train,y, test_size=0.10,stratify=y,random_state=42)\n",
    "\n",
    "# xgb_model = xgb.XGBClassifier()\n",
    "# xgb_model.fit(train_data, test_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87b9a171",
   "metadata": {},
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "\n",
    "#array manipulations\n",
    "import numpy as np\n",
    "\n",
    "#dataframe and its manipulations\n",
    "import pandas as pd\n",
    "\n",
    "#plotting\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#selected plotting functions\n",
    "from statsmodels.graphics.tsaplots import plot_acf,plot_pacf\n",
    "\n",
    "#classes for grid search and cross-validation, function for splitting data and evaluating models\n",
    "from sklearn.model_selection import GridSearchCV,RandomizedSearchCV,train_test_split\n",
    "from skopt import BayesSearchCV\n",
    "from sklearn.metrics import accuracy_score,f1_score,roc_auc_score,confusion_matrix,roc_curve\n",
    "\n",
    "#XGBoost library\n",
    "import xgboost as xgb\n",
    "import time\n",
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5a77dcf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10200 entries, 0 to 10199\n",
      "Data columns (total 2 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   is_misinfo    10200 non-null  int64 \n",
      " 1   text content  10200 non-null  object\n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 159.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_train.csv\")\n",
    "test = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_test.csv\")\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2deba73a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2551 entries, 0 to 2550\n",
      "Data columns (total 2 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   is_misinfo    2551 non-null   int64 \n",
      " 1   text content  2551 non-null   object\n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 40.0+ KB\n"
     ]
    }
   ],
   "source": [
    "test.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "28fea6c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        uhg time to get my second vaccine i hope i don...\n",
      "1        New censorship! Twitter says it may be mislead...\n",
      "2        If you’ve had a COVID- vaccine, it’s thanks in...\n",
      "3        Got my second vaccine. Can't wait to still wea...\n",
      "4        Post-second vaccine symptoms description: like...\n",
      "                               ...                        \n",
      "10195    I’m getting my first round of the COVID vaccin...\n",
      "10196    \"We are an elite club. We do not wish to be, b...\n",
      "10197    Why do they keep calling it a vaccine? Its an ...\n",
      "10198    Many dying in Israel following the experimenta...\n",
      "10199    Had my #vaccine   even got a sticker. Very wel...\n",
      "Name: text content, Length: 10200, dtype: object\n"
     ]
    }
   ],
   "source": [
    "X_train = train['text content']\n",
    "X_test = train['is_misinfo']\n",
    "y_train = test['text content']\n",
    "y_test = test['is_misinfo']\n",
    "print (X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b3835e43",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "# import numpy as np\n",
    "# from fuzzywuzzy import fuzz, process\n",
    "# import re\n",
    "# import itertools\n",
    "# from typing import Union, List, Tuple\n",
    "# from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "# from sklearn.metrics.pairwise import cosine_similarity\n",
    "# from sklearn.neighbors import NearestNeighbors\n",
    " \n",
    "# import time\n",
    "# def preprocess_string(s):\n",
    "#     s = re.sub(r'(?<=\\b\\w)\\s*[ &]\\s*(?=\\w\\b)', '', s)\n",
    "#     return s\n",
    " \n",
    "# # 字符串匹配- TF-IDF\n",
    "# def build_vectorizer(\n",
    "#     clean: pd.Series,\n",
    "#     analyzer: str = 'char', \n",
    "#     ngram_range: Tuple[int, int] = (1, 4), \n",
    "#     n_neighbors: int = 1, \n",
    "#     **kwargs\n",
    "#     ) -> Tuple:\n",
    "#     vectorizer = TfidfVectorizer(analyzer = analyzer, ngram_range = ngram_range, **kwargs)\n",
    "#     X = vectorizer.fit_transform(clean.values.astype('U'))\n",
    "\n",
    "#     nbrs = NearestNeighbors(n_neighbors = n_neighbors, metric = 'cosine').fit(X)\n",
    "#     return vectorizer, nbrs\n",
    " \n",
    "# def tfidf_nn(\n",
    "#     messy, \n",
    "#     clean, \n",
    "#     n_neighbors = 1, \n",
    "#     **kwargs\n",
    "#     ):\n",
    "#     vectorizer, nbrs = build_vectorizer(clean, n_neighbors = n_neighbors, **kwargs)\n",
    "#     input_vec = vectorizer.transform(messy)\n",
    " \n",
    "#     distances, indices = nbrs.kneighbors(input_vec, n_neighbors = n_neighbors)\n",
    "#     nearest_values = np.array(clean)[indices]\n",
    "#     return nearest_values, distances\n",
    " \n",
    "# def find_matches_fuzzy(\n",
    "#     row, \n",
    "#     match_candidates, \n",
    "#     limit = 5\n",
    "#     ):\n",
    "#     row_matches = process.extract(\n",
    "#         row, dict(enumerate(match_candidates)), \n",
    "#         scorer = fuzz.token_sort_ratio, \n",
    "#         limit = limit\n",
    "#         )\n",
    "#     result = [(row, match[0], match[1]) for match in row_matches]\n",
    "#     return result\n",
    " \n",
    "# def fuzzy_nn_match(\n",
    "#     messy,\n",
    "#     clean,\n",
    "#     column,\n",
    "#     col,\n",
    "#     n_neighbors = 100,\n",
    "#     limit = 5, **kwargs):\n",
    "#     nearest_values, _ = tfidf_nn(messy, clean, n_neighbors, **kwargs)\n",
    " \n",
    "#     results = [find_matches_fuzzy(row, nearest_values[i], limit) for i, row in enumerate(messy)]\n",
    "#     df = pd.DataFrame(itertools.chain.from_iterable(results),\n",
    "#         columns = [column, col, 'Ratio']\n",
    "#         )\n",
    "#     return df\n",
    " \n",
    "# def fuzzy_tf_idf(\n",
    "#     df: pd.DataFrame,\n",
    "#     column: str,\n",
    "#     clean: pd.Series,\n",
    "#     mapping_df: pd.DataFrame,\n",
    "#     col: str,\n",
    "#     analyzer: str = 'char',\n",
    "#     ngram_range: Tuple[int, int] = (1, 3)\n",
    "#     ) -> pd.Series:\n",
    "#     clean = clean.drop_duplicates().reset_index(drop = True)\n",
    "#     messy_prep = df[column].drop_duplicates().dropna().reset_index(drop = True).astype(str)\n",
    "#     messy = messy_prep.apply(preprocess_string)\n",
    "#     result = fuzzy_nn_match(messy = messy, clean = clean, column = column, col = col, n_neighbors = 1)\n",
    "#     return result\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "4f370032",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_train.csv\")\n",
    "Vax_data = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Misinfodata_Twitter.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3e7b00c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_misinfo</th>\n",
       "      <th>text content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>uhg time to get my second vaccine i hope i don...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>New censorship! Twitter says it may be mislead...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>If you’ve had a COVID- vaccine, it’s thanks in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Got my second vaccine. Can't wait to still wea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Post-second vaccine symptoms description: like...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2546</th>\n",
       "      <td>0</td>\n",
       "      <td>yay mak getting vaccine todayy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>0</td>\n",
       "      <td>I had the incredible privilege of receiving th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2548</th>\n",
       "      <td>0</td>\n",
       "      <td>Got my first dose of vaccine   \\n#vaccinated #...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>1</td>\n",
       "      <td>We still have no long term evidence of impact ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2550</th>\n",
       "      <td>0</td>\n",
       "      <td>gonna get my first jab of the vaccine on satur...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12751 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      is_misinfo                                       text content\n",
       "0              0  uhg time to get my second vaccine i hope i don...\n",
       "1              1  New censorship! Twitter says it may be mislead...\n",
       "2              1  If you’ve had a COVID- vaccine, it’s thanks in...\n",
       "3              0  Got my second vaccine. Can't wait to still wea...\n",
       "4              0  Post-second vaccine symptoms description: like...\n",
       "...          ...                                                ...\n",
       "2546           0                  yay mak getting vaccine todayy   \n",
       "2547           0  I had the incredible privilege of receiving th...\n",
       "2548           0  Got my first dose of vaccine   \\n#vaccinated #...\n",
       "2549           1  We still have no long term evidence of impact ...\n",
       "2550           0  gonna get my first jab of the vaccine on satur...\n",
       "\n",
       "[12751 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_train.csv\")\n",
    "test = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_test.csv\")\n",
    "# X_train = train['text content']\n",
    "# X_test = test['is_misinfo']\n",
    "# y_train = train['text content']\n",
    "# y_test = test['is_misinfo']\n",
    "# X_train = [str (item) for item in X_train]\n",
    "# y_train = [str (item) for item in y_train]\n",
    "Tweet = pd.concat([train, test])\n",
    "Tweet\n",
    "X = Tweet['text content']\n",
    "y = Tweet['is_misinfo']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e08d2b0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_train.csv\")\n",
    "test = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_test.csv\")\n",
    "X_train = train['text content']\n",
    "X_test = test['is_misinfo']\n",
    "y_train = train['text content']\n",
    "y_test = test['is_misinfo']\n",
    "X_train = [str (item) for item in X_train]\n",
    "y_train = [str (item) for item in y_train]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "327a8b38",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/all_tweet.csv\")\n",
    "X = df['text content']\n",
    "y = df['is_misinfo']\n",
    "X = [str (item) for item in X]\n",
    "y = [str (item) for item in y]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "38257007",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12751\n",
      "10200\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "train = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_train.csv\")\n",
    "test = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/Tweet_test.csv\")\n",
    "print (len(train)+len(test))\n",
    "print (len(train))\n",
    "print (train.iloc[10199,0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9fa3280f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for i in range(len(test)):\n",
    "#     all_tweet.iloc[10200+i,0] = test.iloc[i,0]\n",
    "#     all_tweet.iloc[10200+i,1] = test.iloc[i,1]\n",
    "all_tweet = train.append(test, ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "7ec1ea32",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_misinfo</th>\n",
       "      <th>text content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>uhg time to get my second vaccine i hope i don...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>New censorship! Twitter says it may be mislead...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>If you’ve had a COVID- vaccine, it’s thanks in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>Got my second vaccine. Can't wait to still wea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Post-second vaccine symptoms description: like...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12746</th>\n",
       "      <td>0</td>\n",
       "      <td>yay mak getting vaccine todayy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12747</th>\n",
       "      <td>0</td>\n",
       "      <td>I had the incredible privilege of receiving th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12748</th>\n",
       "      <td>0</td>\n",
       "      <td>Got my first dose of vaccine   \\n#vaccinated #...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12749</th>\n",
       "      <td>1</td>\n",
       "      <td>We still have no long term evidence of impact ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12750</th>\n",
       "      <td>0</td>\n",
       "      <td>gonna get my first jab of the vaccine on satur...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12751 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       is_misinfo                                       text content\n",
       "0               0  uhg time to get my second vaccine i hope i don...\n",
       "1               1  New censorship! Twitter says it may be mislead...\n",
       "2               1  If you’ve had a COVID- vaccine, it’s thanks in...\n",
       "3               0  Got my second vaccine. Can't wait to still wea...\n",
       "4               0  Post-second vaccine symptoms description: like...\n",
       "...           ...                                                ...\n",
       "12746           0                  yay mak getting vaccine todayy   \n",
       "12747           0  I had the incredible privilege of receiving th...\n",
       "12748           0  Got my first dose of vaccine   \\n#vaccinated #...\n",
       "12749           1  We still have no long term evidence of impact ...\n",
       "12750           0  gonna get my first jab of the vaccine on satur...\n",
       "\n",
       "[12751 rows x 2 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_tweet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f598d8ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_tweet.to_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/all_tweet.csv\",index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "5147bbb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import string\n",
    "string.punctuation\n",
    "def message_cleaning(message):\n",
    "    Test_punc_removed = [char for char in message if char not in string.punctuation]\n",
    "    Test_punc_removed_join = ''.join(Test_punc_removed)\n",
    "    Test_punc_removed_join_clean = [word for word in Test_punc_removed_join.split() if word.lower() not in stopwords.words('english')]\n",
    "    return Test_punc_removed_join_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "3051b836",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_tweet = pd.read_csv(\"C:/Users/Kelvin/Desktop/Assignment/2022Spring/BIA660/all_tweet.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "91268be4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 12751 entries, 0 to 2483\n",
      "Data columns (total 2 columns):\n",
      " #   Column        Non-Null Count  Dtype \n",
      "---  ------        --------------  ----- \n",
      " 0   is_misinfo    12751 non-null  int64 \n",
      " 1   text content  12751 non-null  object\n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 298.9+ KB\n"
     ]
    }
   ],
   "source": [
    "Tweet = all_tweet\n",
    "Tweet.sort_values(by=\"is_misinfo\" , inplace=True, ascending=True)\n",
    "Tweet.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "a0bb40ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_misinfo</th>\n",
       "      <th>text content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>uhg time to get my second vaccine i hope i don...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7581</th>\n",
       "      <td>0</td>\n",
       "      <td>if you eat burger king, you don’t gotta worry ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7583</th>\n",
       "      <td>0</td>\n",
       "      <td>Ok @w_white the vaccine wasn’t why you were ex...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7584</th>\n",
       "      <td>0</td>\n",
       "      <td>Another great day at Vaccine Clinic today. Alw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7585</th>\n",
       "      <td>0</td>\n",
       "      <td>Vaccine clinic day  started time to cry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>0</td>\n",
       "      <td>Great to get my second AstraZenaca vaccine yes...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3761</th>\n",
       "      <td>0</td>\n",
       "      <td>Please get vaccinated. Millions already have! ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>0</td>\n",
       "      <td>About to get my vaccine yall!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3760</th>\n",
       "      <td>0</td>\n",
       "      <td>Dear #antivaxxers, your refused vaccine is now...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4111</th>\n",
       "      <td>0</td>\n",
       "      <td>I got my first Covid vaccine today! Moderna .....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8315 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      is_misinfo                                       text content\n",
       "0              0  uhg time to get my second vaccine i hope i don...\n",
       "7581           0  if you eat burger king, you don’t gotta worry ...\n",
       "7583           0  Ok @w_white the vaccine wasn’t why you were ex...\n",
       "7584           0  Another great day at Vaccine Clinic today. Alw...\n",
       "7585           0            Vaccine clinic day  started time to cry\n",
       "...          ...                                                ...\n",
       "679            0  Great to get my second AstraZenaca vaccine yes...\n",
       "3761           0  Please get vaccinated. Millions already have! ...\n",
       "4000           0                      About to get my vaccine yall!\n",
       "3760           0  Dear #antivaxxers, your refused vaccine is now...\n",
       "4111           0  I got my first Covid vaccine today! Moderna .....\n",
       "\n",
       "[8315 rows x 2 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F = Tweet[0:8315]\n",
    "F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "ea069e93",
   "metadata": {},
   "outputs": [],
   "source": [
    "F_clean = F['text content'].apply(message_cleaning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "b5962ac0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  'time',\n",
       "  'get',\n",
       "  'second',\n",
       "  'vaccine',\n",
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       "  'alone',\n",
       "  'feel',\n",
       "  'like',\n",
       "  'complete',\n",
       "  'ass',\n",
       "  'day',\n",
       "  'uhg'],\n",
       " ['eat', 'burger', 'king', 'don’t', 'gotta', 'worry', 'what’s', 'vaccine'],\n",
       " ['Ok',\n",
       "  'wwhite',\n",
       "  'vaccine',\n",
       "  'wasn’t',\n",
       "  'excitedso',\n",
       "  'let’s',\n",
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       "  'know',\n",
