diff --git a/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
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+++ b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
@@ -0,0 +1,784 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 387
+    },
+    "colab_type": "code",
+    "id": "nMx2UqrJFyw-",
+    "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (0.22.0)\n",
+      "Requirement already satisfied: python-dateutil>=2 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.5.3)\n",
+      "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (1.14.6)\n",
+      "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas) (2018.9)\n",
+      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2->pandas) (1.11.0)\n",
+      "Requirement already satisfied: tweepy in /usr/local/lib/python3.6/dist-packages (3.6.0)\n",
+      "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.11.0)\n",
+      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.2.0)\n",
+      "Requirement already satisfied: PySocks>=1.5.7 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.6.8)\n",
+      "Requirement already satisfied: requests>=2.11.1 in /usr/local/lib/python3.6/dist-packages (from tweepy) (2.18.4)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->tweepy) (3.0.0)\n",
+      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (1.22)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2018.11.29)\n",
+      "Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2.6)\n",
+      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (3.0.4)\n",
+      "Collecting vaderSentiment\n",
+      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/9e/c53e1fc61aac5ee490a6ac5e21b1ac04e55a7c2aba647bb8411c9aadf24e/vaderSentiment-3.2.1-py2.py3-none-any.whl (125kB)\n",
+      "\u001b[K    100% |████████████████████████████████| 133kB 4.8MB/s \n",
+      "\u001b[?25hInstalling collected packages: vaderSentiment\n",
+      "Successfully installed vaderSentiment-3.2.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install pandas\n",
+    "!pip install tweepy\n",
+    "!pip install vaderSentiment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## To get the full 280 characters from"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 376
+    },
+    "colab_type": "code",
+    "id": "i41rn4KkG-iz",
+    "outputId": "0243083f-626d-4df7-e974-f51e1e9d7790"
+   },
+   "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>Tweets</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              Tweets\n",
+       "0  #Banking&amp;Insurance https://t.co/JKIXuMzwEU...\n",
+       "1  ‘Businesses Will Not Be Able to Hide’: Spy Sat...\n",
+       "2  RT @StevenDawsonSD: How #virtual assistants ar...\n",
+       "3  RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...\n",
+       "4  RT @automeme: 4 Ways Artificial Intelligence C...\n",
+       "5  Chefs, truck drivers beware: AI is coming for ...\n",
+       "6  RT @StarCraft: This is it, ladies and gentleme...\n",
+       "7  RT @StarCraft: This is it, ladies and gentleme...\n",
+       "8  RT @NATS: In case you missed our announcement ...\n",
+       "9  「NotePerformer」って，これかな．有料． | NotePerformer 3: ..."
+      ]
+     },
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2019-01-24 18:38:09\n"
+     ]
+    }
+   ],
+   "source": [
+    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
+    "auth.set_access_token(access_token, access_token_secret)\n",
+    "\n",
+    "api = tweepy.API(auth)\n",
+    "\n",
+    "tweets = api.search('Artificial Intelligence', count=200, tweet_mode = 'extended')\n",
+    "tweets_list = []\n",
+    "tweets_status = [t._json for t in tweets]\n",
+    "for tweet in tweets_status:\n",
+    "  if 'retweeted_status' in tweet:\n",
+    "    retweeted_status = tweet['retweeted_status']\n",
+    "    tweets_list.append(retweeted_status['full_text'])\n",
+    "  else:\n",
+    "    tweets_list.append(tweet['full_text'])\n",
+    "\n",
+    "data = pd.DataFrame(tweets_list, columns = {'Tweets'})\n",
+    "data.head(2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 69
+    },
+    "colab_type": "code",
+    "id": "6k_z5lpRIN4t",
+    "outputId": "e5f77812-a407-4ed0-8198-240dd01b2bec"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Error loading fr_lexicon: Package 'fr_lexicon' not found\n",
+      "[nltk_data]     in index\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1969
+    },
+    "colab_type": "code",
+    "id": "kQiYGQEqIZ3w",
+    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+   },
+   "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>Tweets</th>\n",
+       "      <th>polarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
+       "      <td>{'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>RT @uniglobalunion: In #Davos at the #WEF19, #...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>#WatsonSupplyChain @IBMSupplyChain #retail at ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>RT @futurecitiescat: Our #URBAIN event has sta...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>“High-altitude surveillance was once the domai...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @singularity_net: AI is the key topic at th...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>RT @BCG: What will be the effects of artificia...</td>\n",
+       "      <td>{'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @_DeepQuest: The Inevitable Infant Rising &amp;...</td>\n",
+       "      <td>{'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Invest in tech: artificial intelligence and ma...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>RT @MiamiCableGuy: According to LinkedIn, thes...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>\"‘Businesses Will Not Be Able to Hide’: Spy Sa...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>RT @_DeepQuest: https://t.co/1h8Q7zsHxF</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>How Artificial Intelligence is poised to boost...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @jamesks: UoE machine learning society runn...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Using artificial intelligence for error correc...</td>\n",
+       "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>Artificial Intelligence Shows Potential for Tr...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>RT @PostOpinions: \"What does an ethics-driven ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @davidbeem: \"From start to finish David Bee...</td>\n",
+       "      <td>{'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>RT @OracleAnalytics: According to @techreviewA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>It's going to take reliable, low-cost #energys...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>RT @philmcrae: Automation (robots, driverless ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>RT @bigdata: Using topological data analysis t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Join IIEP, @IISTP_GW &amp;amp; @SIIA for a discuss...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>RT @DavidJones_now: via @Newsweek The Aliens H...</td>\n",
+       "      <td>{'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>RT @ThalesUK: What can the #transport industry...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>Using artificial intelligence for error correc...</td>\n",
+       "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>Young people, less educated workers, men, and ...</td>\n",
+       "      <td>{'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Understanding the Potential of Artificial Inte...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>RT @data_nerd: Artificial Intelligence : Separ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>UoE machine learning society running a great s...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>RT @program___news: Using artificial intellige...</td>\n",
+       "      <td>{'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Tweets  \\\n",
+       "0   #Banking&amp;Insurance https://t.co/JKIXuMzwEU...   \n",
+       "1   ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "2   RT @StevenDawsonSD: How #virtual assistants ar...   \n",
+       "3   RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...   \n",
+       "4   RT @automeme: 4 Ways Artificial Intelligence C...   \n",
+       "5   Chefs, truck drivers beware: AI is coming for ...   \n",
+       "6   RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "7   RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "8   RT @NATS: In case you missed our announcement ...   \n",
+       "9   「NotePerformer」って，これかな．有料． | NotePerformer 3: ...   \n",
+       "10  https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...   \n",
+       "11  RT @uniglobalunion: In #Davos at the #WEF19, #...   \n",
+       "12  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "13  کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...   \n",
+       "14  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "15  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "16  #WatsonSupplyChain @IBMSupplyChain #retail at ...   \n",
+       "17  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "18  RT @futurecitiescat: Our #URBAIN event has sta...   \n",
+       "19  “High-altitude surveillance was once the domai...   \n",
+       "20  RT @singularity_net: AI is the key topic at th...   \n",
+       "21  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "22  RT @BCG: What will be the effects of artificia...   \n",
+       "23  RT @_DeepQuest: The Inevitable Infant Rising &...   \n",
+       "24  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "25  Invest in tech: artificial intelligence and ma...   \n",
+       "26  RT @MiamiCableGuy: According to LinkedIn, thes...   \n",
+       "27  \"‘Businesses Will Not Be Able to Hide’: Spy Sa...   \n",
+       "28  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "29            RT @_DeepQuest: https://t.co/1h8Q7zsHxF   \n",
+       "..                                                ...   \n",
+       "70  How Artificial Intelligence is poised to boost...   \n",
+       "71  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "72  RT @jamesks: UoE machine learning society runn...   \n",
+       "73  Using artificial intelligence for error correc...   \n",
+       "74  Artificial Intelligence Shows Potential for Tr...   \n",
+       "75  RT @PostOpinions: \"What does an ethics-driven ...   \n",
+       "76  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "77  RT @davidbeem: \"From start to finish David Bee...   \n",
+       "78  RT @OracleAnalytics: According to @techreviewA...   \n",
+       "79  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "80  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "81  It's going to take reliable, low-cost #energys...   \n",
+       "82  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "83  RT @philmcrae: Automation (robots, driverless ...   \n",
+       "84  RT @bigdata: Using topological data analysis t...   \n",
+       "85  Join IIEP, @IISTP_GW &amp; @SIIA for a discuss...   \n",
+       "86  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "87  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "88  RT @DavidJones_now: via @Newsweek The Aliens H...   \n",
+       "89  RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...   \n",
+       "90  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "91  RT @ThalesUK: What can the #transport industry...   \n",
+       "92  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "93  Using artificial intelligence for error correc...   \n",
+       "94  Young people, less educated workers, men, and ...   \n",
+       "95  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "96  Understanding the Potential of Artificial Inte...   \n",
+       "97  RT @data_nerd: Artificial Intelligence : Separ...   \n",
+       "98  UoE machine learning society running a great s...   \n",
+       "99  RT @program___news: Using artificial intellige...   \n",
+       "\n",
+       "                                             polarity  \n",
+       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "1   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "2   {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
+       "3   {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "4   {'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...  \n",
+       "5   {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "6   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "7   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "8   {'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...  \n",
+       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "11  {'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...  \n",
+       "12  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "14  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "15  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "16  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "17  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "18  {'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...  \n",