       "  'there’s',\n",
       "  'good',\n",
       "  'news',\n",
       "  'somewhere'],\n",
       " ['Another',\n",
       "  'great',\n",
       "  'day',\n",
       "  'Vaccine',\n",
       "  'Clinic',\n",
       "  'today',\n",
       "  'Always',\n",
       "  'incredible',\n",
       "  'experience',\n",
       "  'grateful',\n",
       "  'opportunity',\n",
       "  'make',\n",
       "  'a…'],\n",
       " ['Vaccine', 'clinic', 'day', 'started', 'time', 'cry'],\n",
       " ['gonna', 'get', 'first', 'vaccine', 'next', 'mondayy', 'excited', 'tbh'],\n",
       " ['get',\n",
       "  'blended',\n",
       "  'drinks',\n",
       "  'Dunkin',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'covid',\n",
       "  'vaccine'],\n",
       " ['Scheduled',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'moderna',\n",
       "  'Friday',\n",
       "  'night',\n",
       "  'won’t',\n",
       "  'use',\n",
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       "  'makes',\n",
       "  'sick',\n",
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       "  'don’t',\n",
       "  'ge…'],\n",
       " ['covid',\n",
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       "  'vaccine',\n",
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       "  'second',\n",
       "  'one',\n",
       "  'start',\n",
       "  'kissing',\n",
       "  'people'],\n",
       " ['\\u2066pfizer\\u2069',\n",
       "  'Vaccinated',\n",
       "  'Shot',\n",
       "  'SHRUG',\n",
       "  'design',\n",
       "  'shirt',\n",
       "  'vaccine',\n",
       "  'getvaccinated…'],\n",
       " ['happy',\n",
       "  'scheduled',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Yes',\n",
       "  'still',\n",
       "  'overly',\n",
       "  'bothered',\n",
       "  'distribution',\n",
       "  'and…'],\n",
       " ['anyone',\n",
       "  'vaccine',\n",
       "  'gotten',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'experience',\n",
       "  'CovidVaccine',\n",
       "  'vaccineSideEffects'],\n",
       " ['hrs',\n",
       "  'post',\n",
       "  'AZ',\n",
       "  'Vax',\n",
       "  'feel',\n",
       "  'normal',\n",
       "  'cough',\n",
       "  'sneeze',\n",
       "  'move',\n",
       "  'without',\n",
       "  'grenade',\n",
       "  'going',\n",
       "  'head',\n",
       "  'YAY',\n",
       "  'Now…'],\n",
       " ['don’t',\n",
       "  'reapply',\n",
       "  'sunscreen',\n",
       "  'every',\n",
       "  'hrs',\n",
       "  'even',\n",
       "  'winter',\n",
       "  'u',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['youre', 'dsmpdream', 'apologist', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['got', 'first', 'round', 'vaccine'],\n",
       " ['take',\n",
       "  'medication',\n",
       "  'advertise',\n",
       "  'tv',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['Im', 'nervous', 'get', 'vaccine'],\n",
       " ['Alhamdulillah',\n",
       "  'received',\n",
       "  'st',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'PJICC',\n",
       "  'congrats',\n",
       "  'made',\n",
       "  'appt',\n",
       "  'smooth',\n",
       "  'Right',\n",
       "  't…'],\n",
       " ['aches',\n",
       "  'pains',\n",
       "  'nd',\n",
       "  'dose',\n",
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       "  'fever',\n",
       "  'realized',\n",
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       "  'd…'],\n",
       " ['nd',\n",
       "  'shot',\n",
       "  'done',\n",
       "  'ready',\n",
       "  'run',\n",
       "  'days',\n",
       "  'course',\n",
       "  'Walgreens',\n",
       "  'awesome',\n",
       "  'Pfizer',\n",
       "  'great',\n",
       "  'you’re',\n",
       "  'hesitant…'],\n",
       " ['drink',\n",
       "  'coke',\n",
       "  'breakfast',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'Covid',\n",
       "  'vaccine'],\n",
       " ['Im',\n",
       "  'happy',\n",
       "  'get',\n",
       "  'get',\n",
       "  'second',\n",
       "  'vaccine',\n",
       "  'dose',\n",
       "  'UGA',\n",
       "  'hour',\n",
       "  'drive',\n",
       "  'mass',\n",
       "  'vaccination',\n",
       "  'site',\n",
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       " ['Moderna',\n",
       "  'shot',\n",
       "  'books',\n",
       "  'Shot',\n",
       "  'scheduled',\n",
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       "  'soon',\n",
       "  'used',\n",
       "  '…'],\n",
       " ['mom', 'got', 'vaccine', 'shot', 'scheduled', 'next', 'Tuesday'],\n",
       " ['excited',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'tomorrow',\n",
       "  'also',\n",
       "  'remembering',\n",
       "  'fear',\n",
       "  'needles'],\n",
       " ['Good',\n",
       "  'Morning',\n",
       "  'South',\n",
       "  'Africa',\n",
       "  'anyone',\n",
       "  'excited',\n",
       "  'trajectory',\n",
       "  'vaccine',\n",
       "  'rollout',\n",
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       "  'VaccineRollOutSA'],\n",
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       "  'headache',\n",
       "  'sore',\n",
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       "  'fever',\n",
       "  'Agh',\n",
       "  'maybe',\n",
       "  'Im',\n",
       "  'immune'],\n",
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       "  'neutralises',\n",
       "  'B',\n",
       "  'variant',\n",
       "  'Dr',\n",
       "  'AnthonyFauci',\n",
       "  'Fauci',\n",
       "  'CovidIndia',\n",
       "  'CovidResources',\n",
       "  'CoronaVaccine…'],\n",
       " ['USED', 'GO', 'TEEN', 'NIGHT', 'DON’T', 'WORRY', 'WHATS', 'VACCINE'],\n",
       " ['educator',\n",
       "  'personally',\n",
       "  'extremely',\n",
       "  'grateful',\n",
       "  'hardworking',\n",
       "  'DCH',\n",
       "  'employees',\n",
       "  'worked',\n",
       "  'make',\n",
       "  'schools…'],\n",
       " ['told',\n",
       "  'could',\n",
       "  'get',\n",
       "  'COVID',\n",
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       "  'tier',\n",
       "  'amp',\n",
       "  'I’m',\n",
       "  'excited',\n",
       "  'I’m',\n",
       "  'smiling',\n",
       "  'selfies…'],\n",
       " ['Dear',\n",
       "  'Pfizer',\n",
       "  'modernatx',\n",
       "  'Please',\n",
       "  'start',\n",
       "  'packaging',\n",
       "  'COVID',\n",
       "  'vaccines',\n",
       "  'single',\n",
       "  'use',\n",
       "  'vials',\n",
       "  'would',\n",
       "  'gratef…'],\n",
       " ['take', 'vaccine'],\n",
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       "  'schools',\n",
       "  'colleges',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'centres',\n",
       "  'avoid',\n",
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       "  'vaccination',\n",
       "  'process…'],\n",
       " ['Got', 'nd', 'dose', 'Pfizer', 'vaccine', 'today', 'GetVaccinated'],\n",
       " ['blistering',\n",
       "  'start',\n",
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       "  'vaccine',\n",
       "  'rollout',\n",
       "  'faces',\n",
       "  'new',\n",
       "  'hurdles',\n",
       "  'persuading',\n",
       "  'reluctant',\n",
       "  'Americans',\n",
       "  'take',\n",
       "  'jab…'],\n",
       " ['GETTING', 'MOTHERFUCKING', 'VACCINE', 'BITCH', 'LETS', 'FUCKING', 'GOOOO'],\n",
       " ['Moderna', 'inside'],\n",
       " ['Aye', 'gang', 'getting', 'Pfizer', 'pack', 'Sunday'],\n",
       " ['ssn', 'notes', 'app', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Alhamdulillah',\n",
       "  'parents',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'mysejahtera',\n",
       "  'apps',\n",
       "  'th',\n",
       "  'june'],\n",
       " ['Last',\n",
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       "  'me…'],\n",
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       "  'first',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'overwhelmed',\n",
       "  'gratitude',\n",
       "  'absolute',\n",
       "  'awe'],\n",
       " ['you’ve',\n",
       "  'gotten',\n",
       "  'ears',\n",
       "  'pierced',\n",
       "  'Walmart',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
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       "  'vaccine',\n",
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       "  'dose',\n",
       "  'gotta',\n",
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       "  'minutes',\n",
       "  'lobby',\n",
       "  'go',\n",
       "  'Apparently',\n",
       "  'first',\n",
       "  'sho…'],\n",
       " ['host', 'fear', 'factor', 'shouldnt', 'worry', 'whats', 'vaccine'],\n",
       " ['exciting',\n",
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       "  'guys',\n",
       "  'i’m',\n",
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       "  'first',\n",
       "  'dose',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'tomorrow'],\n",
       " ['Feeling',\n",
       "  'nauseous',\n",
       "  'can’t',\n",
       "  'determine',\n",
       "  'it’s',\n",
       "  'news',\n",
       "  'vaccine',\n",
       "  'side',\n",
       "  'effects'],\n",
       " ['Well', 'got', 'first', 'vaccine', 'shot', 'today', '“Yayyy”NickCucc'],\n",
       " ['anyone',\n",
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       "  'dose',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'I’m',\n",
       "  'getting…'],\n",
       " ['got', 'covid', 'vaccine', 'arm', 'hurts'],\n",
       " ['got', 'vaccine'],\n",
       " ['Waitrose',\n",
       "  'customers',\n",
       "  'like',\n",
       "  'youve',\n",
       "  'ever',\n",
       "  'bought',\n",
       "  'concentrate',\n",
       "  'orange',\n",
       "  'juice',\n",
       "  'dont',\n",
       "  'need',\n",
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       "  'whats',\n",
       "  'vaccine'],\n",
       " ['Im',\n",
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       "  'vaccinated',\n",
       "  'Got',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'today',\n",
       "  'anxiety',\n",
       "  'level',\n",
       "  'lessened',\n",
       "  's…'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'moderna',\n",
       "  'dose',\n",
       "  'today',\n",
       "  'wks',\n",
       "  'pregnant',\n",
       "  'preshot',\n",
       "  'labdraw',\n",
       "  'research',\n",
       "  'safe',\n",
       "  'effective',\n",
       "  'im…'],\n",
       " ['OK', 'moots', 'tell', 'excited', 'besides', 'covid', 'vaccine'],\n",
       " ['Got',\n",
       "  'second',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'kicking',\n",
       "  'butt—however',\n",
       "  'wouldn’t',\n",
       "  'take',\n",
       "  'back',\n",
       "  'GetVaccinated',\n",
       "  'vaccinated',\n",
       "  'vaccination'],\n",
       " ['Thanks',\n",
       "  'sus',\n",
       "  'thanks',\n",
       "  'science',\n",
       "  'thanks',\n",
       "  'God',\n",
       "  'vaccines',\n",
       "  'day',\n",
       "  'Im',\n",
       "  'happy',\n",
       "  'grateful',\n",
       "  'received',\n",
       "  'new',\n",
       "  'chance',\n",
       "  'f…'],\n",
       " ['got', 'second', 'dose', 'vaccine'],\n",
       " ['received',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'hours',\n",
       "  'ago',\n",
       "  'symptom',\n",
       "  'currently',\n",
       "  'experiencing',\n",
       "  'far',\n",
       "  's…'],\n",
       " ['GOT', 'FIRST', 'DOSE', 'COVID', 'VACCINE', 'LETS', 'GOOOOO'],\n",
       " ['“If',\n",
       "  'already',\n",
       "  'received',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'please',\n",
       "  'schedule',\n",
       "  'additional',\n",
       "  'appointment',\n",
       "  'throughIf',\n",
       "  'you…'],\n",
       " ['nd', 'Vaccine', 'date', 'confirmed', 'NHSScotland', 'grateful'],\n",
       " ['youve', 'Botox', 'fillers', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['Beyond',\n",
       "  'excited',\n",
       "  'privilege',\n",
       "  'amp',\n",
       "  'opportunity',\n",
       "  'get',\n",
       "  'first',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'Feeling',\n",
       "  'incredibly',\n",
       "  'gratefu…'],\n",
       " ['line',\n",
       "  'waiting',\n",
       "  'get',\n",
       "  'nd',\n",
       "  'Pfizer',\n",
       "  'shot',\n",
       "  'blasting',\n",
       "  'Spotify',\n",
       "  'vaccine',\n",
       "  'playlist',\n",
       "  'playing',\n",
       "  'MJ’s',\n",
       "  '‘Heal',\n",
       "  'th…'],\n",
       " ['vaccine'],\n",
       " ['Second',\n",
       "  'vaccine',\n",
       "  'done',\n",
       "  'hours',\n",
       "  'Sore',\n",
       "  'shoulder',\n",
       "  'incredibly',\n",
       "  'sleepy',\n",
       "  'feeling',\n",
       "  'good',\n",
       "  'otherwise',\n",
       "  'GetVaccinated'],\n",
       " ['second', 'rule', 'don’t', 'need', 'worry', 'what’s', 'vaccine'],\n",
       " ['Vaccine', 'tomorrow', 'thank', 'youuuuu'],\n",
       " ['room',\n",
       "  'messy',\n",
       "  'mine',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine',\n",
       "  'photo',\n",
       "  'unavailable'],\n",
       " ['Thank',\n",
       "  'NHSScotland',\n",
       "  'first',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'appointment',\n",
       "  'managing',\n",
       "  'find',\n",
       "  'system',\n",
       "  'not…'],\n",
       " ['Got', 'JampJ', 'vaccine', 'today', 'Woot'],\n",
       " ['I’m',\n",
       "  'volunteering',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'clinics',\n",
       "  'next',\n",
       "  'week',\n",
       "  'excited'],\n",
       " ['I’m',\n",
       "  'watching',\n",
       "  'President',\n",
       "  'Biden’s',\n",
       "  'remarks',\n",
       "  'tonight',\n",
       "  'don’t',\n",
       "  'like',\n",
       "  'handling',\n",
       "  'the…'],\n",
       " ['Thanks',\n",
       "  'number',\n",
       "  'one',\n",
       "  'film',\n",
       "  'star',\n",
       "  'country',\n",
       "  'multitalented',\n",
       "  'unrivalled',\n",
       "  'Shakib',\n",
       "  'Khan',\n",
       "  'a…'],\n",
       " ['Eight',\n",
       "  'years',\n",
       "  'ago',\n",
       "  'today',\n",
       "  'got',\n",
       "  'plane',\n",
       "  'go',\n",
       "  'Denmark',\n",
       "  'Happy',\n",
       "  'mark',\n",
       "  'occasion',\n",
       "  'finally',\n",
       "  'getting',\n",
       "  'first',\n",
       "  'vaccine',\n",
       "  'dose'],\n",
       " ['haven’t',\n",
       "  'gotten',\n",
       "  'vaccine',\n",
       "  'yet',\n",
       "  'docbut',\n",
       "  'I’m',\n",
       "  'super',\n",
       "  'grateful',\n",
       "  'parents',\n",
       "  'got',\n",
       "  'get',\n",
       "  'first',\n",
       "  'one',\n",
       "  't…'],\n",
       " ['Got', 'second', 'dose', 'Covid', 'vaccine', 'fully', 'vaccinated'],\n",
       " ['already', 'get', 'vaccineLouisTomlinson'],\n",
       " ['got',\n",
       "  'second',\n",
       "  'moderna',\n",
       "  'vaccine',\n",
       "  'already',\n",
       "  'insatiably',\n",
       "  'crave',\n",
       "  'cock',\n",
       "  'please',\n",
       "  'careful',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'msm',\n",
       "  'wont',\n",
       "  'talk'],\n",
       " ['good', 'news', 'hubs', 'gets', 'first', 'round', 'vaccine', 'today'],\n",
       " ['Covid',\n",
       "  'vaccine',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'done',\n",
       "  'Excited',\n",
       "  'part',\n",
       "  'Science',\n",
       "  'wins'],\n",
       " ['steer',\n",
       "  'nearest',\n",
       "  'Vaccination',\n",
       "  'Center',\n",
       "  'amp',\n",
       "  'Get',\n",
       "  'Vaccinated',\n",
       "  'keep',\n",
       "  'loved',\n",
       "  'ones',\n",
       "  'safe',\n",
       "  'Motor',\n",
       "  'way…'],\n",
       " ['wife',\n",
       "  'got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'coviesheid',\n",
       "  'vaccine',\n",
       "  'Thanks',\n",
       "  'lot',\n",
       "  'HarishKumarDaga',\n",
       "  'help',\n",
       "  'grateful'],\n",
       " ['started', 'crying', 'gym', 'thinking', 'grateful', 'Covid', 'vaccine'],\n",
       " ['you’ve',\n",
       "  'downloaded',\n",
       "  'installed',\n",
       "  'iOS',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['nd',\n",
       "  'Vaccine',\n",
       "  'shot',\n",
       "  'felt',\n",
       "  'mf',\n",
       "  'bitch',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'Outside',\n",
       "  'see',\n",
       "  'summer'],\n",
       " ['Somewhere',\n",
       "  'Uganda',\n",
       "  'someone',\n",
       "  'could',\n",
       "  'selling',\n",
       "  'vaccine',\n",
       "  'privately',\n",
       "  'already'],\n",
       " ['put',\n",
       "  'lips',\n",
       "  'school',\n",
       "  'water',\n",
       "  'fountain',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['wear',\n",
       "  'shoes',\n",
       "  'inside',\n",
       "  'house',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'COVID',\n",
       "  'vaccine'],\n",
       " ['got',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'vaccine',\n",
       "  'last',\n",
       "  'night',\n",
       "  'wanted',\n",
       "  'give',\n",
       "  'y’all',\n",
       "  'observations',\n",
       "  'thus',\n",
       "  'far—I',\n",
       "  'do…'],\n",
       " ['Got', 'second', 'vaccine', 'dose', 'today', 'I’m', 'fully', 'vaccinated'],\n",
       " ['Today',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'received',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'weeks',\n",
       "  'ago',\n",
       "  'children',\n",
       "  'husband',\n",
       "  'closest…'],\n",
       " ['got', 'vaccine'],\n",
       " ['Got', 'first', 'dose', 'sweet', 'sweet', 'vaccine'],\n",
       " ['drink', 'bong', 'water', 'dont', 'need', 'worry', 'whats', 'vaccine'],\n",
       " ['Got', 'first', 'dose', 'COVID', 'Moderna', 'yesterday', 'grateful'],\n",
       " ['heard', 'justin’s', 'grandparents', 'got', 'vaccine', 'i’m', 'happy'],\n",
       " ['got', 'first', 'covid', 'vaccine', 'yesterday', 'woohoo', 'gt'],\n",
       " ['hours',\n",
       "  'since',\n",
       "  'Moderna',\n",
       "  'shot',\n",
       "  'zero',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'sore',\n",
       "  'arm',\n",
       "  'sl…'],\n",
       " ['year',\n",
       "  'would',\n",
       "  'wished',\n",
       "  'wildest',\n",
       "  'imagination',\n",
       "  'year',\n",
       "  'taught',\n",
       "  'us',\n",
       "  'appreciating',\n",
       "  'w…'],\n",
       " ['I’m',\n",
       "  'guess',\n",
       "  'could',\n",
       "  'show',\n",
       "  'new',\n",
       "  'vaccinatedAF',\n",
       "  'line',\n",
       "  'PART',\n",
       "  'I’m',\n",
       "  'shittiest',\n",
       "  'promoter',\n",
       "  'but…'],\n",
       " ['Back',\n",
       "  'old',\n",
       "  'days',\n",
       "  'commuted',\n",