+       "19  {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
+       "20  {'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "22  {'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...  \n",
+       "23  {'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...  \n",
+       "24  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "25  {'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...  \n",
+       "26  {'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "28  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "..                                                ...  \n",
+       "70  {'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...  \n",
+       "71  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "72  {'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...  \n",
+       "73  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
+       "74  {'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...  \n",
+       "75  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "76  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "77  {'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...  \n",
+       "78  {'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...  \n",
+       "79  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "80  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "81  {'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...  \n",
+       "82  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "83  {'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...  \n",
+       "84  {'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...  \n",
+       "85  {'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...  \n",
+       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "87  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "88  {'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...  \n",
+       "89  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "90  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "91  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "92  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "93  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
+       "94  {'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...  \n",
+       "95  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "96  {'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...  \n",
+       "97  {'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...  \n",
+       "98  {'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...  \n",
+       "99  {'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...  \n",
+       "\n",
+       "[100 rows x 2 columns]"
+      ]
+     },
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sid = SentimentIntensityAnalyzer()\n",
+    "\n",
+    "\n",
+    "listy = []\n",
+    "\n",
+    "for index, row in data.iterrows():\n",
+    "  ss = sid.polarity_scores(row[\"Tweets\"])\n",
+    "  listy.append(ss)\n",
+    "  \n",
+    "se = pd.Series(listy)\n",
+    "data['polarity'] = se.values\n",
+    "\n",
+    "display(data.head(100))"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "name": "Untitled29.ipynb",
+   "provenance": [],
+   "version": "0.3.2"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Sentiment_Analysis.ipynb b/Sentiment_Analysis.ipynb
index 24cb3a5..1087e6e 100644
--- a/Sentiment_Analysis.ipynb
+++ b/Sentiment_Analysis.ipynb
@@ -1,761 +1,786 @@
 {
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
     "colab": {
-      "name": "Untitled29.ipynb",
-      "version": "0.3.2",
-      "provenance": []
+     "base_uri": "https://localhost:8080/",
+     "height": 387
     },
-    "kernelspec": {
-      "name": "python3",
-      "display_name": "Python 3"
+    "colab_type": "code",
+    "id": "nMx2UqrJFyw-",
+    "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (0.22.0)\n",
+      "Requirement already satisfied: python-dateutil>=2 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.5.3)\n",
+      "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (1.14.6)\n",
+      "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas) (2018.9)\n",
+      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2->pandas) (1.11.0)\n",
+      "Requirement already satisfied: tweepy in /usr/local/lib/python3.6/dist-packages (3.6.0)\n",
+      "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.11.0)\n",
+      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.2.0)\n",
+      "Requirement already satisfied: PySocks>=1.5.7 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.6.8)\n",
+      "Requirement already satisfied: requests>=2.11.1 in /usr/local/lib/python3.6/dist-packages (from tweepy) (2.18.4)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->tweepy) (3.0.0)\n",
+      "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (1.22)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2018.11.29)\n",
+      "Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2.6)\n",
+      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (3.0.4)\n",
+      "Collecting vaderSentiment\n",
+      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/9e/c53e1fc61aac5ee490a6ac5e21b1ac04e55a7c2aba647bb8411c9aadf24e/vaderSentiment-3.2.1-py2.py3-none-any.whl (125kB)\n",
+      "\u001b[K    100% |████████████████████████████████| 133kB 4.8MB/s \n",
+      "\u001b[?25hInstalling collected packages: vaderSentiment\n",
+      "Successfully installed vaderSentiment-3.2.1\n"
+     ]
     }
+   ],
+   "source": [
+    "!pip install pandas\n",
+    "!pip install tweepy\n",
+    "!pip install vaderSentiment"
+   ]
   },
-  "cells": [
-    {
-      "metadata": {
-        "id": "nMx2UqrJFyw-",
-        "colab_type": "code",
-        "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 387
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "!pip install pandas\n",
-        "!pip install tweepy\n",
-        "!pip install vaderSentiment"
-      ],
-      "execution_count": 0,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (0.22.0)\n",
-            "Requirement already satisfied: python-dateutil>=2 in /usr/local/lib/python3.6/dist-packages (from pandas) (2.5.3)\n",
-            "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from pandas) (1.14.6)\n",
-            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas) (2018.9)\n",
-            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2->pandas) (1.11.0)\n",
-            "Requirement already satisfied: tweepy in /usr/local/lib/python3.6/dist-packages (3.6.0)\n",