       "  'work',\n",
       "  'would',\n",
       "  'drive',\n",
       "  'past',\n",
       "  'old',\n",
       "  'abandoned',\n",
       "  'building',\n",
       "  'always',\n",
       "  'caught',\n",
       "  'my…'],\n",
       " ['Oof',\n",
       "  'dose',\n",
       "  'kicking',\n",
       "  'ass',\n",
       "  'Still',\n",
       "  'grateful',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'least',\n",
       "  'know',\n",
       "  'it’s',\n",
       "  'temporary…',\n",
       "  'D…'],\n",
       " ['Got',\n",
       "  'second',\n",
       "  'Pfizer',\n",
       "  'vax',\n",
       "  'today',\n",
       "  'sooner',\n",
       "  'get',\n",
       "  'vaccinated',\n",
       "  'sooner',\n",
       "  'see',\n",
       "  'other’s',\n",
       "  'smiles',\n",
       "  'COVIDVaccine'],\n",
       " ['GOT', 'COVID', 'VACCINE'],\n",
       " ['give',\n",
       "  'stick',\n",
       "  'poke',\n",
       "  'tattoos',\n",
       "  'dont',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'whats',\n",
       "  'covid',\n",
       "  'vaccine'],\n",
       " ['It’s',\n",
       "  'official',\n",
       "  'doses',\n",
       "  'vaccine',\n",
       "  'done',\n",
       "  'Can’t',\n",
       "  'wait',\n",
       "  'hugs',\n",
       "  'thing',\n",
       "  'life',\n",
       "  'vaccinated'],\n",
       " ['First',\n",
       "  'dose',\n",
       "  'Got',\n",
       "  'call',\n",
       "  'last',\n",
       "  'night',\n",
       "  'join',\n",
       "  'Pfizer',\n",
       "  'class',\n",
       "  'vaccinated'],\n",
       " ['Grateful',\n",
       "  'today',\n",
       "  'science',\n",
       "  'opportunity',\n",
       "  'receive',\n",
       "  'Pfizer',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'Science',\n",
       "  'It’s',\n",
       "  'reason',\n",
       "  'do…'],\n",
       " ['VaccinesWork',\n",
       "  'also',\n",
       "  'critical',\n",
       "  'end',\n",
       "  'pandemic',\n",
       "  'BuildForwardBetter',\n",
       "  'healthier',\n",
       "  'more…'],\n",
       " ['im', 'getting', 'first', 'shot', 'vaccine', 'next', 'month', 'grateful'],\n",
       " ['Got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Yay',\n",
       "  'also',\n",
       "  'nay',\n",
       "  'feel',\n",
       "  'really',\n",
       "  'sick',\n",
       "  'hope',\n",
       "  'feel',\n",
       "  'better',\n",
       "  'tomorrow'],\n",
       " ['Today',\n",
       "  'got',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'admit',\n",
       "  'difficult',\n",
       "  'decision',\n",
       "  'given',\n",
       "  'pregnant',\n",
       "  'women…'],\n",
       " ['gt',\n",
       "  'get',\n",
       "  'vaccinated',\n",
       "  'yet',\n",
       "  'gt',\n",
       "  'bookmark',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'page',\n",
       "  'gt',\n",
       "  'dont',\n",
       "  'write',\n",
       "  'python',\n",
       "  'script',\n",
       "  'c…'],\n",
       " ['Got',\n",
       "  'second',\n",
       "  'Moderna',\n",
       "  'shot',\n",
       "  'today',\n",
       "  'feel',\n",
       "  'grateful',\n",
       "  'relieved',\n",
       "  'FullyVaccinated',\n",
       "  'VaccinesWork',\n",
       "  'GetVaccinated'],\n",
       " ['money', 'OxfordAstraZeneca', 'day', 'excited', 'hear', 'news'],\n",
       " ['got',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'couple',\n",
       "  'hours',\n",
       "  'ago',\n",
       "  'arm',\n",
       "  'hurts',\n",
       "  'Feels',\n",
       "  'like',\n",
       "  'flu',\n",
       "  'shotdidn’t',\n",
       "  'get',\n",
       "  'covid',\n",
       "  'durin…'],\n",
       " ['Thankful',\n",
       "  'opportunity',\n",
       "  'receive',\n",
       "  'second',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'light',\n",
       "  'end',\n",
       "  'tunnel',\n",
       "  'grows',\n",
       "  'brighterbeatcovid'],\n",
       " ['ever', 'ate', 'mcdonalds', 'w', 'rd', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['u', 'took', 'avid', 'don’t', 'worry', 'abt', 'whats', 'vaccine'],\n",
       " ['oh', 'fuckin', 'hell', 'i’m', 'getting', 'first', 'vaccine', 'tomorrow'],\n",
       " ['Join',\n",
       "  'Julie',\n",
       "  'keep',\n",
       "  'community',\n",
       "  'safer',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Walkins',\n",
       "  'welcome',\n",
       "  'Newton',\n",
       "  'Clinic',\n",
       "  'Check',\n",
       "  'o…'],\n",
       " ['ever',\n",
       "  'played',\n",
       "  'stupid',\n",
       "  'fake',\n",
       "  'snow',\n",
       "  'carlsbad',\n",
       "  'high',\n",
       "  'school',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['Gearing',\n",
       "  'get',\n",
       "  'vaccinated',\n",
       "  'st',\n",
       "  'May',\n",
       "  'order',\n",
       "  'National',\n",
       "  'Blood',\n",
       "  'Transfusion',\n",
       "  'Council',\n",
       "  'implies',\n",
       "  'the…'],\n",
       " ['evidence',\n",
       "  'COVID',\n",
       "  'vaccines',\n",
       "  'cause',\n",
       "  'infertility',\n",
       "  'via',\n",
       "  'mfldclinic'],\n",
       " ['Vaccinated',\n",
       "  'mean',\n",
       "  'vaccine',\n",
       "  'influencer',\n",
       "  'Please',\n",
       "  'influenced',\n",
       "  'everybody',\n",
       "  'VaccinesWork'],\n",
       " ['Getting', 'first', 'dose', 'vaccine', 'today', 'Im', 'nervousssss'],\n",
       " ['weeks',\n",
       "  'Hands',\n",
       "  'Health',\n",
       "  'podcast',\n",
       "  'hear',\n",
       "  'CMHs',\n",
       "  'Chris',\n",
       "  'Laman',\n",
       "  'leader',\n",
       "  'Clatsop',\n",
       "  'County',\n",
       "  'Vaccine',\n",
       "  'Task',\n",
       "  'Fo…'],\n",
       " ['mans',\n",
       "  'paid',\n",
       "  'eyelash',\n",
       "  'appointment',\n",
       "  'ChikfilA',\n",
       "  'gift',\n",
       "  'card',\n",
       "  'fat',\n",
       "  'paycheck',\n",
       "  'deposited',\n",
       "  'early',\n",
       "  'second',\n",
       "  'dose…'],\n",
       " ['misinformation',\n",
       "  'spreads',\n",
       "  'None',\n",
       "  'yawl',\n",
       "  'doctors',\n",
       "  'say',\n",
       "  'young',\n",
       "  'lady',\n",
       "  'died',\n",
       "  'result',\n",
       "  'a…'],\n",
       " ['Maybe',\n",
       "  'wine',\n",
       "  'talking',\n",
       "  'Im',\n",
       "  'fuuuucking',\n",
       "  'sick',\n",
       "  'seeing',\n",
       "  'everyone',\n",
       "  'elses',\n",
       "  'parents',\n",
       "  'get',\n",
       "  'vaccine…'],\n",
       " ['Suns', 'guns', 'vaccine'],\n",
       " ['got',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'arms',\n",
       "  'little',\n",
       "  'sore',\n",
       "  'evening',\n",
       "  'overall',\n",
       "  'i’m',\n",
       "  'fine',\n",
       "  'actually',\n",
       "  'happy',\n",
       "  'excited',\n",
       "  'new',\n",
       "  'year'],\n",
       " ['light', 'mode', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['already',\n",
       "  'taken',\n",
       "  'vaccine',\n",
       "  'Room',\n",
       "  'mate',\n",
       "  'tested',\n",
       "  'positive',\n",
       "  'quarntine',\n",
       "  'Covid',\n",
       "  'WearAMask',\n",
       "  'GetVaccinated',\n",
       "  'StaySafe'],\n",
       " ['im', 'getting', 'first', 'covid', 'vaccine', 'tomorrow'],\n",
       " ['you’ve',\n",
       "  'ever',\n",
       "  'crawled',\n",
       "  'table',\n",
       "  'red',\n",
       "  'robin',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'covid',\n",
       "  'vaccine'],\n",
       " ['wayyy',\n",
       "  'got',\n",
       "  'period',\n",
       "  'exactly',\n",
       "  'day',\n",
       "  'got',\n",
       "  'st',\n",
       "  'nd',\n",
       "  'vaccine',\n",
       "  'dose',\n",
       "  'pain'],\n",
       " ['Pushing',\n",
       "  'workshop',\n",
       "  'deadline',\n",
       "  'tying',\n",
       "  'loose',\n",
       "  'ends',\n",
       "  'call',\n",
       "  'day',\n",
       "  'sleep',\n",
       "  'way',\n",
       "  'vac…'],\n",
       " ['Feeling',\n",
       "  'hopeful',\n",
       "  'grateful',\n",
       "  'receiving',\n",
       "  'first',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'days',\n",
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       "  'Pfizer',\n",
       "  'drank',\n",
       "  'gallons',\n",
       "  'water',\n",
       "  'took',\n",
       "  'mg',\n",
       "  'Tylenol',\n",
       "  'every',\n",
       "  'four',\n",
       "  'hours…'],\n",
       " ['Got', 'covid', 'vaccine', 'today'],\n",
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       " ['Dr',\n",
       "  'Connor',\n",
       "  'Bamford',\n",
       "  'Research',\n",
       "  'Fellow',\n",
       "  'WellcomeWolfson',\n",
       "  'Institute',\n",
       "  'Experimental',\n",
       "  'Medicine',\n",
       "  'QUBelfast',\n",
       "  'I…'],\n",
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       "  'feel',\n",
       "  'like',\n",
       "  'dog',\n",
       "  'doo',\n",
       "  'tonight',\n",
       "  'I’m',\n",
       "  'grateful',\n",
       "  'getting',\n",
       "  'Moderna',\n",
       "  'shot',\n",
       "  'yesterday',\n",
       "  'I’ve',\n",
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       "  'got',\n",
       "  'second',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Yeah',\n",
       "  'kids',\n",
       "  'old',\n",
       "  'enough',\n",
       "  'get',\n",
       "  'cant',\n",
       "  'wait',\n",
       "  'WearAMask',\n",
       "  'GetVaccinated'],\n",
       " ['Mom',\n",
       "  'got',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'MITEC',\n",
       "  'KL',\n",
       "  'grateful',\n",
       "  'managed',\n",
       "  'complete',\n",
       "  'doses',\n",
       "  'given',\n",
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       " ['got',\n",
       "  'third',\n",
       "  'direct',\n",
       "  'call',\n",
       "  'VANewOrleans',\n",
       "  'asking',\n",
       "  'wanted',\n",
       "  'vaccine',\n",
       "  'get',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Thursday…'],\n",
       " ['grandparents', 'got', 'first', 'dose', 'Coronavirus', 'vaccine'],\n",
       " ['let', 'dog', 'lick', 'mouth', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Gonna',\n",
       "  'buy',\n",
       "  'new',\n",
       "  'outfit',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'appt',\n",
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       "  'thats',\n",
       "  'day',\n",
       "  'get',\n",
       "  'go',\n",
       "  'look',\n",
       "  'pretty'],\n",
       " ['decorated', 'toploader', 'covid', 'vaccine', 'card'],\n",
       " ['got', 'appointment', 'first', 'vaccine', 'dose', 'i’m', 'scared'],\n",
       " ['Thousands',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'appointment',\n",
       "  'slots',\n",
       "  'open',\n",
       "  'MercedesBenz',\n",
       "  'Stadium',\n",
       "  'Open',\n",
       "  'anyone',\n",
       "  'eligible',\n",
       "  'Georgia…'],\n",
       " ['let', 'dog', 'kiss', 'mouth', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['last',\n",
       "  'year',\n",
       "  'april',\n",
       "  'grandpa',\n",
       "  'covid',\n",
       "  'scare',\n",
       "  'traveled',\n",
       "  'home',\n",
       "  'together',\n",
       "  'year',\n",
       "  'april',\n",
       "  'get',\n",
       "  's…'],\n",
       " ['parents', 'got', 'vaccine', 'appointment', 'dah', 'Alhamdulillah'],\n",
       " ['sure',\n",
       "  'herd',\n",
       "  'immunity',\n",
       "  'attainable',\n",
       "  'Thanks',\n",
       "  'Trumpty',\n",
       "  'Dumpty',\n",
       "  'BecauseTrump',\n",
       "  'TrumpFlu',\n",
       "  'GetVaccinated'],\n",
       " ['live', 'lebanon', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['last',\n",
       "  'night',\n",
       "  'dream',\n",
       "  'party',\n",
       "  'getting',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'SHOTS',\n",
       "  'SHOTS',\n",
       "  'SHOTS',\n",
       "  'SHOTS',\n",
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       " ['Many',\n",
       "  'us',\n",
       "  'hesitant',\n",
       "  'vaccine',\n",
       "  'December',\n",
       "  'seen',\n",
       "  'safe',\n",
       "  'parents',\n",
       "  'got',\n",
       "  'fully',\n",
       "  'vaccinated…'],\n",
       " ['omg', 'covid', 'vaccine', 'sunday'],\n",
       " ['y’all', 'ate', 'SCHOOL', 'lunch', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['grateful',\n",
       "  'PfizerBioNTech',\n",
       "  'vaccine',\n",
       "  'uclh',\n",
       "  'COVID',\n",
       "  'weeks',\n",
       "  'ago',\n",
       "  'i…'],\n",
       " ['arm', 'killing', 'badly', 'vaccine'],\n",
       " ['nd', 'Vaccine', 'Tomorrow'],\n",
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       "  'first',\n",
       "  'dose',\n",
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       "  'vaccine',\n",
       "  'pm',\n",
       "  'today',\n",
       "  'far',\n",
       "  'feel',\n",
       "  'fine'],\n",
       " ['dont', 'trust', 'FabrizioRomano', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['received', 'first', 'Moderna', 'dose', 'COVID', 'COVIDー'],\n",
       " ['eat', 'lil', 'caesars', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['Grateful', 'COVID', 'vaccine', 'dont', 'forget'],\n",
       " ['First', 'covid', 'vaccine', 'received'],\n",
       " ['youve',\n",
       "  'gotten',\n",
       "  'ears',\n",
       "  'pierced',\n",
       "  'Claires',\n",
       "  'dont',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'whats',\n",
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       "  'say',\n",
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       "  'Fuck',\n",
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       " ['Yayyyyyy',\n",
       "  'happy',\n",
       "  'add',\n",
       "  'AstraZeneca',\n",
       "  'deets',\n",
       "  'ZOEcovid',\n",
       "  'study',\n",
       "  'app',\n",
       "  'today',\n",
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       " ['simp', 'slade', 'wilson', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['got',\n",
       "  'first',\n",
       "  'vaccine',\n",
       "  'who’s',\n",
       "  'trynna',\n",
       "  'fuck',\n",
       "  'romantic',\n",
       "  'wait',\n",
       "  'second',\n",
       "  'one',\n",
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       "  'appointment',\n",
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       "  'excited',\n",
       "  'science',\n",
       "  'amp',\n",
       "  'hope',\n",
       "  'future'],\n",
       " ['Feeling', 'grateful', 'blessed', 'Pfizer', 'arm'],\n",
       " ['crushcovid',\n",
       "  'feeling',\n",
       "  'grateful',\n",
       "  'get',\n",
       "  'first',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'Never',\n",
       "  'happier',\n",
       "  'get',\n",
       "  'stuck',\n",
       "  'needle',\n",
       "  'Greenv…'],\n",
       " ['Got', 'first', 'vaccine', 'dose', 'feel', 'productive'],\n",
       " ['Reasons',\n",
       "  'people',\n",
       "  'refuse',\n",
       "  'vaccine',\n",
       "  'stupidity',\n",
       "  'ignorance',\n",
       "  'fear',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'misinformation',\n",
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       "  'Los',\n",
       "  'Angeles',\n",
       "  'County',\n",
       "  'you’re',\n",
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       "  'second',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'shot',\n",
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       "  'itGETVACCINATED'],\n",
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       "  'Morning',\n",
       "  'LasVegas',\n",
       "  'vaccinating',\n",
       "  'storm',\n",
       "  'today',\n",
       "  'million',\n",
       "  'arms',\n",
       "  'soon',\n",
       "  'mill…'],\n",
       " ['mom', 'got', 'nd', 'dose', 'vaccine', 'amp', 'it’s', 'kicking', 'ass'],\n",
       " ['excited',\n",
       "  'share',\n",
       "  'funding',\n",
       "  'opportunities',\n",
       "  'Check',\n",
       "  'info',\n",
       "  'deadlines',\n",
       "  'coming',\n",
       "  'up…'],\n",
       " ['vaccinated',\n",
       "  'got',\n",
       "  'glaucoma',\n",
       "  'eye',\n",
       "  'surgeries',\n",
       "  'done',\n",
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       "  'COVID',\n",
       "  'testamp',\n",
       "  'seeing',\n",
       "  'dentistBusy',\n",
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       "  'Got',\n",
       "  'Pfiz…'],\n",
       " ['defend', 'justin', 'bieber', 'really', 'dont', 'need', 'worry', 'vaccine'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'Moderna',\n",
       "  'dose',\n",
       "  'day',\n",
       "  'yesterday',\n",
       "  'experienced',\n",
       "  'brief',\n",
       "  'nausea',\n",
       "  'chills',\n",
       "  'later',\n",
       "  'day',\n",
       "  'bruta…'],\n",
       " ['Moderna', 'Dose', 'GetVaccinated'],\n",
       " ['GOT', 'VACCINE', 'LET’S', 'GOOOOOOO', 'WHIPS', 'NAE', 'NAES'],\n",
       " ['job',\n",
       "  'secured',\n",
       "  'finally',\n",
       "  'moving',\n",
       "  'weekend',\n",
       "  'getting',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'monday'],\n",
       " ['ND',\n",
       "  'VACCINE',\n",
       "  'BOOKED',\n",
       "  'SUNDAY',\n",
       "  'TeamModerna',\n",
       "  'grateful',\n",
       "  'covidQc',\n",
       "  'CovidCanada'],\n",
       " ['get', 'first', 'vaccine', 'shot'],\n",
       " ['you’ve',\n",
       "  'ordered',\n",
       "  'stuff',\n",
       "  'sheinfashion',\n",
       "  'novawish',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['youve',\n",
       "  'watched',\n",
       "  'ZeeNews',\n",
       "  'dont',\n",
       "  'worry',\n",
       "  'whats',\n",
       "  'vaccine',\n",
       "  'GodiMedia'],\n",
       " ['got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
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       "  'symptoms',\n",
       "  'lack',\n",
       "  'next',\n",
       "  'day'],\n",
       " ['Alhamdulillah',\n",
       "  'parents',\n",
       "  'already',\n",
       "  'got',\n",
       "  'vaccine',\n",
       "  'appointment',\n",
       "  'date'],\n",
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       "  'nd',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'glad',\n",
       "  'grateful',\n",
       "  'GetVaccinated'],\n",
       " ['know',\n",
       "  'high',\n",
       "  'number',\n",
       "  'amp',\n",
       "  'SanFrancisco',\n",
       "  'first',\n",
       "  'major',\n",
       "  'US',\n",
       "  'city',\n",
       "  'achieve',\n",
       "  'Well',\n",
       "  'done',\n",
       "  'folx',\n",
       "  'Some…'],\n",