-            "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.11.0)\n",
-            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.2.0)\n",
-            "Requirement already satisfied: PySocks>=1.5.7 in /usr/local/lib/python3.6/dist-packages (from tweepy) (1.6.8)\n",
-            "Requirement already satisfied: requests>=2.11.1 in /usr/local/lib/python3.6/dist-packages (from tweepy) (2.18.4)\n",
-            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->tweepy) (3.0.0)\n",
-            "Requirement already satisfied: urllib3<1.23,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (1.22)\n",
-            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2018.11.29)\n",
-            "Requirement already satisfied: idna<2.7,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (2.6)\n",
-            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.11.1->tweepy) (3.0.4)\n",
-            "Collecting vaderSentiment\n",
-            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/9e/c53e1fc61aac5ee490a6ac5e21b1ac04e55a7c2aba647bb8411c9aadf24e/vaderSentiment-3.2.1-py2.py3-none-any.whl (125kB)\n",
-            "\u001b[K    100% |████████████████████████████████| 133kB 4.8MB/s \n",
-            "\u001b[?25hInstalling collected packages: vaderSentiment\n",
-            "Successfully installed vaderSentiment-3.2.1\n"
-          ],
-          "name": "stdout"
-        }
-      ]
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## To get the full 280 characters from Tweet\n",
+    "\n",
+    "The below code will also get the full tweets from a retweeted status. This helps us to perform sentimental analysis on a complete tweet."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 376
     },
+    "colab_type": "code",
+    "id": "i41rn4KkG-iz",
+    "outputId": "0243083f-626d-4df7-e974-f51e1e9d7790"
+   },
+   "outputs": [
     {
-      "metadata": {
-        "id": "VldzdttbGRT6",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "import tweepy\n",
-        "import pandas as pd\n",
-        "from nltk.sentiment.vader import SentimentIntensityAnalyzer"
+     "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>Tweets</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "execution_count": 0,
-      "outputs": []
+      "text/plain": [
+       "                                              Tweets\n",
+       "0  #Banking&amp;Insurance https://t.co/JKIXuMzwEU...\n",
+       "1  ‘Businesses Will Not Be Able to Hide’: Spy Sat...\n",
+       "2  RT @StevenDawsonSD: How #virtual assistants ar...\n",
+       "3  RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...\n",
+       "4  RT @automeme: 4 Ways Artificial Intelligence C...\n",
+       "5  Chefs, truck drivers beware: AI is coming for ...\n",
+       "6  RT @StarCraft: This is it, ladies and gentleme...\n",
+       "7  RT @StarCraft: This is it, ladies and gentleme...\n",
+       "8  RT @NATS: In case you missed our announcement ...\n",
+       "9  「NotePerformer」って，これかな．有料． | NotePerformer 3: ..."
+      ]
+     },
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "display_data"
     },
     {
-      "metadata": {
-        "id": "xoeDu5guGo-N",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "#My Twitter API Authentication Variables\n",
-        "consumer_key = ''\n",
-        "consumer_secret = ''\n",
-        "access_token = ''\n",
-        "access_token_secret = ''"
-      ],
-      "execution_count": 0,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2019-01-24 18:38:09\n"
+     ]
+    }
+   ],
+   "source": [
+    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
+    "auth.set_access_token(access_token, access_token_secret)\n",
+    "\n",
+    "api = tweepy.API(auth)\n",
+    "\n",
+    "tweets = api.search('Artificial Intelligence', count=200, tweet_mode = 'extended')\n",
+    "tweets_list = []\n",
+    "tweets_status = [t._json for t in tweets]\n",
+    "for tweet in tweets_status:\n",
+    "  if 'retweeted_status' in tweet:\n",
+    "    retweeted_status = tweet['retweeted_status']\n",
+    "    tweets_list.append(retweeted_status['full_text'])\n",
+    "  else:\n",
+    "    tweets_list.append(tweet['full_text'])\n",
+    "\n",
+    "data = pd.DataFrame(tweets_list, columns = {'Tweets'})\n",
+    "data.head(2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 69
     },
+    "colab_type": "code",
+    "id": "6k_z5lpRIN4t",
+    "outputId": "e5f77812-a407-4ed0-8198-240dd01b2bec"
+   },
+   "outputs": [
     {
-      "metadata": {
-        "id": "i41rn4KkG-iz",
-        "colab_type": "code",
-        "outputId": "0243083f-626d-4df7-e974-f51e1e9d7790",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 376
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
-        "auth.set_access_token(access_token, access_token_secret)\n",
-        "\n",
-        "api = tweepy.API(auth)\n",
-        "\n",
-        "tweets = api.search('Artificial Intelligence', count=200)\n",
-        "\n",
-        "\n",
-        "data = pd.DataFrame(data=[tweet.text for tweet in tweets], columns=['Tweets'])\n",
-        "\n",
-        "display(data.head(10))\n",
-        "\n",
-        "\n",
-        "print(tweets[0].created_at)\n"
-      ],
-      "execution_count": 0,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "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>Tweets</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>5</th>\n",
-              "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>6</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>7</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>8</th>\n",
-              "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>9</th>\n",
-              "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "                                              Tweets\n",
-              "0  #Banking&amp;Insurance https://t.co/JKIXuMzwEU...\n",
-              "1  ‘Businesses Will Not Be Able to Hide’: Spy Sat...\n",
-              "2  RT @StevenDawsonSD: How #virtual assistants ar...\n",
-              "3  RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...\n",
-              "4  RT @automeme: 4 Ways Artificial Intelligence C...\n",
-              "5  Chefs, truck drivers beware: AI is coming for ...\n",
-              "6  RT @StarCraft: This is it, ladies and gentleme...\n",
-              "7  RT @StarCraft: This is it, ladies and gentleme...\n",
-              "8  RT @NATS: In case you missed our announcement ...\n",
-              "9  「NotePerformer」って，これかな．有料． | NotePerformer 3: ..."