       " ['Got', 'second', 'dose', 'yay', 'double', 'pfizer', 'gang', 'uwu'],\n",
       " ['Im', 'relieved', 'parents', 'vaccine', 'today', 'vaccinated'],\n",
       " ['Hold', 'vaccine'],\n",
       " ['mild',\n",
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       "  'nd',\n",
       "  'Moderna',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'TBH',\n",
       "  'parent',\n",
       "  'awesome',\n",
       "  'lie',\n",
       "  'couch',\n",
       "  'day…'],\n",
       " ['got', 'second', 'dose', 'vaccine'],\n",
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       "  'year',\n",
       "  'may',\n",
       "  'year',\n",
       "  'full',\n",
       "  'happiness',\n",
       "  'cause',\n",
       "  'full',\n",
       "  'sadness',\n",
       "  'hope',\n",
       "  'year',\n",
       "  'bet…'],\n",
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       "  'got',\n",
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       "  'Phizer',\n",
       "  'vaccine',\n",
       "  'impressed',\n",
       "  'setup',\n",
       "  'completely',\n",
       "  'or…'],\n",
       " ['nd', 'Vaccine', 'Shot', 'today', 'Moderna', 'vaccinated', 'VaccinesWork'],\n",
       " ['Vaccine',\n",
       "  'getting',\n",
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       "  'responders',\n",
       "  'two',\n",
       "  'step',\n",
       "  'sons',\n",
       "  'got',\n",
       "  'st',\n",
       "  'shots',\n",
       "  'Dr',\n",
       "  'busy',\n",
       "  'hospital…'],\n",
       " ['Thank',\n",
       "  'everyone',\n",
       "  'part',\n",
       "  'Popup',\n",
       "  'team',\n",
       "  'jesushouseuk',\n",
       "  'Grateful',\n",
       "  'God',\n",
       "  'answering',\n",
       "  'prayers',\n",
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       " ['Im',\n",
       "  'kinda',\n",
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       "  'also',\n",
       "  'anxious',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'later',\n",
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       "  'guys',\n",
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       "  'prayer',\n",
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       "  'I’m',\n",
       "  'clinically',\n",
       "  'OCD',\n",
       "  'terrified',\n",
       "  'go',\n",
       "  't…'],\n",
       " ['received', 'first', 'dose', 'COVID', 'Vaccine', 'COVID', 'COVIDvaccine'],\n",
       " ['Governor',\n",
       "  'Brown',\n",
       "  'announced',\n",
       "  'Oregonians',\n",
       "  'eligible',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'May',\n",
       "  'doesnt',\n",
       "  'mean',\n",
       "  'every…'],\n",
       " ['got',\n",
       "  'call',\n",
       "  'Governor’s',\n",
       "  'office',\n",
       "  'Info',\n",
       "  'pop',\n",
       "  'vaccine',\n",
       "  'sites',\n",
       "  'Lower',\n",
       "  'Manhattan',\n",
       "  'weekend…'],\n",
       " ['Woke',\n",
       "  'Got',\n",
       "  'outta',\n",
       "  'bed',\n",
       "  'Dragged',\n",
       "  'comb',\n",
       "  'across',\n",
       "  'head',\n",
       "  'Made',\n",
       "  'way',\n",
       "  'downstairs',\n",
       "  'cup',\n",
       "  'got',\n",
       "  'st',\n",
       "  'Pfize…'],\n",
       " ['Getting', 'second', 'vaccine', 'dose', 'hours'],\n",
       " ['Fully', 'vaccinated', 'grateful', 'Pfizer'],\n",
       " ['Reading',\n",
       "  'tweets',\n",
       "  'paranoid',\n",
       "  'idiots',\n",
       "  'think',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'gene',\n",
       "  'therapy',\n",
       "  'alters',\n",
       "  'DNA',\n",
       "  'worrying',\n",
       "  'a…'],\n",
       " ['Allll', 'done', 'nd', 'moderna', 'shot', 'today'],\n",
       " ['May',\n",
       "  'Reuters',\n",
       "  'Moderna',\n",
       "  'Inc',\n",
       "  'said',\n",
       "  'Wednesday',\n",
       "  'early',\n",
       "  'human',\n",
       "  'trial',\n",
       "  'data',\n",
       "  'shows',\n",
       "  'third',\n",
       "  'dose',\n",
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       " ['getting', 'COVID', 'Vaccine'],\n",
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       "  'worker',\n",
       "  'able',\n",
       "  'schedule',\n",
       "  'first',\n",
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       "  'COVID',\n",
       "  'vaccine',\n",
       "  'weekend',\n",
       "  'Equal',\n",
       "  'parts',\n",
       "  'nerv…'],\n",
       " ['Ooooo', 'I’m', 'excited', 'vaccine', 'I’ve', 'seen'],\n",
       " ['mom', 'received', 'second', 'vaccine', 'shot', 'grateful'],\n",
       " ['Gm',\n",
       "  'Twitter',\n",
       "  'I’m',\n",
       "  'nervous',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'job',\n",
       "  'it’s',\n",
       "  'even',\n",
       "  'funny',\n",
       "  'badenufe',\n",
       "  'gonna',\n",
       "  'getting',\n",
       "  'swop',\n",
       "  'also'],\n",
       " ['got', 'first', 'Covid', 'vaccine'],\n",
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       "  'Vaxed',\n",
       "  'Moderna',\n",
       "  'Grateful',\n",
       "  'healthcareheroes',\n",
       "  'riteaid',\n",
       "  'NYC',\n",
       "  'Together',\n",
       "  'end',\n",
       "  'global',\n",
       "  'pandemic',\n",
       "  'throu…'],\n",
       " ['first', 'shot', 'AZ', 'vaccine', 'yesterday', 'Already', 'working'],\n",
       " ['RoyalCaribbean',\n",
       "  'Faces',\n",
       "  'Boycott',\n",
       "  'Calls',\n",
       "  'Vaccinated',\n",
       "  'Adults',\n",
       "  'Allowed',\n",
       "  'Looks',\n",
       "  'like',\n",
       "  'plan',\n",
       "  'cruise',\n",
       "  'summ…'],\n",
       " ['working',\n",
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       "  'partnership',\n",
       "  'Hamilton',\n",
       "  'County',\n",
       "  'Health',\n",
       "  'Department',\n",
       "  'school',\n",
       "  'district',\n",
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       " ['tfw',\n",
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       "  'realize',\n",
       "  'you’re',\n",
       "  'gonna',\n",
       "  'home',\n",
       "  'alone',\n",
       "  'w',\n",
       "  'baby',\n",
       "  'day',\n",
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       "  'day',\n",
       "  'least',\n",
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       "  'months',\n",
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       "  'grateful',\n",
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       " ['guy', 'ur', 'ft', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Vax',\n",
       "  'update',\n",
       "  'got',\n",
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       "  'Pfizer',\n",
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       "  'yesterday',\n",
       "  'felt',\n",
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       " ['It’s',\n",
       "  'gratituesday',\n",
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       "  'despite',\n",
       "  'current',\n",
       "  'challenges',\n",
       "  'much',\n",
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       "  'contributed',\n",
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       "  'Oxford',\n",
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       "  'hope'],\n",
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       "  'first',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'tomorrow',\n",
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       "  'asf'],\n",
       " ['Got',\n",
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       "  'Covid',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Thx',\n",
       "  'dedicated',\n",
       "  'scientists'],\n",
       " ['got', 'first', 'vaccine', 'dose', 'y’all'],\n",
       " ['GOT', 'FIRST', 'DOSE', 'PFIZER', 'VACCINE', 'BAYBEEEEE'],\n",
       " ['Tomorrow',\n",
       "  'birthday',\n",
       "  'best',\n",
       "  'present',\n",
       "  'could',\n",
       "  'get',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'happy',\n",
       "  'excited',\n",
       "  'an…'],\n",
       " ['youre', 'ardent', 'advocate', 'DMT', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['impossible',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'post',\n",
       "  'provisional',\n",
       "  'certificate',\n",
       "  'story',\n",
       "  'tag',\n",
       "  'LETS',\n",
       "  'GET',\n",
       "  'VACCI…'],\n",
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       " ['dont', 'worry', 'whats', 'vaccine', 'got', 'ears', 'pierced', 'claire’s'],\n",
       " ['Good',\n",
       "  'morning',\n",
       "  'fellow',\n",
       "  'Twitter',\n",
       "  'peeps',\n",
       "  'Happy',\n",
       "  'Friday',\n",
       "  'nd',\n",
       "  'Moderna',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'today',\n",
       "  'Hopefully',\n",
       "  'w…'],\n",
       " ['Want',\n",
       "  'see',\n",
       "  'USA',\n",
       "  'best',\n",
       "  'Go',\n",
       "  'vaccination',\n",
       "  'site',\n",
       "  'get',\n",
       "  'vaccinated',\n",
       "  'much',\n",
       "  'coun…'],\n",
       " ['mom', 'got', 'vaccine'],\n",
       " ['vaccine', 'PLEASE'],\n",
       " ['kin', 'yuri', 'yarichin', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['got',\n",
       "  'first',\n",
       "  'dose',\n",
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       "  'yesterday',\n",
       "  'got',\n",
       "  'tired',\n",
       "  'slept',\n",
       "  'like',\n",
       "  'hours',\n",
       "  'jeeeesus'],\n",
       " ['dont', 'worry', 'whats', 'vaccine', 'rather', 'go', 'therapy'],\n",
       " ['got',\n",
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       "  'vaccine',\n",
       "  'shot',\n",
       "  'redownloaded',\n",
       "  'hinge',\n",
       "  'could',\n",
       "  'go',\n",
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       " ['countdown',\n",
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       "  'covid',\n",
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       "  'shot',\n",
       "  'continues',\n",
       "  'grateful',\n",
       "  'science',\n",
       "  'VaccinesWork'],\n",
       " ['I’m',\n",
       "  'happy',\n",
       "  'report',\n",
       "  'front',\n",
       "  'line',\n",
       "  'health',\n",
       "  'care',\n",
       "  'worker',\n",
       "  'got',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'COVID',\n",
       "  'mRNA',\n",
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       "  'Vaccine',\n",
       "  'appointment',\n",
       "  'date',\n",
       "  'confirmed',\n",
       "  'Alhamdulillah'],\n",
       " ['season',\n",
       "  'chicken',\n",
       "  'directly',\n",
       "  'sink',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
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       " ['got',\n",
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       "  'excited',\n",
       "  'lol',\n",
       "  'idk',\n",
       "  'buttt',\n",
       "  'yeaaaa'],\n",
       " ['COVID',\n",
       "  'Vaccine',\n",
       "  'SAVES',\n",
       "  'LIVES',\n",
       "  'Get',\n",
       "  'vaccinated',\n",
       "  'protect',\n",
       "  'family',\n",
       "  'friends',\n",
       "  'community',\n",
       "  'Preregister',\n",
       "  'you…'],\n",
       " ['Get', 'vaccinated', 'Moderna', 'Pfizer', 'either', 'em'],\n",
       " ['excited',\n",
       "  'local',\n",
       "  'southsaltlake',\n",
       "  'firefighters',\n",
       "  'paramedics',\n",
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       "  'COVID',\n",
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       " ['got', 'first', 'dose', 'covid', 'vaccine', 'today', 'yayaya', 'pos'],\n",
       " ['Got',\n",
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       "  'vaccine',\n",
       "  'Friday',\n",
       "  'Within',\n",
       "  'half',\n",
       "  'hour',\n",
       "  'arm',\n",
       "  'hurt',\n",
       "  'like',\n",
       "  'bitch',\n",
       "  'continued',\n",
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       "  'first',\n",
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       "  'effects',\n",
       "  'Im',\n",
       "  'currently',\n",
       "  'dealing',\n",
       "  'with…'],\n",
       " ['grateful',\n",
       "  'everyone',\n",
       "  'immediate',\n",
       "  'extended',\n",
       "  'family',\n",
       "  'Canada',\n",
       "  'gotten',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Can…'],\n",
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       "  'first',\n",
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       "  'never',\n",
       "  'good',\n",
       "  'getting',\n",
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       "  'used',\n",
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       "  'LampL',\n",
       "  'Oahu',\n",
       "  'except',\n",
       "  'one',\n",
       "  'Liliha',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
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       " ['Moderna', 'Mami', 'checking', 'Fully', 'vaccinated'],\n",
       " ['Vaccine', 'yay', 'time', 'allowed', 'get'],\n",
       " ['Thanks',\n",
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       "  'able',\n",
       "  'get',\n",
       "  'entire',\n",
       "  'family',\n",
       "  'extended',\n",
       "  'family',\n",
       "  'amp',\n",
       "  'boyfriend’s',\n",
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       "  'vaccinated',\n",
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       " ['Thank',\n",
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       "  'SyHeartlandsCCG',\n",
       "  'nd',\n",
       "  'jab',\n",
       "  'done',\n",
       "  'today',\n",
       "  'grateful',\n",
       "  'NHSMillion',\n",
       "  'staff…'],\n",
       " ['nycvaxchamp',\n",
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       "  'last',\n",
       "  'night',\n",
       "  'NYCHealthSystem',\n",
       "  'feeling',\n",
       "  'great',\n",
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       " ['grandad', 'finally', 'got', 'vaccine', 'today'],\n",
       " ['GOT', 'SECOND', 'VACCINE', 'LETS', 'GOOO'],\n",
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       "  'today',\n",
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       "  'Extremely',\n",
       "  'thankful',\n",
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       "  'grateful',\n",
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       "  'light',\n",
       "  'end',\n",
       "  'tunnel',\n",
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       "  'SMCHD',\n",
       "  'SMCPS',\n",
       "  'partnership',\n",
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       "  'samshinohara',\n",
       "  'glad',\n",
       "  'see',\n",
       "  'quote',\n",
       "  'PNCGuam',\n",
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       "  'congrats',\n",
       "  'reaching',\n",
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       "  'Ontario',\n",
       "  'CovidVaccine',\n",
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       "  'media',\n",
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       "  'vaccine',\n",
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       " ['VaccinesWork', 'COVID', 'vaccine', 'Find', 'get', 'vaccinated', '…'],\n",
       " ['received',\n",
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       "  'dose',\n",
       "  'pfizer',\n",
       "  'today',\n",
       "  'thankful',\n",
       "  'grateful',\n",
       "  'work',\n",
       "  'StMarysGenHosp',\n",
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       "  'baby',\n",
       "  'waiting',\n",
       "  'minutes',\n",
       "  'chip',\n",
       "  'aisle',\n",
       "  'Costco',\n",
       "  'AstraZeneca',\n",
       "  'GetVaccinated'],\n",
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       "  'Pfizer',\n",
       "  'shot',\n",
       "  'happened',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'pain',\n",
       "  'house',\n",
       "  'safe',\n",
       "  'continue',\n",
       "  'we…'],\n",
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       "  'going',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'would',\n",
       "  'cheat',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'GetVaccinated'],\n",
       " ['got', 'second', 'pfizer'],\n",
       " ['Yay', 'vaccine', 'day', 'book', 'early', 'appointment'],\n",
       " ['Thrilled',\n",
       "  'get',\n",
       "  'CovidVaccine',\n",
       "  'today',\n",
       "  'ConeyIslandHosp',\n",
       "  'Everyday',\n",
       "  'since',\n",
       "  'March',\n",
       "  'worried',\n",
       "  'might',\n",
       "  'bring',\n",
       "  'COVID',\n",
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       "  'pretty',\n",
       "  'easy',\n",
       "  'Checked',\n",
       "  'front',\n",
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       "  'chair',\n",
       "  'room',\n",
       "  'got',\n",
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       "  'well',\n",
       "  'organised',\n",
       "  'Anyone',\n",
       "  'else',\n",
       "  'feel',\n",
       "  'like',\n",
       "  'it’s',\n",
       "  'slightly',\n",
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       "  'Thank',\n",
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       "  'especially',\n",
       "  'thank',\n",
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       " ['Dont', 'worry', 'whats', 'vaccine', 'eat', 'noodles', 'ketchup'],\n",
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       "  'Yes',\n",
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       "  'vaccine',\n",
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       "  'everyone',\n",
       "  'plenty',\n",
       "  'things',\n",
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       "  'fine',\n",
       "  'Slight',\n",
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       "  'STILL',\n",
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       "  'SNKRS',\n",
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       " ['got', 'turn', 'vaccine', 'finished'],\n",
       " ['want', 'job', 'vaccine', 'damnit'],\n",
       " ['Pfizer',\n",
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       "  'everyone',\n",
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       "  'whats',\n",
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       " ['alhamdulillah',\n",
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       "  'vaccine',\n",
       "  'June',\n",
       "  'th',\n",
       "  'whilst',\n",
       "  'mummy',\n",
       "  'get',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'June',\n",
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       " ['got',\n",
       "  'second',\n",
       "  'vaccine',\n",
       "  'dread',\n",
       "  'tomorrow',\n",
       "  'one',\n",
       "  'class',\n",
       "  'that’s',\n",
       "  'good',\n",
       "  'hope',\n",
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       "  'dose',\n",
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       "  'got',\n",
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       "  'cause',\n",
       "  'couldnt',\n",
       "  'get',\n",
       "  'extra',\n",
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       "  'LMAOOO'],\n",
       " ['Got',\n",
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       "  'dose',\n",
       "  'today',\n",
       "  'Feeling',\n",
       "  'good',\n",
       "  'looking',\n",
       "  'forward',\n",
       "  'getting',\n",
       "  'booster',\n",
       "  'month'],\n",
       " ['Dear',\n",
       "  'Honorable',\n",
       "  'President',\n",
       "  'POTUS',\n",
       "  'Kindly',\n",
       "  'gift',\n",
       "  'million',\n",
       "  'doses',\n",
       "  'OxfordAstraZeneca',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'Bangladeshi',\n",
       "  'pe…'],\n",
       " ['Finally', 'got', 'first', 'dose', 'la', 'vaccine'],\n",
       " ['parents', 'first', 'vaccine', 'appointments', '️', '️', '️'],\n",
       " ['chizobawonodi',\n",
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       "  'misinformation',\n",
       "  'almost',\n",
       "  'like',\n",
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       "  'words',\n",
       "  'need',\n",
       "  'win',\n",
       "  'war',\n",
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       " ['Today',\n",
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       "  'alhamdulillah',\n",
       "  'stay',\n",
       "  'home',\n",
       "  'stay',\n",
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       "  'covid'],\n",
       " ['Sooo',\n",
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       "  'another',\n",
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       "  'line',\n",
       "  'come',\n",
       "  'back',\n",
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       "  'vaccine',\n",
       "  'shot',\n",
       "  'Nurse',\n",
       "  'Well',\n",
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       " ['alhamdulillah',\n",
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       "  'got',\n",
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       "  'date',\n",
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       "  'decline',\n",
       "  'bcs',\n",
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       " ['you’ve', 'ridden', 'car', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['get', 'first', 'dose', 'covid', 'vaccine', 'tomorrow'],\n",
       " ['ate',\n",
       "  'corn',\n",
       "  'cob',\n",
       "  'mamaia',\n",
       "  'sellers',\n",
       "  'beach',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'covid',\n",
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       " ['going',\n",
       "  'live',\n",
       "  'Medical',\n",
       "  'Director',\n",
       "  'Dr',\n",
       "  'Peter',\n",
       "  'Saranchuk',\n",
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       "  'Get',\n",
       "  'facts',\n",
       "  'need',\n",
       "  'make',\n",
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       " ['Thrilled', 'received', 'first', 'dose', 'pfizer', 'COVID', 'vaccine'],\n",
       " ['Hello',\n",
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       "  'thanks',\n",
       "  'joining',\n",
       "  'todays',\n",
       "  'snack',\n",
       "  'GAs',\n",
       "  'Sowoozoo',\n",
       "  'today',\n",
       "  'tomorrow',\n",
       "  'try',\n",
       "  'another',\n",
       "  'one',\n",
       "  't…'],\n",
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       "  'birthday',\n",
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       "  'second',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'vaccinated',\n",
       "  'CovidVaccine'],\n",
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       "  'COVID',\n",
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       "  'today',\n",
       "  'Stay',\n",
       "  'safe',\n",
       "  'friends',\n",
       "  'COVID…'],\n",
       " ['first', 'vaccine', 'yay', 'Well', 'know', 'real', 'name'],\n",
       " ['Happy',\n",
       "  'Valentines',\n",
       "  'day',\n",
       "  'Israeli',\n",
       "  'study',\n",
       "  'finds',\n",
       "  'drop',\n",
       "  'symptomatic',\n",
       "  'COVID',\n",
       "  'cases',\n",
       "  'Pfizer',\n",
       "  'vaccine'],\n",
       " ['Well', 'wound', 'rather', 'sudden', 'first', 'vaccine', 'shot'],\n",
       " ['got', 'first', 'vaccine', 'mom'],\n",
       " ['Alhamdulillah',\n",
       "  'Washington',\n",
       "  'Post',\n",
       "  'Biden',\n",
       "  'administration',\n",
       "  'buy',\n",
       "  'million',\n",
       "  'Pfizer',\n",
       "  'coronavirus',\n",
       "  'vaccine',\n",
       "  'doses',\n",
       "  'to…'],\n",
       " ['ever',\n",
       "  'used',\n",
       "  'Rantoul',\n",
       "  'High',\n",
       "  'school',\n",
       "  '“weight',\n",
       "  'room”',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['anxiety',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'roof',\n",
       "  'excited',\n",
       "  'thankful',\n",
       "  'mf',\n",
       "  'can’t',\n",
       "  'stop',\n",
       "  'shaking'],\n",
       " ['got', 'first', 'shot', 'Moderna', 'vaccine'],\n",
       " ['YAYYY', 'IM', 'FINALLY', 'GETTING', 'VACCINE', 'TOMORROW'],\n",
       " ['I’m',\n",
       "  'getting',\n",
       "  'first',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'Wednesday',\n",
       "  'I’m',\n",
       "  'scared',\n",
       "  'excited',\n",
       "  'BTStwt'],\n",
       " ['drive',\n",
       "  'Kia',\n",
       "  'Soul',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'sug'],\n",
       " ['first',\n",
       "  'friend',\n",
       "  'US',\n",
       "  'score',\n",
       "  'vaccine',\n",
       "  'appeared',\n",
       "  'social',\n",
       "  'media',\n",
       "  'today',\n",
       "  'nearly',\n",
       "  'incandescent',\n",
       "  'relief',\n",
       "  'Good',\n",
       "  'see',\n",
       "  'starting'],\n",
       " ['live', 'Aurora', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Got', 'first', 'vaccine', 'today', 'I’m', 'happy'],\n",
       " ['really',\n",
       "  'wanted',\n",
       "  'tweet',\n",
       "  'trial',\n",
       "  'really',\n",
       "  'bad',\n",
       "  'reaction',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'va…'],\n",
       " ['know',\n",
       "  'it’s',\n",
       "  'overused',\n",
       "  'joke',\n",
       "  'you’ve',\n",
       "  'ever',\n",
       "  'used',\n",
       "  'seats',\n",
       "  'Boston',\n",
       "  'mbta',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine',\n",
       "  'luv'],\n",
       " ['Got', 'first', 'covid', 'vaccine', 'shot', 'today'],\n",
       " ['Vaccine',\n",
       "  'appointment',\n",
       "  'offered',\n",
       "  'accepted',\n",
       "  'booked',\n",
       "  'Woo',\n",
       "  'hoo',\n",
       "  'Happy',\n",
       "  'Friday',\n",
       "  'indeed'],\n",
       " ['many',\n",
       "  'myths',\n",
       "  'around',\n",
       "  'vaccine',\n",
       "  'like',\n",
       "  'infertility',\n",
       "  'population',\n",
       "  'decline'],\n",
       " ['got', 'COVID', 'vaccine'],\n",
       " ['know',\n",
       "  'VaccinesWork',\n",
       "  'know',\n",
       "  'vaccine',\n",
       "  'trials',\n",
       "  'approvals',\n",
       "  'work',\n",
       "  'Discover',\n",
       "  'Peggy',\n",
       "  'Hamb…'],\n",
       " ['you’ve',\n",
       "  'ever',\n",
       "  'used',\n",
       "  'bathroom',\n",
       "  'DTT',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['romantic', 'date', 'idea', 'getting', 'vaccine', 'together'],\n",
       " ['touch',\n",
       "  'railings',\n",
       "  'around',\n",
       "  'tfl',\n",
       "  'network',\n",
       "  'stations',\n",
       "  'going',\n",
       "  'updown',\n",
       "  'stairs',\n",
       "  'dont',\n",
       "  'worr…'],\n",
       " ['Universal',\n",
       "  'vaccination',\n",
       "  'wherere',\n",
       "  'vaccine',\n",
       "  'doses',\n",
       "  'administered',\n",
       "  'Precious',\n",
       "  'details',\n",
       "  'emer…'],\n",
       " ['Got',\n",
       "  'vaccinated',\n",
       "  'let’s',\n",
       "  'goooo',\n",
       "  'vaccine',\n",
       "  'CoronavirusVaccine',\n",
       "  'vaccinated'],\n",
       " ['People',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'coronavirus',\n",
       "  'right',\n",
       "  'means',\n",
       "  'two',\n",
       "  'doses',\n",
       "  'either',\n",
       "  'Pf…'],\n",
       " ['Alright', 'I’m', 'feeling', 'vaccine'],\n",
       " ['can’t',\n",
       "  'believe',\n",
       "  'got',\n",
       "  'vaccine',\n",
       "  'yesterday',\n",
       "  'one',\n",
       "  'year',\n",
       "  'ago',\n",
       "  'quarantine'],\n",
       " ['joint', 'pain', 'covid', 'vaccine', 'side', 'effects', 'fucking', 'suck'],\n",
       " ['unless', 'name', 'jolene', 'dont', 'worry', 'whats', 'moderna', 'vaccine'],\n",
       " ['parents',\n",
       "  'got',\n",
       "  'first',\n",
       "  'vaccine',\n",
       "  'weeks',\n",
       "  'hug',\n",
       "  'first',\n",
       "  'time',\n",
       "  'year'],\n",
       " ['goin', 'take', 'vaccine', 'today', 'fuck', 'dat'],\n",
       " ['PA',\n",
       "  'averaging',\n",
       "  'people',\n",
       "  'vaccinated',\n",
       "  'day',\n",
       "  'adults',\n",
       "  'state',\n",
       "  'eligible',\n",
       "  'get',\n",
       "  'COVID…'],\n",
       " ['Thankful',\n",
       "  'well',\n",
       "  'organized',\n",
       "  'vaccine',\n",
       "  'process',\n",
       "  'NYC',\n",
       "  'NYCVaccine',\n",
       "  'seconddose',\n",
       "  'thankful'],\n",
       " ['got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'pass',\n",
       "  'walk',\n",
       "  'back',\n",
       "  'ask',\n",
       "  'sticker',\n",
       "  'to…'],\n",
       " ['excited',\n",
       "  'read',\n",
       "  'morning',\n",
       "  'Guelph',\n",
       "  'getting',\n",
       "  'first',\n",
       "  'shipment',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'next',\n",
       "  'week',\n",
       "  'Initial',\n",
       "  'plan',\n",
       "  'is…'],\n",
       " ['Vaccinated',\n",
       "  'feels',\n",
       "  'good',\n",
       "  'Vaccinated',\n",
       "  'it’s',\n",
       "  'understood',\n",
       "  'I’m',\n",
       "  'feelin’',\n",
       "  'fab',\n",
       "  'cuz',\n",
       "  'got',\n",
       "  'jab',\n",
       "  'vaccinated',\n",
       "  'AstraZeneca'],\n",
       " ['got',\n",
       "  'anything',\n",
       "  'pierced',\n",
       "  'Claire’syou',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['Getting', 'first', 'vaccine', 'shot', 'Moderna', 'hope', 'good'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'vaccine',\n",
       "  'morning',\n",
       "  'One',\n",
       "  'step',\n",
       "  'closer',\n",
       "  'hugging',\n",
       "  'people',\n",
       "  'gratefulforscience'],\n",
       " ['I’m',\n",
       "  'grateful',\n",
       "  'complete',\n",
       "  'CovidVaccine',\n",
       "  'series',\n",
       "  'today',\n",
       "  'Thank',\n",
       "  'pfizer',\n",
       "  'cvspharmacy',\n",
       "  'GetVaccinated'],\n",
       " ['Two',\n",
       "  'weeks',\n",
       "  'since',\n",
       "  'nd',\n",
       "  'vaccine',\n",
       "  'dose',\n",
       "  'lovin’',\n",
       "  'COVIDVaccination',\n",
       "  'GetVaccinated'],\n",
       " ['Y’all',\n",
       "  'nd',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'kicking',\n",
       "  'ass',\n",
       "  'whole',\n",
       "  'body',\n",
       "  'hurts',\n",
       "  'worst',\n",
       "  'migraine'],\n",
       " ['saying',\n",
       "  'wasn’t',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'time',\n",
       "  'soon',\n",
       "  'blah',\n",
       "  'blah',\n",
       "  'boom',\n",
       "  'got',\n",
       "  'first',\n",
       "  'shot',\n",
       "  'today'],\n",
       " ['First', 'shot', 'Moderna', 'arm'],\n",
       " ['dude', 'certainly', 'need', 'worry', 'what’s', 'vaccine'],\n",
       " ['Received',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Thanks',\n",
       "  'POTUS',\n",
       "  'VP',\n",
       "  'frontline',\n",
       "  'workers',\n",
       "  'CovidVaccine'],\n",
       " ['Posting',\n",
       "  'vaccine',\n",
       "  'card',\n",
       "  'new',\n",
       "  'Livestrong',\n",
       "  'bracelet',\n",
       "  'circa',\n",
       "  'It’s',\n",
       "  'available',\n",
       "  'everyone',\n",
       "  'everyo…'],\n",
       " ['hours',\n",
       "  'post',\n",
       "  'Moderna',\n",
       "  'feel',\n",
       "  'fine',\n",
       "  'Arm',\n",
       "  'even',\n",
       "  'sore',\n",
       "  'symptoms',\n",
       "  'nothing',\n",
       "  'tome',\n",
       "  'far',\n",
       "  'GetVaccinated'],\n",
       " ['First', 'vaccine', 'done', 'yesterday', 'Next', 'dose', 'weeks'],\n",
       " ['Queuing', 'nd', 'jab', 'Yay', 'VACCINE'],\n",
       " ['Dad', 'got', 'first', 'dose', 'Covid', 'vaccine', 'Im', 'happy'],\n",
       " ['BOOK', 'VACCINE', 'TOMORROW'],\n",
       " ['eightyoneyearold',\n",
       "  'mother',\n",
       "  'got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Thank',\n",
       "  'God'],\n",
       " ['Terrible',\n",
       "  'tan',\n",
       "  'lines',\n",
       "  'shadow',\n",
       "  'grey',\n",
       "  'hair',\n",
       "  'seconds',\n",
       "  'fame',\n",
       "  'TV',\n",
       "  'privileged',\n",
       "  's…'],\n",
       " ['Antivaxxers',\n",
       "  'pushing',\n",
       "  'idea',\n",
       "  'vaccine',\n",
       "  'causes',\n",
       "  'infertility',\n",
       "  'know',\n",
       "  'causes',\n",
       "  'even',\n",
       "  'infertility',\n",
       "  'Deat…'],\n",
       " ['u',\n",
       "  'still',\n",
       "  'eating',\n",
       "  'subway',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'vaccine',\n",
       "  'CHICKEN',\n",
       "  'AINT',\n",
       "  'EVEN',\n",
       "  'CHICKEN'],\n",
       " ['get', 'first', 'vaccine', 'sunday'],\n",
       " ['First', 'dose', 'Moderna', 'Thank', 'NJGov'],\n",
       " ['Dad', 'got', 'first', 'vaccine', 'today'],\n",
       " ['I’m',\n",
       "  'grateful',\n",
       "  'vaccine',\n",
       "  'rolled',\n",
       "  'idk',\n",
       "  'it’s',\n",
       "  'gonna',\n",
       "  'work',\n",
       "  'happens',\n",
       "  'phase',\n",
       "  'whe…'],\n",
       " ['eat', 'paratha', 'sehri', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['Sassy',\n",
       "  'getting',\n",
       "  'second',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'Sunday',\n",
       "  'nervous',\n",
       "  'heck',\n",
       "  'well',\n",
       "  'also',\n",
       "  'getting',\n",
       "  'Chines…'],\n",
       " ['got',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'felt',\n",
       "  'like',\n",
       "  'poop',\n",
       "  'thankfully',\n",
       "  'soreness',\n",
       "  'fatigue',\n",
       "  'Today',\n",
       "  'feeling',\n",
       "  'most…'],\n",
       " ['Thanks',\n",
       "  'job',\n",
       "  'I’ve',\n",
       "  'managed',\n",
       "  'get',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Barely',\n",
       "  'felt',\n",
       "  'go',\n",
       "  'body',\n",
       "  'yet',\n",
       "  'nervous'],\n",
       " ['holy', 'shit', 'got', 'schedule', 'first', 'vaccine', 'shot', 'already'],\n",
       " ['got', 'second', 'dose', 'Moderna', 'vaccine', 'last', 'night', 'fun'],\n",
       " ['u',\n",
       "  'wear',\n",
       "  'dsquared',\n",
       "  'hat',\n",
       "  'n',\n",
       "  'armani',\n",
       "  'shirts',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine',\n",
       "  'x'],\n",
       " ['couldn’t',\n",
       "  'contain',\n",
       "  'smile',\n",
       "  'got',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'swell',\n",
       "  'emotions',\n",
       "  'Thank',\n",
       "  'research…'],\n",
       " ['Top',\n",
       "  'story',\n",
       "  'KamalaHarris',\n",
       "  'Today',\n",
       "  'got',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'incredibly',\n",
       "  'grateful',\n",
       "  'frontline',\n",
       "  'health',\n",
       "  'care…'],\n",
       " ['gratitude',\n",
       "  'session',\n",
       "  'mom',\n",
       "  'she’s',\n",
       "  'feeling',\n",
       "  'like',\n",
       "  'crap',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'thankful',\n",
       "  'to…'],\n",
       " ['Yeay', 'dah', 'dpt', 'appointment', 'vaccine'],\n",
       " ['think', 'Tenet', 'made', 'sense', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['got', 'second', 'dose', 'anticovid', 'juice', 'thank', 'mr', 'moderna'],\n",
       " ['Grateful',\n",
       "  'received',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'Biontech',\n",
       "  'vaccine',\n",
       "  'todayLate',\n",
       "  'due',\n",
       "  'admin',\n",
       "  'issues',\n",
       "  'process',\n",
       "  'its…'],\n",
       " ['feel',\n",
       "  'honored',\n",
       "  'privileged',\n",
       "  'grateful',\n",
       "  'jazzed',\n",
       "  'Nurse',\n",
       "  'describes',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'experience'],\n",
       " ['First', 'haircut', 'year', 'vaccinatedPfizer'],\n",
       " ['people',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'getting',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'usually',\n",
       "  'go',\n",
       "  'away',\n",
       "  'within',\n",
       "  'days',\n",
       "  'Co…'],\n",
       " ['eating', 'lots', 'calories', 'bc', 'vaccine', 'feeling', 'bad'],\n",
       " ['hours',\n",
       "  'since',\n",
       "  'received',\n",
       "  'vaccine',\n",
       "  'still',\n",
       "  'dont',\n",
       "  'ability',\n",
       "  'fly',\n",
       "  'sigh',\n",
       "  'RyanLythall…'],\n",
       " ['Alhamdulillah', 'Finally', 'got', 'vaccine', 'appointment', 'Yeayy'],\n",
       " ['youre', 'trump', 'supporter', 'dont', 'worry', 'whats', 'vaccine'],\n",
       " ['anyone',\n",
       "  'got',\n",
       "  'Moderna',\n",
       "  'vaccine',\n",
       "  'long',\n",
       "  'arm',\n",
       "  'hurt',\n",
       "  'first',\n",
       "  'shot',\n",
       "  'GetVaccinated',\n",
       "  'modernavaccine'],\n",
       " ['Receive', 'COVID', 'Vaccine'],\n",
       " ['YES',\n",
       "  'gave',\n",
       "  'Jared',\n",
       "  'Kroger',\n",
       "  'pharmacist',\n",
       "  'tough',\n",
       "  'sideeye',\n",
       "  'reached',\n",
       "  'humongous',\n",