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        },
-        {
-          "output_type": "stream",
-          "text": [
-            "2019-01-24 18:38:09\n"
-          ],
-          "name": "stdout"
-        }
-      ]
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[nltk_data] Error loading fr_lexicon: Package 'fr_lexicon' not found\n",
+      "[nltk_data]     in index\n"
+     ]
     },
     {
-      "metadata": {
-        "id": "6k_z5lpRIN4t",
-        "colab_type": "code",
-        "outputId": "e5f77812-a407-4ed0-8198-240dd01b2bec",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 69
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "import nltk\n",
-        "nltk.download('vader_lexicon')"
-      ],
-      "execution_count": 0,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "[nltk_data] Error loading fr_lexicon: Package 'fr_lexicon' not found\n",
-            "[nltk_data]     in index\n"
-          ],
-          "name": "stdout"
-        },
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "False"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          },
-          "execution_count": 21
-        }
+     "data": {
+      "text/plain": [
+       "False"
       ]
+     },
+     "execution_count": 21,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 0,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1969
     },
+    "colab_type": "code",
+    "id": "kQiYGQEqIZ3w",
+    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+   },
+   "outputs": [
     {
-      "metadata": {
-        "id": "kQiYGQEqIZ3w",
-        "colab_type": "code",
-        "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 1969
-        }
-      },
-      "cell_type": "code",
-      "source": [
-        "sid = SentimentIntensityAnalyzer()\n",
-        "\n",
-        "\n",
-        "listy = []\n",
-        "\n",
-        "for index, row in data.iterrows():\n",
-        "  ss = sid.polarity_scores(row[\"Tweets\"])\n",
-        "  listy.append(ss)\n",
-        "  \n",
-        "se = pd.Series(listy)\n",
-        "data['polarity'] = se.values\n",
-        "\n",
-        "display(data.head(100))"
+     "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>Tweets</th>\n",
+       "      <th>polarity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
+       "      <td>{'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>RT @uniglobalunion: In #Davos at the #WEF19, #...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>#WatsonSupplyChain @IBMSupplyChain #retail at ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>RT @futurecitiescat: Our #URBAIN event has sta...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>“High-altitude surveillance was once the domai...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @singularity_net: AI is the key topic at th...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>RT @BCG: What will be the effects of artificia...</td>\n",
+       "      <td>{'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @_DeepQuest: The Inevitable Infant Rising &amp;...</td>\n",
+       "      <td>{'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>Invest in tech: artificial intelligence and ma...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>RT @MiamiCableGuy: According to LinkedIn, thes...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>\"‘Businesses Will Not Be Able to Hide’: Spy Sa...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>RT @_DeepQuest: https://t.co/1h8Q7zsHxF</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>How Artificial Intelligence is poised to boost...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @jamesks: UoE machine learning society runn...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Using artificial intelligence for error correc...</td>\n",
+       "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>Artificial Intelligence Shows Potential for Tr...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>RT @PostOpinions: \"What does an ethics-driven ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @davidbeem: \"From start to finish David Bee...</td>\n",
+       "      <td>{'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>RT @OracleAnalytics: According to @techreviewA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>It's going to take reliable, low-cost #energys...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>RT @philmcrae: Automation (robots, driverless ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>RT @bigdata: Using topological data analysis t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>Join IIEP, @IISTP_GW &amp;amp; @SIIA for a discuss...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>RT @DavidJones_now: via @Newsweek The Aliens H...</td>\n",
+       "      <td>{'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>RT @ThalesUK: What can the #transport industry...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>Using artificial intelligence for error correc...</td>\n",
+       "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>Young people, less educated workers, men, and ...</td>\n",
+       "      <td>{'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Understanding the Potential of Artificial Inte...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>RT @data_nerd: Artificial Intelligence : Separ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>UoE machine learning society running a great s...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>RT @program___news: Using artificial intellige...</td>\n",
+       "      <td>{'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
       ],
-      "execution_count": 0,
-      "outputs": [
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-              "      <th></th>\n",
-              "      <th>Tweets</th>\n",
-              "      <th>polarity</th>\n",
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-              "  </thead>\n",
-              "  <tbody>\n",
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-              "      <th>0</th>\n",
-              "      <td>#Banking&amp;amp;Insurance https://t.co/JKIXuMzwEU...</td>\n",
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-              "      <th>1</th>\n",
-              "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
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-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>RT @StevenDawsonSD: How #virtual assistants ar...</td>\n",
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-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...</td>\n",
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-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>RT @automeme: 4 Ways Artificial Intelligence C...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...</td>\n",
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-              "    <tr>\n",