       "  'needle',\n",
       "  'YES',\n",
       "  'hate…'],\n",
       " ['Immensely',\n",
       "  'grateful',\n",
       "  'received',\n",
       "  'nd',\n",
       "  'Pfizer',\n",
       "  'dose',\n",
       "  'look',\n",
       "  'forward',\n",
       "  'seeing',\n",
       "  'soon',\n",
       "  'conf…'],\n",
       " ['Pfizer',\n",
       "  'amp',\n",
       "  'booked',\n",
       "  'year',\n",
       "  'old',\n",
       "  'mum',\n",
       "  'nice',\n",
       "  'couple',\n",
       "  'days',\n",
       "  'Bergerac',\n",
       "  'success'],\n",
       " ['min', 'til', 'vaccine', 'time'],\n",
       " ['Well',\n",
       "  'mom',\n",
       "  'getting',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'today',\n",
       "  'man',\n",
       "  'I’m',\n",
       "  'excited',\n",
       "  'see',\n",
       "  'kind',\n",
       "  'super',\n",
       "  'powers',\n",
       "  'gets'],\n",
       " ['going',\n",
       "  'vaccine',\n",
       "  'tomorrow',\n",
       "  'nervous',\n",
       "  'scared',\n",
       "  'injections',\n",
       "  'vaccine',\n",
       "  'tho',\n",
       "  'yay'],\n",
       " ['Weve',\n",
       "  'begun',\n",
       "  'COVID',\n",
       "  'Vaccine',\n",
       "  'Clinics',\n",
       "  'grateful',\n",
       "  'excited',\n",
       "  'begin',\n",
       "  'journey',\n",
       "  'safety',\n",
       "  'normalcy',\n",
       "  'f…'],\n",
       " ['parents',\n",
       "  'received',\n",
       "  'call',\n",
       "  'amp',\n",
       "  'theyre',\n",
       "  'way',\n",
       "  'get',\n",
       "  'pfizer',\n",
       "  'Alhamdulillah'],\n",
       " ['vaccine',\n",
       "  'update',\n",
       "  'thought',\n",
       "  'gonna',\n",
       "  'good',\n",
       "  'bc',\n",
       "  'barely',\n",
       "  'felt',\n",
       "  'vaccine',\n",
       "  'way',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'took…'],\n",
       " ['Started',\n",
       "  'Week',\n",
       "  'back',\n",
       "  'gym',\n",
       "  'missed',\n",
       "  'working',\n",
       "  'Grateful',\n",
       "  'vaccine',\n",
       "  'life',\n",
       "  'changer…'],\n",
       " ['YES', 'finally', 'book', 'first', 'vaccine', 'dose'],\n",
       " ['grateful',\n",
       "  'work',\n",
       "  'organization',\n",
       "  'recognized',\n",
       "  'going',\n",
       "  'beyond',\n",
       "  'recruiting',\n",
       "  'early',\n",
       "  'talent',\n",
       "  'even',\n",
       "  'du…'],\n",
       " ['heat',\n",
       "  'u',\n",
       "  'milk',\n",
       "  'microwave',\n",
       "  'u',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['first', 'Vaccine', 'Jab', 'I’m', 'fine'],\n",
       " ['UPDATE',\n",
       "  'I’m',\n",
       "  'feeling',\n",
       "  'st',\n",
       "  'Dose',\n",
       "  'PfizerBioNTech',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'slight',\n",
       "  'hardly',\n",
       "  'noticeabl…'],\n",
       " ['ur',\n",
       "  'still',\n",
       "  'sending',\n",
       "  'streaks',\n",
       "  'random',\n",
       "  'people',\n",
       "  'dont',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
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       " ['Keep',\n",
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       "  'safe',\n",
       "  'Designed',\n",
       "  'specifically',\n",
       "  'standard',\n",
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       "  'record',\n",
       "  'cards',\n",
       "  'made',\n",
       "  'USA',\n",
       "  'Prices',\n",
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       " ['Got',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'modernatx',\n",
       "  'Pokémon',\n",
       "  'happy',\n",
       "  'meal',\n",
       "  'McDonalds',\n",
       "  'It’s',\n",
       "  'good',\n",
       "  'day',\n",
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       " ['Happy',\n",
       "  'Friday',\n",
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       "  'second',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'made',\n",
       "  'sweettreats',\n",
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       "  'lab',\n",
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       " ['getting', 'first', 'vaccine', 'US', 'army'],\n",
       " ['going',\n",
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       "  'long',\n",
       "  'time',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'listened',\n",
       "  'peers',\n",
       "  'family',\n",
       "  'members…'],\n",
       " ['Looking',\n",
       "  'forward',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'say',\n",
       "  'Eager',\n",
       "  'finished',\n",
       "  'pandemic',\n",
       "  'already',\n",
       "  'grateful…'],\n",
       " ['u',\n",
       "  'still',\n",
       "  'saying',\n",
       "  '“merry',\n",
       "  'chrysler”',\n",
       "  'dont',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['Mom', 'dad', 'received', 'first', 'covid', 'vaccine', 'I’m', 'happy'],\n",
       " ['citizens',\n",
       "  'age',\n",
       "  'years',\n",
       "  'register',\n",
       "  'getting',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'jabs',\n",
       "  'starting',\n",
       "  'pm',\n",
       "  'toda…'],\n",
       " ['Alhamdulillah',\n",
       "  'parents',\n",
       "  'warga',\n",
       "  'emas',\n",
       "  'one',\n",
       "  'comorbidities',\n",
       "  'gotten',\n",
       "  'vaccination',\n",
       "  'dates',\n",
       "  'R…'],\n",
       " ['YALL', 'GOT', 'FIRST', 'DOSE', 'VACCINE', 'YUH'],\n",
       " ['peed',\n",
       "  'bathroom',\n",
       "  'sae',\n",
       "  'lake',\n",
       "  'house',\n",
       "  'trust',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine',\n",
       "  'ever'],\n",
       " ['youre',\n",
       "  'still',\n",
       "  'paying',\n",
       "  'membership',\n",
       "  'theweeklyslap',\n",
       "  'dont',\n",
       "  'worry',\n",
       "  'whats',\n",
       "  'vaccine'],\n",
       " ['Extremely',\n",
       "  'grateful',\n",
       "  'given',\n",
       "  'first',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Big',\n",
       "  'thanks',\n",
       "  'Leichospital'],\n",
       " ['Second',\n",
       "  'vaccine',\n",
       "  'done',\n",
       "  'w',\n",
       "  'vaccinated',\n",
       "  'VTuberUprising',\n",
       "  'VTuberEN'],\n",
       " ['Social',\n",
       "  'gatherings',\n",
       "  'permitted',\n",
       "  'Ontario',\n",
       "  'thousands',\n",
       "  'gather',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'make',\n",
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       "  'return',\n",
       "  'full',\n",
       "  'production',\n",
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       "  'year',\n",
       "  'via…'],\n",
       " ['Finally',\n",
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       "  'dose',\n",
       "  'vaccine',\n",
       "  'Listening',\n",
       "  'Dont',\n",
       "  'Eaeon',\n",
       "  'ftRM',\n",
       "  'taking',\n",
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       " ['Today', 'received', 'first', 'dose', 'Pfizer', 'COVID', 'Vaccine'],\n",
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       "  'pierced',\n",
       "  'Claire’s',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
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       " ['got',\n",
       "  'first',\n",
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       "  'Moderna',\n",
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       "  'CovidVaccine',\n",
       "  'Oh',\n",
       "  'follow',\n",
       "  'like',\n",
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       "  'first',\n",
       "  'vaccine',\n",
       "  'minutes',\n",
       "  'obviously',\n",
       "  'grateful',\n",
       "  'somewhat',\n",
       "  'excited',\n",
       "  'also',\n",
       "  'terrified…'],\n",
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       " ['healthcare',\n",
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       "  'vaccinated',\n",
       "  'washingtonpost',\n",
       "  'KFF',\n",
       "  'poll',\n",
       "  'finds…'],\n",
       " ['Taking',\n",
       "  'nd',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Please',\n",
       "  'don’t',\n",
       "  'let',\n",
       "  'dawg',\n",
       "  'lord'],\n",
       " ['Cruise',\n",
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       "  'added',\n",
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       "  'Stores',\n",
       "  'Many',\n",
       "  'styles',\n",
       "  'available',\n",
       "  'eBay',\n",
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       "  'vaccine',\n",
       "  'shot',\n",
       "  'let’s',\n",
       "  'see',\n",
       "  'bad',\n",
       "  'whoops',\n",
       "  'ass',\n",
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       " ['happy',\n",
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       "  'going',\n",
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       "  'even',\n",
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       "  'How…'],\n",
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       "  'dose',\n",
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       "  'hour',\n",
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       "  'Im',\n",
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       " ['Vaccine', 'booked', 'safe', 'say', 'I’m', 'stoked', 'get', 'poked'],\n",
       " ['parents',\n",
       "  'different',\n",
       "  'states',\n",
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       "  'first',\n",
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       "  'vaccine',\n",
       "  'dont',\n",
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       " ['Pfizer',\n",
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       "  'Get',\n",
       "  'faceface',\n",
       "  'love',\n",
       "  'Get',\n",
       "  'back',\n",
       "  'wha…'],\n",
       " ['Drs',\n",
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       "  'women',\n",
       "  'Endo',\n",
       "  'worse',\n",
       "  'endo',\n",
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       "  'shots',\n",
       "  'Article',\n",
       "  'says',\n",
       "  'Endo',\n",
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       "  'immune',\n",
       "  'cel…'],\n",
       " ['Got', 'first', 'COVID', 'vaccine', 'morning'],\n",
       " ['FULLY',\n",
       "  'VACCINATED',\n",
       "  'FUCK',\n",
       "  'YEAH',\n",
       "  'BioNTech',\n",
       "  'Vaccine',\n",
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       " ['Good',\n",
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       "  'Alhamdulillah',\n",
       "  'appoiment',\n",
       "  'st',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'already',\n",
       "  'called'],\n",
       " ['nd', 'dose', 'COVIDVaccine', 'Pfizer', 'vaccinated'],\n",
       " ['Getting',\n",
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       "  'covid',\n",
       "  'vaccine',\n",
       "  'Saturday',\n",
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       "  'excited'],\n",
       " ['got',\n",
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       "  'Vaccine',\n",
       "  'we’ll',\n",
       "  'see',\n",
       "  'react',\n",
       "  'couple',\n",
       "  'hours'],\n",
       " ['Wonder',\n",
       "  'many',\n",
       "  'Govt',\n",
       "  'Ministers',\n",
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       "  'Vaccine',\n",
       "  'askingforafriend'],\n",
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       "  'vaccine',\n",
       "  'eligible',\n",
       "  'tomorrow',\n",
       "  'Words',\n",
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       "  'even',\n",
       "  'describe',\n",
       "  'happy',\n",
       "  'grateful',\n",
       "  'I’m',\n",
       "  'feeling',\n",
       "  'ableg',\n",
       "  'yeg',\n",
       "  'COVIDAB'],\n",
       " ['DYK',\n",
       "  'Anyone',\n",
       "  'older',\n",
       "  'eligible',\n",
       "  'receive',\n",
       "  'vaccine',\n",
       "  'without',\n",
       "  'health',\n",
       "  'insurance',\n",
       "  'Getting',\n",
       "  'COVID…'],\n",
       " ['momma', 'got', 'covid', 'vaccine', 'coolest', 'person', 'ever'],\n",
       " ['Well',\n",
       "  'told',\n",
       "  'vaccine',\n",
       "  'effective',\n",
       "  'need',\n",
       "  'post',\n",
       "  'social',\n",
       "  'media',\n",
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       "  'forget',\n",
       "  'take',\n",
       "  'vaccination',\n",
       "  'pic',\n",
       "  'vaccine',\n",
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       "  'Weve',\n",
       "  'got',\n",
       "  'backdrop',\n",
       "  'set',\n",
       "  'you…'],\n",
       " ['Going',\n",
       "  'move',\n",
       "  'tomorrow’s',\n",
       "  'stream',\n",
       "  'around',\n",
       "  'go',\n",
       "  'get',\n",
       "  'first',\n",
       "  'round',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'See',\n",
       "  'y’all'],\n",
       " ['Vaccine',\n",
       "  'Update',\n",
       "  'hours',\n",
       "  'postnd',\n",
       "  'dose',\n",
       "  'mild',\n",
       "  'soreness',\n",
       "  'injection',\n",
       "  'site',\n",
       "  'mild',\n",
       "  'axial',\n",
       "  'lymphadenopathy',\n",
       "  'armpit',\n",
       "  'lymph',\n",
       "  'node',\n",
       "  'swollen'],\n",
       " ['nd', 'Pfizer', 'shot', 'Fully', 'vaccinated', 'bitches', 'GetVaccinated'],\n",
       " ['lads', 'get', 'vaccine'],\n",
       " ['Thank',\n",
       "  'healthcare',\n",
       "  'amp',\n",
       "  'frontline',\n",
       "  'workers',\n",
       "  'amp',\n",
       "  'everyone',\n",
       "  'joining',\n",
       "  'forces',\n",
       "  'get',\n",
       "  'people',\n",
       "  'vaccinated',\n",
       "  'got',\n",
       "  'first…'],\n",
       " ['got', 'second', 'vaccine', 'today', 'les', 'goooo'],\n",
       " ['you’re',\n",
       "  'Twink',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine',\n",
       "  'there’s',\n",
       "  'risk',\n",
       "  'don’t',\n",
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       " ['Got',\n",
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       "  'absolutely',\n",
       "  'feeling',\n",
       "  'well',\n",
       "  'Vaccines',\n",
       "  'made',\n",
       "  'India',\n",
       "  'safe',\n",
       "  'responsible',\n",
       "  'pledge',\n",
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       " ['Alhamdulillah',\n",
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       "  'first',\n",
       "  'dose',\n",
       "  'Really',\n",
       "  'happy',\n",
       "  'system',\n",
       "  'helpful',\n",
       "  'people',\n",
       "  'vaccine',\n",
       "  'centre',\n",
       "  'Thank…'],\n",
       " ['Get', 'Covid', 'Vaccine', 'Arm'],\n",
       " ['Anybody',\n",
       "  'else',\n",
       "  'feeling',\n",
       "  'like',\n",
       "  'aging',\n",
       "  'Christmas',\n",
       "  'tree',\n",
       "  'Trying',\n",
       "  'positive',\n",
       "  'festive',\n",
       "  'actually',\n",
       "  'tired',\n",
       "  'droppin…'],\n",
       " ['Vaccine', 'Used', 'Used', 'Fired'],\n",
       " ['shit', 'without', 'wet', 'wipe', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['vaccine',\n",
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       "  'laundry',\n",
       "  'sun',\n",
       "  'dried',\n",
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       "  'alhamdulillah',\n",
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       "  'academy',\n",
       "  'vaccination',\n",
       "  'site',\n",
       "  'open',\n",
       "  'public',\n",
       "  'May',\n",
       "  'st',\n",
       "  'Offering',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'appo…'],\n",
       " ['half',\n",
       "  'UK’s',\n",
       "  'adult',\n",
       "  'population',\n",
       "  'received',\n",
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       "  'dose',\n",
       "  'Congratulations',\n",
       "  'thank',\n",
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       " ['get',\n",
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       "  'vaccine',\n",
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       "  'Can’t',\n",
       "  'fucking',\n",
       "  'wait',\n",
       "  'Inject',\n",
       "  'shit',\n",
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       " ['you’ve',\n",
       "  'eaten',\n",
       "  'Walmart',\n",
       "  'sushi',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['AlhamdulillahGot',\n",
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       "  'Dose',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'Sharda',\n",
       "  'Hospital',\n",
       "  'Knowledge',\n",
       "  'Park',\n",
       "  'Greater',\n",
       "  'Noida',\n",
       "  'today',\n",
       "  'I…'],\n",
       " ['got', 'covid', 'vaccine', 'I’m', 'happy'],\n",
       " ['usually',\n",
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       "  'personal',\n",
       "  'items',\n",
       "  'go',\n",
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       " ['GetVaccinated',\n",
       "  'please',\n",
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       "  'good',\n",
       "  'world',\n",
       "  'I’ve',\n",
       "  'received',\n",
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       "  'MS',\n",
       "  'have…'],\n",
       " ['Literally',\n",
       "  'everyone',\n",
       "  'house',\n",
       "  'got',\n",
       "  'vaccine',\n",
       "  'appointments',\n",
       "  'except',\n",
       "  'Feeling',\n",
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       " ['first',\n",
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       "  'vaccine',\n",
       "  'scheduled',\n",
       "  'Monday',\n",
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       "  'I’ll',\n",
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       " ['Local',\n",
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       "  'vaccine',\n",
       "  'give'],\n",
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       "  'poorly',\n",
       "  'weekHeadachesickly',\n",
       "  'fatigued',\n",
       "  'cant',\n",
       "  'function'],\n",
       " ['walked',\n",
       "  'anywhere',\n",
       "  'outside',\n",
       "  'house',\n",
       "  'barefoot',\n",
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       "  'what’s',\n",
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       " ['use',\n",
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       "  'Wolf',\n",
       "  'Points',\n",
       "  'Town',\n",
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       "  'what’s',\n",