-              "      <th>5</th>\n",
-              "      <td>Chefs, truck drivers beware: AI is coming for ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>6</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>7</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>8</th>\n",
-              "      <td>RT @NATS: In case you missed our announcement ...</td>\n",
-              "      <td>{'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>9</th>\n",
-              "      <td>「NotePerformer」って，これかな．有料． | NotePerformer 3: ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>10</th>\n",
-              "      <td>https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>11</th>\n",
-              "      <td>RT @uniglobalunion: In #Davos at the #WEF19, #...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>12</th>\n",
-              "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>13</th>\n",
-              "      <td>کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>14</th>\n",
-              "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>15</th>\n",
-              "      <td>RT @KoblerinPAK: Amazed to see that president ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>16</th>\n",
-              "      <td>#WatsonSupplyChain @IBMSupplyChain #retail at ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>17</th>\n",
-              "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>18</th>\n",
-              "      <td>RT @futurecitiescat: Our #URBAIN event has sta...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>19</th>\n",
-              "      <td>“High-altitude surveillance was once the domai...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>20</th>\n",
-              "      <td>RT @singularity_net: AI is the key topic at th...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>21</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>22</th>\n",
-              "      <td>RT @BCG: What will be the effects of artificia...</td>\n",
-              "      <td>{'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>23</th>\n",
-              "      <td>RT @_DeepQuest: The Inevitable Infant Rising &amp;...</td>\n",
-              "      <td>{'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>24</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>25</th>\n",
-              "      <td>Invest in tech: artificial intelligence and ma...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>26</th>\n",
-              "      <td>RT @MiamiCableGuy: According to LinkedIn, thes...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>27</th>\n",
-              "      <td>\"‘Businesses Will Not Be Able to Hide’: Spy Sa...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>28</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>29</th>\n",
-              "      <td>RT @_DeepQuest: https://t.co/1h8Q7zsHxF</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>...</th>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>70</th>\n",
-              "      <td>How Artificial Intelligence is poised to boost...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>71</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>72</th>\n",
-              "      <td>RT @jamesks: UoE machine learning society runn...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>73</th>\n",
-              "      <td>Using artificial intelligence for error correc...</td>\n",
-              "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>74</th>\n",
-              "      <td>Artificial Intelligence Shows Potential for Tr...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>75</th>\n",
-              "      <td>RT @PostOpinions: \"What does an ethics-driven ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>76</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>77</th>\n",
-              "      <td>RT @davidbeem: \"From start to finish David Bee...</td>\n",
-              "      <td>{'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>78</th>\n",
-              "      <td>RT @OracleAnalytics: According to @techreviewA...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>79</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>80</th>\n",
-              "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>81</th>\n",
-              "      <td>It's going to take reliable, low-cost #energys...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>82</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>83</th>\n",
-              "      <td>RT @philmcrae: Automation (robots, driverless ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>84</th>\n",
-              "      <td>RT @bigdata: Using topological data analysis t...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>85</th>\n",
-              "      <td>Join IIEP, @IISTP_GW &amp;amp; @SIIA for a discuss...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>86</th>\n",
-              "      <td>‘Businesses Will Not Be Able to Hide’: Spy Sat...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>87</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>88</th>\n",
-              "      <td>RT @DavidJones_now: via @Newsweek The Aliens H...</td>\n",
-              "      <td>{'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>89</th>\n",
-              "      <td>RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>90</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>91</th>\n",
-              "      <td>RT @ThalesUK: What can the #transport industry...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>92</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>93</th>\n",
-              "      <td>Using artificial intelligence for error correc...</td>\n",
-              "      <td>{'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>94</th>\n",
-              "      <td>Young people, less educated workers, men, and ...</td>\n",
-              "      <td>{'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>95</th>\n",
-              "      <td>RT @StarCraft: This is it, ladies and gentleme...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>96</th>\n",
-              "      <td>Understanding the Potential of Artificial Inte...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>97</th>\n",
-              "      <td>RT @data_nerd: Artificial Intelligence : Separ...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>98</th>\n",
-              "      <td>UoE machine learning society running a great s...</td>\n",
-              "      <td>{'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>99</th>\n",
-              "      <td>RT @program___news: Using artificial intellige...</td>\n",
-              "      <td>{'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "<p>100 rows × 2 columns</p>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "                                               Tweets  \\\n",
-              "0   #Banking&amp;Insurance https://t.co/JKIXuMzwEU...   \n",
-              "1   ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
-              "2   RT @StevenDawsonSD: How #virtual assistants ar...   \n",
-              "3   RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...   \n",
-              "4   RT @automeme: 4 Ways Artificial Intelligence C...   \n",
-              "5   Chefs, truck drivers beware: AI is coming for ...   \n",
-              "6   RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "7   RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "8   RT @NATS: In case you missed our announcement ...   \n",
-              "9   「NotePerformer」って，これかな．有料． | NotePerformer 3: ...   \n",
-              "10  https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...   \n",
-              "11  RT @uniglobalunion: In #Davos at the #WEF19, #...   \n",
-              "12  RT @KoblerinPAK: Amazed to see that president ...   \n",
-              "13  کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...   \n",
-              "14  RT @KoblerinPAK: Amazed to see that president ...   \n",
-              "15  RT @KoblerinPAK: Amazed to see that president ...   \n",
-              "16  #WatsonSupplyChain @IBMSupplyChain #retail at ...   \n",
-              "17  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
-              "18  RT @futurecitiescat: Our #URBAIN event has sta...   \n",
-              "19  “High-altitude surveillance was once the domai...   \n",
-              "20  RT @singularity_net: AI is the key topic at th...   \n",
-              "21  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "22  RT @BCG: What will be the effects of artificia...   \n",
-              "23  RT @_DeepQuest: The Inevitable Infant Rising &...   \n",
-              "24  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "25  Invest in tech: artificial intelligence and ma...   \n",
-              "26  RT @MiamiCableGuy: According to LinkedIn, thes...   \n",
-              "27  \"‘Businesses Will Not Be Able to Hide’: Spy Sa...   \n",
-              "28  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "29            RT @_DeepQuest: https://t.co/1h8Q7zsHxF   \n",
-              "..                                                ...   \n",
-              "70  How Artificial Intelligence is poised to boost...   \n",
-              "71  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "72  RT @jamesks: UoE machine learning society runn...   \n",
-              "73  Using artificial intelligence for error correc...   \n",
-              "74  Artificial Intelligence Shows Potential for Tr...   \n",
-              "75  RT @PostOpinions: \"What does an ethics-driven ...   \n",
-              "76  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "77  RT @davidbeem: \"From start to finish David Bee...   \n",
-              "78  RT @OracleAnalytics: According to @techreviewA...   \n",
-              "79  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "80  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
-              "81  It's going to take reliable, low-cost #energys...   \n",
-              "82  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "83  RT @philmcrae: Automation (robots, driverless ...   \n",
-              "84  RT @bigdata: Using topological data analysis t...   \n",
-              "85  Join IIEP, @IISTP_GW &amp; @SIIA for a discuss...   \n",
-              "86  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
-              "87  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "88  RT @DavidJones_now: via @Newsweek The Aliens H...   \n",
-              "89  RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...   \n",
-              "90  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "91  RT @ThalesUK: What can the #transport industry...   \n",
-              "92  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "93  Using artificial intelligence for error correc...   \n",
-              "94  Young people, less educated workers, men, and ...   \n",
-              "95  RT @StarCraft: This is it, ladies and gentleme...   \n",
-              "96  Understanding the Potential of Artificial Inte...   \n",
-              "97  RT @data_nerd: Artificial Intelligence : Separ...   \n",
-              "98  UoE machine learning society running a great s...   \n",
-              "99  RT @program___news: Using artificial intellige...   \n",
-              "\n",
-              "                                             polarity  \n",
-              "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "1   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "2   {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
-              "3   {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
-              "4   {'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...  \n",
-              "5   {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
-              "6   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "7   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "8   {'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...  \n",
-              "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "11  {'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...  \n",
-              "12  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
-              "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "14  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
-              "15  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
-              "16  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "17  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "18  {'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...  \n",
-              "19  {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
-              "20  {'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...  \n",
-              "21  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "22  {'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...  \n",
-              "23  {'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...  \n",
-              "24  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "25  {'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...  \n",
-              "26  {'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...  \n",
-              "27  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "28  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "..                                                ...  \n",
-              "70  {'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...  \n",
-              "71  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "72  {'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...  \n",