       "  'covid',\n",
       "  'vaccine'],\n",
       " ['Today',\n",
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       " ['health', 'care', 'people', 'get', 'vaccine'],\n",
       " ['omg', 'i’m', 'excited', 'day', 'get', 'vaccine'],\n",
       " ['Covid', 'vaccine', 'part', 'Tuesday'],\n",
       " ['see',\n",
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       " ['days',\n",
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       "  'vaccine',\n",
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       "  'great',\n",
       "  'feeling',\n",
       "  'great',\n",
       "  'since',\n",
       "  'day',\n",
       "  'one',\n",
       "  'I’m',\n",
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       " ['Got',\n",
       "  'second',\n",
       "  'COVID',\n",
       "  'vaccination',\n",
       "  'today',\n",
       "  'Quick',\n",
       "  'easy',\n",
       "  'painless',\n",
       "  'Denver',\n",
       "  'Metro',\n",
       "  'area',\n",
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       "  'COVIDVaccine',\n",
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       "  'today',\n",
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       "  'MobileMed',\n",
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       "  'morning',\n",
       "  'Im',\n",
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       "  'wee',\n",
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       " ['twitter',\n",
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       "  'vaccine',\n",
       "  'today',\n",
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       "  'VaccinesWork',\n",
       "  'I’m',\n",
       "  'vaccinated',\n",
       "  'don’t',\n",
       "  'get',\n",
       "  'advice',\n",
       "  'JoeRogan…'],\n",
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       "  'shot',\n",
       "  'giving',\n",
       "  'dose',\n",
       "  'hope',\n",
       "  'Biden',\n",
       "  'JointAddress',\n",
       "  'Thats',\n",
       "  'nice',\n",
       "  'except',\n",
       "  'politicians',\n",
       "  'unelecte…'],\n",
       " ['drank', 'shit', 'dont', 'need', 'worry', 'whats', 'vaccine'],\n",
       " ['solid',\n",
       "  'trusted',\n",
       "  'information',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'please',\n",
       "  'follow',\n",
       "  'account',\n",
       "  'Dr',\n",
       "  'Yousef',\n",
       "  'Shams…'],\n",
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       "  'sneak',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'want',\n",
       "  'free',\n",
       "  'krispy',\n",
       "  'kreme',\n",
       "  'rest',\n",
       "  'year'],\n",
       " ['trust',\n",
       "  'vaccine',\n",
       "  'Close',\n",
       "  'people',\n",
       "  'work',\n",
       "  'caught',\n",
       "  'covid',\n",
       "  'work',\n",
       "  'weeks',\n",
       "  'ago',\n",
       "  'didn’t',\n",
       "  'all…'],\n",
       " ['ate', 'ram’s', 'horn', 'greenfield', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['people', 'show', 'South', 'Bend', 'vaccine', 'clinic', 'GetVaccinated'],\n",
       " ['drank',\n",
       "  'water',\n",
       "  'bath',\n",
       "  'toys',\n",
       "  'kid',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['BBC',\n",
       "  'News',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'PM',\n",
       "  'receives',\n",
       "  'AstraZeneca',\n",
       "  'jab',\n",
       "  'urges',\n",
       "  'public',\n",
       "  'Important',\n",
       "  'leaders…'],\n",
       " ['I’d',\n",
       "  'like',\n",
       "  'thank',\n",
       "  'COVID',\n",
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       "  'trial',\n",
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       "  'took',\n",
       "  'vaccine',\n",
       "  'rest',\n",
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       "  'would',\n",
       "  'know',\n",
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       "  'second',\n",
       "  'dose',\n",
       "  'covid',\n",
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       "  'first',\n",
       "  'shot',\n",
       "  'today',\n",
       "  'COVID',\n",
       "  'volunteer',\n",
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       "  'ArizonaState'],\n",
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       "  'got',\n",
       "  'first',\n",
       "  'Covid',\n",
       "  'vaccine',\n",
       "  'shot',\n",
       "  'guess',\n",
       "  'asthma',\n",
       "  'years',\n",
       "  'good',\n",
       "  'something',\n",
       "  'four',\n",
       "  'we…'],\n",
       " ['employer',\n",
       "  'may',\n",
       "  'soon',\n",
       "  'require',\n",
       "  'fully',\n",
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       "  'return',\n",
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       "  'continue',\n",
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       "  'mask',\n",
       "  'daily',\n",
       "  'continue',\n",
       "  'social',\n",
       "  'distancing',\n",
       "  'everyone'],\n",
       " ['got', 'dose', 'moderna'],\n",
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       "  'vaccine',\n",
       "  'developed',\n",
       "  'AstraZeneca',\n",
       "  'provided',\n",
       "  'strong',\n",
       "  'protection',\n",
       "  'Covid',\n",
       "  'large',\n",
       "  'clinical',\n",
       "  't…'],\n",
       " ['st', 'Moderna', 'dose', 'complete'],\n",
       " ['Mom', 'got', 'nd', 'vaccine', 'dose', 'Im', 'jealous', 'af'],\n",
       " ['things', 'could', 'say', 'sex', 'getting', 'COVID', 'vaccine'],\n",
       " ['already', 'gotten', 'second', 'vaccine', 'dose', 'feeling'],\n",
       " ['Get',\n",
       "  'reading',\n",
       "  'fix',\n",
       "  'local',\n",
       "  'bookstore',\n",
       "  'check',\n",
       "  'health',\n",
       "  'department',\n",
       "  'website',\n",
       "  'COVID',\n",
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       " ['Due',\n",
       "  'conspiracy',\n",
       "  'theorists',\n",
       "  'think',\n",
       "  'wed',\n",
       "  'make',\n",
       "  'dangerous',\n",
       "  'vaccine',\n",
       "  'compromise',\n",
       "  'doctors',\n",
       "  'first',\n",
       "  'logic',\n",
       "  'be…'],\n",
       " ['Thank',\n",
       "  'heroic',\n",
       "  'nurses',\n",
       "  'us',\n",
       "  'happy',\n",
       "  'times',\n",
       "  'like',\n",
       "  'births',\n",
       "  'gotten',\n",
       "  'us',\n",
       "  'illness…'],\n",
       " ['Grateful', 'United', 'States', 'leading', 'way', 'world', 'stage'],\n",
       " ['got',\n",
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       "  'Covid',\n",
       "  'Vaccine',\n",
       "  'feeling',\n",
       "  'meds',\n",
       "  'start',\n",
       "  'kick',\n",
       "  'moment',\n",
       "  'got',\n",
       "  'back',\n",
       "  'home',\n",
       "  'okay',\n",
       "  'overall'],\n",
       " ['Another',\n",
       "  'masterclass',\n",
       "  'efficiency',\n",
       "  'professionalism',\n",
       "  'Helix',\n",
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       "  'Vaccine',\n",
       "  'arm',\n",
       "  'within',\n",
       "  'mins',\n",
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       " ['Feeling',\n",
       "  'thankful',\n",
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       "  'vaccine',\n",
       "  'today',\n",
       "  'NWBoroughsNHS',\n",
       "  'Hollins',\n",
       "  'Park',\n",
       "  'looking',\n",
       "  'lovely',\n",
       "  'way',\n",
       "  'th…'],\n",
       " ['Got', 'first', 'dose', 'vaccine', 'today'],\n",
       " ['signed', 'get', 'covid', 'vaccine', 'next', 'week', 'i’m', 'excited'],\n",
       " ['youve',\n",
       "  'eaten',\n",
       "  'food',\n",
       "  'full',\n",
       "  'high',\n",
       "  'fructose',\n",
       "  'corn',\n",
       "  'syrup',\n",
       "  'dont',\n",
       "  'worry',\n",
       "  'whats',\n",
       "  'vaccine'],\n",
       " ['grateful',\n",
       "  'everyone',\n",
       "  'HSELive',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'today',\n",
       "  'thank',\n",
       "  'one',\n",
       "  'continue',\n",
       "  'amazing'],\n",
       " ['younger',\n",
       "  'brother',\n",
       "  'something',\n",
       "  'COVID',\n",
       "  'denier',\n",
       "  'wasn’t',\n",
       "  'sure',\n",
       "  'he’d',\n",
       "  'GetVaccinated',\n",
       "  'got',\n",
       "  'fi…'],\n",
       " ['dinner',\n",
       "  'lady',\n",
       "  'picked',\n",
       "  'nose',\n",
       "  'serving',\n",
       "  'u',\n",
       "  'food',\n",
       "  'still',\n",
       "  'ate',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['Astra',\n",
       "  'Zeneca',\n",
       "  'vaccine',\n",
       "  'yesterday',\n",
       "  'rough',\n",
       "  'night',\n",
       "  'Body',\n",
       "  'aches',\n",
       "  'headache',\n",
       "  'fever',\n",
       "  'chills',\n",
       "  'N…'],\n",
       " ['almost', 'vaccine', 'time'],\n",
       " ['Reasons',\n",
       "  'people',\n",
       "  'refuse',\n",
       "  'vaccine',\n",
       "  'stupidity',\n",
       "  'ignorance',\n",
       "  'fear',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'misinformation',\n",
       "  'o…'],\n",
       " ['Got',\n",
       "  'Pfizer',\n",
       "  'hours',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'far',\n",
       "  'PfizerVaccine',\n",
       "  'Pfizer',\n",
       "  'COVID',\n",
       "  'vaccinated'],\n",
       " ['ALHAMDULILLAH',\n",
       "  'st',\n",
       "  'Dose',\n",
       "  'Injected',\n",
       "  'China',\n",
       "  'Sinopharm',\n",
       "  'Covid',\n",
       "  'Vaccine'],\n",
       " ['thank',\n",
       "  'god',\n",
       "  'least',\n",
       "  'parents',\n",
       "  'aint',\n",
       "  'antivaccine',\n",
       "  'despite',\n",
       "  'thinking',\n",
       "  'pandemic',\n",
       "  'conspiracy',\n",
       "  'type',\n",
       "  'thing'],\n",
       " ['I’m',\n",
       "  'officially',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'everyone',\n",
       "  'vaccinated',\n",
       "  'Vaccines',\n",
       "  'VaccinesWork',\n",
       "  'Vaccines',\n",
       "  'vaccine'],\n",
       " ['Slept',\n",
       "  'evening',\n",
       "  'stiff',\n",
       "  'arm',\n",
       "  'I’m',\n",
       "  'tired',\n",
       "  'otherwise',\n",
       "  'side',\n",
       "  'effects',\n",
       "  'first',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'dose'],\n",
       " ['Alhamdulillah', 'mom', 'got', 'first', 'dose', 'vaccine', 'happy'],\n",
       " ['grew', 'drinking', 'hose', 'don’t', 'need', 'worry', 'what’s', 'vaccine'],\n",
       " ['Canada’s',\n",
       "  'position',\n",
       "  'world’s',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'campaign',\n",
       "  'isn’t',\n",
       "  'impressive',\n",
       "  'pace',\n",
       "  'Canadians',\n",
       "  'continue…'],\n",
       " ['i’m', 'going', 'get', 'second', 'dose', 'vaccine', 'nervous'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'Pfizer',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'Ill',\n",
       "  'let',\n",
       "  'guys',\n",
       "  'know',\n",
       "  'nano',\n",
       "  'machi',\n",
       "  'mean',\n",
       "  'side',\n",
       "  'effects',\n",
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       " ['Got', 'first', 'vaccine', 'shot'],\n",
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       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Yay',\n",
       "  'doctor',\n",
       "  'finally',\n",
       "  'said',\n",
       "  'get',\n",
       "  'epipen',\n",
       "  'like…'],\n",
       " ['you’ve', 'pryzm', 'bus', 'dont', 'need', 'worry', 'whats', 'vaccine', 'x'],\n",
       " ['Yayeeee', 'get', 'first', 'vaccine', 'Thursday'],\n",
       " ['u',\n",
       "  'EVER',\n",
       "  'shopped',\n",
       "  'Walmart',\n",
       "  'Welland',\n",
       "  'Ave',\n",
       "  'u',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['bro',\n",
       "  'u',\n",
       "  'went',\n",
       "  'around',\n",
       "  'cafeteria',\n",
       "  'asking',\n",
       "  'people',\n",
       "  'lunch',\n",
       "  'left',\n",
       "  'overs',\n",
       "  'don’t',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'vaccine'],\n",
       " ['don’t',\n",
       "  'wash',\n",
       "  'reusable',\n",
       "  'water',\n",
       "  'bottle',\n",
       "  'every',\n",
       "  'day',\n",
       "  'DON’T',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'covid',\n",
       "  'vaccine'],\n",
       " ['got', 'vaccine', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Im',\n",
       "  'honestly',\n",
       "  'grateful',\n",
       "  'taking',\n",
       "  'covid',\n",
       "  'vaccine',\n",
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       "  'protect',\n",
       "  'patients'],\n",
       " ['think',\n",
       "  'survived',\n",
       "  'fever',\n",
       "  'think',\n",
       "  'possibly',\n",
       "  'covid',\n",
       "  'like',\n",
       "  'people',\n",
       "  'hours',\n",
       "  'for…'],\n",
       " ['COVID',\n",
       "  'vaccine',\n",
       "  'experience',\n",
       "  '“I',\n",
       "  'felt',\n",
       "  'nausea',\n",
       "  'feverish',\n",
       "  'hours',\n",
       "  'vaccination”',\n",
       "  '–',\n",
       "  'Times',\n",
       "  'India'],\n",
       " ['ever',\n",
       "  'went',\n",
       "  'clubbing',\n",
       "  'Infernos',\n",
       "  'Clapham',\n",
       "  'shouldnt',\n",
       "  'worry',\n",
       "  'whats',\n",
       "  'vaccine'],\n",
       " ['CDCs',\n",
       "  'announcement',\n",
       "  'lenient',\n",
       "  'mask',\n",
       "  'usage',\n",
       "  'vaccinated',\n",
       "  'individuals',\n",
       "  'good',\n",
       "  'news',\n",
       "  'also',\n",
       "  'shines',\n",
       "  'a…'],\n",
       " ['im',\n",
       "  'getting',\n",
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       "  'today',\n",
       "  'im',\n",
       "  'excited',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'soon'],\n",
       " ['Im',\n",
       "  'grateful',\n",
       "  'husband',\n",
       "  'amp',\n",
       "  'concerned',\n",
       "  'contracting',\n",
       "  'Covid',\n",
       "  'since',\n",
       "  'got',\n",
       "  'vaccine',\n",
       "  'shot…'],\n",
       " ['Booked', 'appt', 'first', 'vaccine'],\n",
       " ['Received',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'Ready',\n",
       "  'help',\n",
       "  'protect',\n",
       "  'patients',\n",
       "  'family'],\n",
       " ['Excited',\n",
       "  'I’ll',\n",
       "  'getting',\n",
       "  'vaccine',\n",
       "  'employer',\n",
       "  'tomorrow',\n",
       "  'morning',\n",
       "  'feel',\n",
       "  'like',\n",
       "  'I’ll',\n",
       "  'making',\n",
       "  'difference…'],\n",
       " ['GIRL',\n",
       "  'PFIZER',\n",
       "  'exciting',\n",
       "  'fully',\n",
       "  'vaccinated',\n",
       "  'get',\n",
       "  'sticker',\n",
       "  'Im',\n",
       "  'thankful',\n",
       "  'gratefu…'],\n",
       " ['realized', 'never', 'got', 'nd', 'dose', 'vaccine', 'lmao'],\n",
       " ['Everything',\n",
       "  'need',\n",
       "  'know',\n",
       "  'getting',\n",
       "  'Covid',\n",
       "  'vaccination',\n",
       "  'including',\n",
       "  'specific',\n",
       "  'rules',\n",
       "  'live…'],\n",
       " ['finally', 'appointment', 'vaccine', 'yay'],\n",
       " ['Got',\n",
       "  'second',\n",
       "  'Pfizer',\n",
       "  'yesterday',\n",
       "  'morning',\n",
       "  'pretty',\n",
       "  'good',\n",
       "  'arm',\n",
       "  'workout',\n",
       "  'yesterday',\n",
       "  'thinking',\n",
       "  'today',\n",
       "  'might',\n",
       "  'b…'],\n",
       " ['Vaccine', 'vaccine', 'dust', 'dust'],\n",
       " ['nd', 'dose', 'Pfizer', 'vaccinated'],\n",
       " ['nice',\n",
       "  'seeing',\n",
       "  'picture',\n",
       "  'parentsauntuncle',\n",
       "  'amp',\n",
       "  'grandparents',\n",
       "  'received',\n",
       "  'vaccine',\n",
       "  'Alhamdulillah',\n",
       "  '…'],\n",
       " ['nd', 'Covid', 'vaccine', 'dose', 'Grateful'],\n",
       " ['Unironically',\n",
       "  'really',\n",
       "  'excited',\n",
       "  'hit',\n",
       "  'patios',\n",
       "  'two',\n",
       "  'weeks',\n",
       "  'vaccine',\n",
       "  'active'],\n",
       " ['st', 'vaccine', 'grateful'],\n",
       " ['million',\n",
       "  'jabs',\n",
       "  'administered',\n",
       "  'across',\n",
       "  'UK',\n",
       "  'CovidVaccine',\n",
       "  'best',\n",
       "  'way',\n",
       "  'protect',\n",
       "  'D…'],\n",
       " ['get', 'pure', 'excitement', 'people', 'getting', 'vaccine'],\n",
       " ['painted',\n",
       "  'version',\n",
       "  'happy',\n",
       "  'dancecelebrating',\n",
       "  'vaccine',\n",
       "  'Woo',\n",
       "  'hoo',\n",
       "  'GetVaccinated',\n",
       "  'happydance',\n",
       "  'art…'],\n",
       " ['Got', 'first', 'dose', 'Pfizer'],\n",
       " ['Moderna',\n",
       "  'Quinn',\n",
       "  'vaccine',\n",
       "  'absolutely',\n",
       "  'kicked',\n",
       "  'butt',\n",
       "  'rounds',\n",
       "  'Grateful',\n",
       "  'damn',\n",
       "  'suck'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'Tuesday',\n",
       "  'Side',\n",
       "  'effects',\n",
       "  'experienced',\n",
       "  'sore',\n",
       "  'arm',\n",
       "  'warm',\n",
       "  'in…'],\n",
       " ['Theres',\n",
       "  'legit',\n",
       "  'people',\n",
       "  'eat',\n",
       "  'ass',\n",
       "  'issue',\n",
       "  'getting',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'GetVaccinated'],\n",
       " ['incredibly',\n",
       "  'grateful',\n",
       "  'frontline',\n",
       "  'health',\n",
       "  'care',\n",
       "  'workers',\n",
       "  'scientists',\n",
       "  'researchers',\n",
       "  'made',\n",
       "  'moment',\n",
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       " ['got', 'first', 'dose', 'COVID', 'vaccine', 'feeling', 'thankful'],\n",
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       "  'like',\n",
       "  'conquered',\n",
       "  'COVID'],\n",
       " ['Positivity',\n",
       "  'rate',\n",
       "  'Jammu',\n",
       "  'district',\n",
       "  'drops',\n",
       "  'Recovery',\n",
       "  'rate',\n",
       "  'DC',\n",
       "  'Jammu',\n",
       "  'lakh',\n",
       "  'People',\n",
       "  'Vaccinated…'],\n",
       " ['Vaccine',\n",
       "  'equity',\n",
       "  'Morality',\n",
       "  'Comon',\n",
       "  'Humanity',\n",
       "  'Wins',\n",
       "  'one',\n",
       "  'country',\n",
       "  'left',\n",
       "  'behind',\n",
       "  'world',\n",
       "  'u…'],\n",
       " ['Anyone',\n",
       "  'get',\n",
       "  'insomnia',\n",
       "  'st',\n",
       "  'night',\n",
       "  'getting',\n",
       "  'nd',\n",
       "  'Pfizer',\n",
       "  'vaccine',\n",
       "  'Can’t',\n",
       "  'sleepam',\n",
       "  'wiredachy',\n",
       "  'it’s',\n",
       "  'weird',\n",
       "  'fe…'],\n",
       " ['got', 'first', 'dose', 'covid', 'vaccine', 'today'],\n",
       " ['mom', 'shit', 'talking', 'vaccine'],\n",
       " ['grandma',\n",
       "  'Nanay',\n",
       "  'got',\n",
       "  'vaccine',\n",
       "  'Philippines',\n",
       "  'see',\n",
       "  'smiling',\n",
       "  'behind',\n",
       "  'mask',\n",
       "  'di…'],\n",
       " ['second', 'dose', 'cvid', 'vaccine', 'body'],\n",
       " ['got',\n",
       "  'Covid',\n",
       "  'vaccineHealthcareWorkers',\n",
       "  'VaccinesSaveLives',\n",
       "  'vaccinations'],\n",
       " ['getting', 'vaccine'],\n",
       " ['Got', 'second', 'dose', 'vaccine', 'far', 'side', 'effect'],\n",
       " ['got',\n",
       "  'second',\n",
       "  'dose',\n",
       "  'Moderna',\n",
       "  'Ill',\n",
       "  'keep',\n",
       "  'yall',\n",
       "  'informed',\n",
       "  'feel',\n",
       "  'anyone',\n",
       "  'want',\n",
       "  'know'],\n",
       " ['Got',\n",
       "  'first',\n",
       "  'COVID',\n",
       "  'vaccine',\n",
       "  'couple',\n",
       "  'days',\n",
       "  'ago',\n",
       "  'Feeling',\n",
       "  'okay',\n",
       "  'problems',\n",
       "  'speak',\n",
       "  'except',\n",
       "  'cant',\n",
       "  'shake',\n",
       "  'th…'],\n",
       " ['it’s',\n",
       "  'day',\n",
       "  'since',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'covid',\n",
       "  'vaccine',\n",
       "  'arm',\n",
       "  'feels',\n",
       "  'like',\n",
       "  'giant',\n",
       "  'bruise',\n",
       "  'grateful'],\n",
       " ['got',\n",
       "  'first',\n",
       "  'dose',\n",
       "  'vaccine',\n",
       "  'today',\n",
       "  'Thank',\n",
       "  'wonderful',\n",
       "  'staff',\n",
       "  'running',\n",
       "  'clinic',\n",
       "  'Im',\n",
       "  'extremely',\n",
       "  'grateful',\n",
       "  'ThisIsOurShot'],\n",
       " ['st', 'dose', 'AstraZeneca', 'amp', 'feeling', 'great'],\n",
       " ['second',\n",
       "  'COVIDVaccination',\n",
       "  'shot',\n",
       "  'plenty',\n",
       "  'symptoms',\n",
       "  'following',\n",
       "  'day…Headache',\n",
       "  'chills',\n",
       "  'fever',\n",
       "  'body',\n",
       "  'ach…'],\n",
       " ['Awesome',\n",
       "  'seeing',\n",
       "  'friends',\n",
       "  'amp',\n",
       "  'comrads',\n",
       "  'getting',\n",
       "  'vaccinated',\n",
       "  'every',\n",
       "  'time',\n",
       "  'open',\n",
       "  'Twitter',\n",
       "  'amp',\n",
       "  'FB',\n",
       "  'Exciting',\n",
       "  'Ive',\n",
       "  'been…'],\n",
       " ['Got', 'pfizer'],\n",
       " ['eat', 'Spam', 'don’t', 'worry', 'what’s', 'vaccine'],\n",
       " ['Second',\n",
       "  'vaccination',\n",
       "  'boom',\n",
       "  'grateful',\n",
       "  'country’s',\n",
       "  'excellent',\n",
       "  'vaccine',\n",
       "  'programme',\n",
       "  'amp',\n",
       "  'vaccinato…'],\n",
       " ['takes',\n",
       "  'TWO',\n",
       "  'WEEKS',\n",
       "  'SECOND',\n",
       "  'VACCINE',\n",
       "  'FULLY',\n",
       "  'vaccinated',\n",
       "  'y’all',\n",
       "  'fail',\n",
       "  'realize'],\n",
       " ['first',\n",
       "  'vaccine',\n",
       "  'jab',\n",
       "  'today',\n",
       "  'Friendly',\n",
       "  'staff',\n",
       "  'well',\n",
       "  'organised',\n",
       "  'everyone',\n",
       "  'masked',\n",
       "  'Thank',\n",
       "  'NHS',\n",
       "  'mikelecbath',\n",
       "  'NHSuk'],\n",
       " ['Moderna', 'tomorrow', 'morning', 'Gonna', 'wear', 'fancy', 'yoga', 'pants'],\n",
       " ['luck',\n",
       "  'convincing',\n",
       "  'employees',\n",
       "  'friends',\n",
       "  'family',\n",
       "  'get',\n",
       "  'vaccine',\n",
       "  'find',\n",
       "  'worked',\n",
       "  'bes…'],\n",
       " ['right',\n",
       "  'thinking',\n",
       "  'government',\n",
       "  'dont',\n",
       "  'get',\n",
       "  'least',\n",
       "  'half',\n",
       "  'vaccine',\n",
       "  'rollout',\n",
       "  'numbers',\n",
       "  'mid',\n",
       "  'feb',\n",
       "  'theyll…'],\n",
       " ['fully',\n",
       "  'vaccinated',\n",
       "  'Pfizer',\n",
       "  'today',\n",
       "  'minutes',\n",
       "  'later',\n",
       "  'held',\n",
       "  'one',\n",
       "  'woman',\n",
       "  'drag',\n",
       "  'show',\n",
       "  'windmilled',\n",
       "  'arm',\n",
       "  'CVS',\n",
       "  'parking',\n",
       "  'lot'],\n",
       " ['Aunt',\n",
       "  'hospital',\n",
       "  'dying',\n",
       "  'covid',\n",
       "  'Ill',\n",
       "  'supporting',\n",
       "  'NHS',\n",
       "  'staff',\n",
       "  'careworkers',\n",
       "  'need',\n",
       "  'supp…'],\n",
       " ['ate',\n",
       "  'candy',\n",
       "  'necklaces',\n",
       "  'playing',\n",
       "  'outside',\n",
       "  'day',\n",
       "  'don’t',\n",
       "  'need',\n",
       "  'worry',\n",
       "  'what’s',\n",
       "  'Covid',\n",
       "  'vaccine'],\n",
       " ['VaccineShortage',\n",
       "  'thing',\n",
       "  'going',\n",
       "  'get',\n",
       "  'real',\n",
       "  'st',\n",
       "  'may',\n",
       "  'wasnt',\n",
       "  'already',\n",
       "  'VaccinesWork'],\n",
       " ...]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "A = []\n",
    "for i in range(len(F_clean)):\n",
    "    A.append(F_clean.iloc[i])\n",
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b3a3d154",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "tweets_df_clean = all_tweet['text content'].apply(message_cleaning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "306235f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        [uhg, time, get, second, vaccine, hope, don’t,...\n",
      "1        [New, censorship, Twitter, says, may, misleadi...\n",
      "2        [you’ve, COVID, vaccine, it’s, thanks, part, c...\n",
      "3        [Got, second, vaccine, Cant, wait, still, wear...\n",
      "4        [Postsecond, vaccine, symptoms, description, l...\n",
      "                               ...                        \n",
      "12746                 [yay, mak, getting, vaccine, todayy]\n",
      "12747    [incredible, privilege, receiving, covidvaccin...\n",
      "12748    [Got, first, dose, vaccine, vaccinated, NFTart...\n",
      "12749    [still, long, term, evidence, impact, vaccine,...\n",
      "12750    [gonna, get, first, jab, vaccine, saturday, im...\n",
      "Name: text content, Length: 12751, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(tweets_df_clean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "48013aea",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "vectorizer = CountVectorizer(analyzer = message_cleaning)\n",
    "tweets_countvectorizer = CountVectorizer(analyzer = message_cleaning, dtype = 'uint8').fit_transform(all_tweet['text content']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e49e7f5a",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'tweets_countvectorizer' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_28212/2855017597.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtweets_countvectorizer\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mall_tweet\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'is_misinfo'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'tweets_countvectorizer' is not defined"
     ]
    }
   ],
   "source": [
    "x = tweets_countvectorizer\n",
    "y = all_tweet['is_misinfo']\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9179470",
   "metadata": {},
   "source": [
    "# Model Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "eef530d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "d199ab27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NB_classifier = MultinomialNB()\n",
    "NB_classifier.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "2293fe8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report, confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "c5c5c0f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict_test = NB_classifier.predict(x_test)\n",
    "cm = confusion_matrix(y_test, y_predict_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "0571cb69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive Bayes:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.96      0.96      1718\n",
      "           1       0.91      0.92      0.92       833\n",
      "\n",
      "    accuracy                           0.94      2551\n",
      "   macro avg       0.94      0.94      0.94      2551\n",
      "weighted avg       0.94      0.94      0.94      2551\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Naive Bayes:\\n \",classification_report(y_test, y_predict_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "22806548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.93      0.96      0.95      1691\n",
      "           1       0.92      0.87      0.89       860\n",
      "\n",
      "    accuracy                           0.93      2551\n",
      "   macro avg       0.93      0.91      0.92      2551\n",
      "weighted avg       0.93      0.93      0.93      2551\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "# def cluster_kmean(train_text, test_text, test_label):\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train,  y_test = train_test_split(x, y, random_state = 0, test_size = 0.2) \n",
    "classfier = LogisticRegression()\n",
    "\n",
    "classfier.fit(X_train, y_train)   \n",
    "y_predict_test = classfier.predict(x_test)\n",
    "cm = confusion_matrix(y_test, classfier.predict(X_test))\n",
    "print(classification_report(y_test, classfier.predict(X_test)))\n",
    "#     clusters = clusterer.cluster(dtm.toarray(), assign_clusters=True)\n",
    "# print(\"Logistic Regression:\\n \",classification_report(y_test, y_predict_test))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "62883f94",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Kelvin\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[16:26:56] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.1/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
       "              colsample_bynode=1, colsample_bytree=1, enable_categorical=False,\n",
       "              gamma=0, gpu_id=-1, importance_type=None,\n",
       "              interaction_constraints='', learning_rate=0.300000012,\n",
       "              max_delta_step=0, max_depth=6, min_child_weight=1, missing=nan,\n",
       "              monotone_constraints='()', n_estimators=100, n_jobs=16,\n",
       "              num_parallel_tree=1, predictor='auto', random_state=0,\n",
       "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
       "              tree_method='exact', validate_parameters=1, verbosity=None)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xgboost import XGBClassifier\n",
    "XGB = XGBClassifier()\n",
    "XGB.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "d0826f09",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "xgboost: \n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.94      0.94      1691\n",
      "           1       0.88      0.87      0.88       860\n",
      "\n",
      "    accuracy                           0.92      2551\n",
      "   macro avg       0.91      0.91      0.91      2551\n",
      "weighted avg       0.92      0.92      0.92      2551\n",
      "\n"
     ]
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, XGB.predict(X_test))\n",
    "print(\"xgboost: \\n \",classification_report(y_test, XGB.predict(X_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "67565f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = pd.DataFrame(columns = [['Model','f1_score']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bed8f992",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "Empty DataFrame\n",
       "Columns: [(Model,), (f1_score,)]\n",
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   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0638417e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Model = ['K-means', 'Naive Bayes', 'Logistic Regression', 'Xgboost']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "10d23187",
   "metadata": {},
   "outputs": [],
   "source": [
    "f1_score= [0.83, 0.94, 0.93, 0.92 ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6acf554f",
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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    "t"
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  {
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   "id": "46884213",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f4d1e17c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x288 with 0 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0.8, 1.0)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUqeu8JzkxCTrk2xIsmSC7YckuSrJzUnWJlk8su2OJGuSrE6yaqT88UmuTfLNdj93eg5JkiRJmhlThuckc4ALgZOAhcBpSRaOq/ZGYF1VPQ14PnB+kv1Htr+gqhZV1dhI2RJgRVUtAFa0dUmSJGmP1TPyfDywoao2VtWDwOXAKePqFHBwkgAHAfcD26bY7ynAZW35MuClvZ2WJEmSZkNPeD4cuGtkfVMrG3UBcBywGVgDvKWqHm7bCvhCkhuSnDnSZn5VbQFo90+c6MGTnJlkVZJVW7du7eiuJEmSNDN6wnMmKKtx6y8GVgM/CiwCLkjyuLbt2VX1dIZpH29M8tyd6WBVXVxVY1U1Nm/evJ1pKkmSJE2rnvC8CThyZP0IhhHmUYuBz9RgA3A7cCxAVW1u9/cCVzJMAwG4J8lhAO3+3h/0ICRJkqTdoSc8rwQWJDm6vQnwVGD5uDp3AicAJJkPPAXYmOTAJAe38gOBFwG3tjbLgdPb8unAZ3flQCRJkqSZtu9UFapqW5KzgWuAOcCyqlqb5Ky2fSnwbuDSJGsYpnm8o6ruS/JjwJXD+wjZF/h4VX2+7fo84IokZzCE71dO87FJkiRJ02rK8AxQVVcDV48rWzqyvJlhVHl8u43A0ybZ59/RRqslSZKkvYHfMChJkiR1MjxLkiRJnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUifDsyRJktTJ8CxJkiR1MjxLkiRJnQzPkiRJUifDsyRJktRp39nuwO72jLd/dLa7oD3QDe997Wx3QZIk7QUceZYkSZI6dYXnJCcmWZ9kQ5IlE2w/JMlVSW5OsjbJ4lZ+ZJIvJrmtlb9lpM25Se5OsrrdTp6+w5IkSZKm35TTNpLMAS4EXghsAlYmWV5V60aqvRFYV1W/nGQesD7Jx4BtwG9W1Y1JDgZuSHLtSNsPVNX7pvWIJEmSpBnSM/J8PLChqjZW1YPA5cAp4+oUcHCSAAcB9wPbqmpLVd0IUFXfAW4DDp+23kuSJEm7UU94Phy4a2R9E48OwBcAxwGbgTXAW6rq4dEKSY4Cfhr4+kjx2UluSbIsydyd7LskSZK0W/WE50xQVuPWXwysBn4UWARckORx399BchDwaeCcqnqgFV8EHNPqbwHOn/DBkzOTrEqyauvWrR3dlSRJkmZGT3jeBBw5sn4EwwjzqMXAZ2qwAbgdOBYgyX4MwfljVfWZ7Q2q6p6qeqiNUF/CMD3kUarq4qoaq6qxefPm9R6XJEmSNO16wvNKYEGSo5PsD5wKLB9X507gBIAk84GnABvbHOg/AW6rqvePNkhy2Mjqy4Bbf7BDkCRJknaPKT9to6q2JTkbuAaYAyyrqrVJzmrblwLvBi5NsoZhmsc7quq+JM8BXgOsSbK67fKdVXU18J4kiximgNwBvGFaj0ySJEmaZl3fMNjC7tXjypaOLG8GXjRBu79m4jnTVNVrdqqnkiRJ0izzGwYlSZKkToZnSZIkqZPhWZIkSepkeJYkSZI6GZ4lSZKkToZnSZIkqZPhWZIkSepkeJYkSZI6GZ4lSZKkToZnSZIkqZPhWZIkSepkeJYkSZI6GZ4lSZKkToZnSZIkqZPhWZIkSepkeJYkSZI6GZ4lSZKkToZnSZIkqZPhWZIkSerUFZ6TnJhkfZINSZZMsP2QJFcluTnJ2iSLp2qb5PFJrk3yzXY/d3oOSZIkSZoZU4bnJHOAC4GTgIXAaUkWjqv2RmBdVT0NeD5wfpL9p2i7BFhRVQuAFW1dkiRJ2mP1jDwfD2yoqo1V9SBwOXDKuDoFHJwkwEHA/cC2KdqeAlzWli8DXrorByJJkiTNtH076hwO3DWyvgn42XF1LgCWA5uBg4FXVdXDSXbUdn5VbQGoqi1JnjjRgyc5EzizrX43yfqOPqvPE4D7ZrsTe4K87/TZ7oL+Nc/N7X43s90D/Wuem03e7Lm5B/L83C7Tcn4+eaLCnvA80aPXuPUXA6uBXwCOAa5N8ledbXeoqi4GLt6ZNuqTZFVVjc12P6TxPDe1p/Lc1J7M83P36Jm2sQk4cmT9CIYR5lGLgc/UYANwO3DsFG3vSXIYQLu/d+e7L0mSJO0+PeF5JbAgydFJ9gdOZZiiMepO4ASAJPOBpwAbp2i7HNj+WvnpwGd35UAkSZKkmTbltI2q2pbkbOAaYA6wrKrWJjmrbV8KvBu4NMkahqka76iq+wAmatt2fR5wRZIzGML3K6f30NTB6TDaU3luak/luak9mefnbpCqnZqCLEmSJP2b5TcMSpIkSZ0Mz5IkSVInw/NeIsl3R5ZPbl9r/qTZ7JMe+5JUkvNH1t+W5Nwp2rwkyS5/Y2iS1yXZmmR1krVJ/neSA3Z1v9ozjF7TdmEfY0n+aAfbj0ryn3rrT9D+L5OsT3JzkpVJFu1il6fNdP2eaXYlOTLJ7Uke39bntvUJP1+41bkjyRNmqD+Lkpw8E/t+LDE872WSnAB8EDixqu6c7f7oMe9fgJfvzIW6qpZX1XnT9PifrKpFVfUTwIPAq6Zpv3oMqKpVVfXmHVQ5Cvh+eO6oP5FXV9XTgA8B7935Xj5akjm7uo9p/j3TLKmqu4CLGD5EgXZ/cVV9a5a6tAgwPE/B8LwXSfLzwCXAL1XV30yw/btJfj/JDUn+PMnxbeRkY5KXtDpzkry3jaLckuQNrfygJCuS3JhkTZJTWvlRSW5Lckkb/ftCkh9u296cZF3bz+W77yeh3Wgbw7u33zp+Q5JfTvL1JDe1821+K39dkguSHNJGSPZp5QckuSvJfkmOSfL5dq7+VZJjd9SJJPsCBwLfnuyxk+zTXpGZ1+rsk2RDkickmZfk0+28X5nk2a3O89rI9uq2r4On84enndNGvb7WrilXJpnbyn+mlX21Xb9ubeXPT/K5tjzRc3ke8POt7K3j6h+U5CPtendLkl+ZontfZfjGXZIcmGRZO5duGrleHpDkira/T7ZzdKxt+26SdyX5OvCsJL+W5PrWtz9u1+Y5SS5Ncmvr11tb20dda7f/nrXlJ7fr9y3t/kmt/NIkf5TkK+3vwCum8enS9PkA8Mwk5wDPAc5v168Ptb+7n0ty9bjn7+3t/Lk+yX+AHZ4Hk5W/sp1rNye5LsNHCr8LeFU7Lx2smExVedsLbsD3gPuBn9pBnQJOastXAl8A9gOeBqxu5WcCv92WfwhYBRzN8LGFj2vlTwA2MHzs4FEMAWpR23YF8GtteTPwQ2350Nn+GXmbkfPuu8DjgDuAQ4C3Aee2bXN55BN7Xg+c35ZfB1zQlj8LvKAtvwr4cFteASxoyz8L/MUEj/06YCvDt5feA/wVMGeKx/5d4Jy2/CLg023548Bz2vKTgNva8lXAs9vyQcC+s/0z/7dyA747QdktwPPa8ruAP2jLtwI/15bPA25ty88HPjfZczm6fYL6v799/9vPqQn685fAWFs+B/i9tvx7I9fBQ4H/y/DP3duAP27lT2W4dm5vX8CvtuXjWn/3a+sfAl4LPAO4duTxD233j7rWjvs9uwo4vS3/Z+DP2vKlwKcYBsoWAhtm+3n3Nunvw4vbOfLCtv4K4Or23P17hoGDV7RtdwD/tS2/dtzvwETnwWTla4DDJzuvvE1+c+R57/E94CvAGTuo8yDw+ba8BvhSVX2vLR/Vyl8EvDbJauDrwI8ACxiC8u8luQX4c4YRlvmtze1Vtbot3zCyr1uAjyX5NYY/EnoMqqoHgI8C41/uPgK4JsPnu78d+IkJmn+SR6ZanAp8MslBwM8Bn2rn4R8Dh03y8J+sqkUMfzy2P86OHnsZwx8TGP5IfKQt/yJwQXu85cDj2sjkl4H3J3kzwx8Pz+NZkuQQhufgS63oMuC5SQ4FDq6qr7Tyj0+yi519Ln8RuHD7SlV9e5J6H0uyCXgHw5Q5GK6jS9r59JfAv2P4p+w5wOVtf7cyXCO3ewj4dFs+gSEor2z7OAH4MYYvF/uxJB9MciLwQKs/1bX2WTzyc/lfrR/b/VlVPVxV63jkmq49z0nAFoZ/umB4Dj/Vnru/Bb44rv4nRu6f1ZYnOw8mK/8yw3d0/DrDd3Gok+F57/Ew8KvAzyR5Z3t5b/tLlO9qdb5X7V/HVv9fAKrqYR75QpwAb6phHumiqjq6qr4AvBqYBzyjhZV7GP4gsH0/zUMj+/olhj8+zwBuyPDSuh6b/oDhH7cDR8o+yDBC8ZPAG3jkfBm1HDgpw5thngH8BcN15+9HzsFFVXXcjh68nddXAc/d0WPXMH/wniS/wDCi/X9a/X2AZ4083uFV9Z0a5oy+Hvhh4GuZYvqIZkV6Kv0Az2UYRvqm8mqGV+c+ziNhO8CvjJxPT6qq26bo6z9X1UMj7S8baf+Uqjq3BfinMQTyNwIfbvV39lo7elyj1++un6V2rwxvRH0h8EzgrUkOY+rnqiZZnqzOo8qr6izgt4EjgdVJfqS3z//WGZ73IlX1j8B/ZLiYv27kwvs7O7Gba4DfSLIfQJIfT3Igw0vy91bV95K8AJj0nb6t3T7AkVX1ReC/MLx0edBOH5T2ClV1P8OUndFXPg4B7m7Lp0/S7rvA9cAfMry0+FAbyb49ySsBMnhaRzeeA2yf67+jx/4w8KfAFSNh5QvA2dsrtD9WJDmmqtZU1e8zTGEyPM+SqvoH4NsZ3tsB8BqGV8++DXwnyTNb+akTtZ/kufwOMNk89vHnxNwd9O17DCHjmUmOY7iOvilJWtufblX/mmGQgyQLgZ+cZJcrgFckeWKr+/g2L/UJwD5V9WngvwFP77zWfoVHfi6vbv3QXqCdQxcxTDe7k+FNqe9jeA5/pc19ns8w5WjUq0buv9qWJzsPJixvvzNfbxniPoYQvaPfGTWOFO5lqur+9nLedUnuq6rP7uQuPsww7eLG9ku7FXgp8DHgqiSrGOaYfmOK/cwB/rS91BrgA1X19zvZF+1dzmckbADnMky9uBv4GsPo3EQ+yTDv8vkjZa8GLkry2wzz8i8Hbp6g7auSPIfhH/1NDPPxpnrs5QzTNT4yUvZm4MI2LWlf4DrgLOCc9s/iQ8A6Hhmp1sw7oE2H2O79DP8ILc3wkYQbgcVt2xnAJUn+H8Oo7D9MsL+JnsuHgW1JbmaY/3vTSP3/wXBO3Nra/HfgM5N1tqr+KcPHNr6N4ffgD4Bb2nX0DoaBjQ8Bl7Xz7CaG6RaP6mtVrWvn/hdaOP4ew0jzPwEfaWUAv8Uk19qW27d7M7AsydsZrumL0d7i14E7q+ratv4hhuvcvQzXvFsZ5tR/nX99Lv1Qhjef7gOc1somOw8mK39vku3TNlcwXIPv5JEpSf+zqj45rUf7GOHXc0t6TMnw6QYfqKqfn7Ky9gpJDmqvYpDhs40Pq6q3zHK3HiXDR9DtV1X/nOQYhkDy41X14Cx3TXuh7ed9m05xPcMbYv92tvslR54lPYa0YPUbDCPbeuz4pSS/xfA361s88grEnuYA4IttWlyA3zA4axd8rr1hdn/g3QbnPYcjz5IkSVIn3zAoSZIkdTI8S5IkSZ0Mz5IkSVInw7MkSZLUyfAsSZIkdfr/K6Z7LcbW3h4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(12,4));\n",
    "plt.ylim([0.8, 1]);\n",
    "sns.barplot(x = Model, y = f1_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f87b7454",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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