-              "73  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
-              "74  {'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...  \n",
-              "75  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "76  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "77  {'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...  \n",
-              "78  {'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...  \n",
-              "79  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "80  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "81  {'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...  \n",
-              "82  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "83  {'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...  \n",
-              "84  {'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...  \n",
-              "85  {'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...  \n",
-              "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "87  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "88  {'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...  \n",
-              "89  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "90  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "91  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-              "92  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "93  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
-              "94  {'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...  \n",
-              "95  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-              "96  {'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...  \n",
-              "97  {'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...  \n",
-              "98  {'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...  \n",
-              "99  {'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...  \n",
-              "\n",
-              "[100 rows x 2 columns]"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
+      "text/plain": [
+       "                                               Tweets  \\\n",
+       "0   #Banking&amp;Insurance https://t.co/JKIXuMzwEU...   \n",
+       "1   ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "2   RT @StevenDawsonSD: How #virtual assistants ar...   \n",
+       "3   RT @mikecoulson48: @SwotTyler @johnmcdonnellMP...   \n",
+       "4   RT @automeme: 4 Ways Artificial Intelligence C...   \n",
+       "5   Chefs, truck drivers beware: AI is coming for ...   \n",
+       "6   RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "7   RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "8   RT @NATS: In case you missed our announcement ...   \n",
+       "9   「NotePerformer」って，これかな．有料． | NotePerformer 3: ...   \n",
+       "10  https://t.co/nFCC9dFEWS\\n\\n#AI #chabots #artif...   \n",
+       "11  RT @uniglobalunion: In #Davos at the #WEF19, #...   \n",
+       "12  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "13  کیاخوبصورت کالم ہے\\n@ArifAlvi \\nصاحب آپ توچنگے...   \n",
+       "14  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "15  RT @KoblerinPAK: Amazed to see that president ...   \n",
+       "16  #WatsonSupplyChain @IBMSupplyChain #retail at ...   \n",
+       "17  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "18  RT @futurecitiescat: Our #URBAIN event has sta...   \n",
+       "19  “High-altitude surveillance was once the domai...   \n",
+       "20  RT @singularity_net: AI is the key topic at th...   \n",
+       "21  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "22  RT @BCG: What will be the effects of artificia...   \n",
+       "23  RT @_DeepQuest: The Inevitable Infant Rising &...   \n",
+       "24  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "25  Invest in tech: artificial intelligence and ma...   \n",
+       "26  RT @MiamiCableGuy: According to LinkedIn, thes...   \n",
+       "27  \"‘Businesses Will Not Be Able to Hide’: Spy Sa...   \n",
+       "28  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "29            RT @_DeepQuest: https://t.co/1h8Q7zsHxF   \n",
+       "..                                                ...   \n",
+       "70  How Artificial Intelligence is poised to boost...   \n",
+       "71  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "72  RT @jamesks: UoE machine learning society runn...   \n",
+       "73  Using artificial intelligence for error correc...   \n",
+       "74  Artificial Intelligence Shows Potential for Tr...   \n",
+       "75  RT @PostOpinions: \"What does an ethics-driven ...   \n",
+       "76  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "77  RT @davidbeem: \"From start to finish David Bee...   \n",
+       "78  RT @OracleAnalytics: According to @techreviewA...   \n",
+       "79  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "80  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "81  It's going to take reliable, low-cost #energys...   \n",
+       "82  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "83  RT @philmcrae: Automation (robots, driverless ...   \n",
+       "84  RT @bigdata: Using topological data analysis t...   \n",
+       "85  Join IIEP, @IISTP_GW &amp; @SIIA for a discuss...   \n",
+       "86  ‘Businesses Will Not Be Able to Hide’: Spy Sat...   \n",
+       "87  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "88  RT @DavidJones_now: via @Newsweek The Aliens H...   \n",
+       "89  RT @KoblerinPAK: دیکھ کر حیرانی ہوئی کہ صدر @A...   \n",
+       "90  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "91  RT @ThalesUK: What can the #transport industry...   \n",
+       "92  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "93  Using artificial intelligence for error correc...   \n",
+       "94  Young people, less educated workers, men, and ...   \n",
+       "95  RT @StarCraft: This is it, ladies and gentleme...   \n",
+       "96  Understanding the Potential of Artificial Inte...   \n",
+       "97  RT @data_nerd: Artificial Intelligence : Separ...   \n",
+       "98  UoE machine learning society running a great s...   \n",
+       "99  RT @program___news: Using artificial intellige...   \n",
+       "\n",
+       "                                             polarity  \n",
+       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "1   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "2   {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
+       "3   {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "4   {'neg': 0.0, 'neu': 0.7, 'pos': 0.3, 'compound...  \n",
+       "5   {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "6   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "7   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "8   {'neg': 0.157, 'neu': 0.73, 'pos': 0.113, 'com...  \n",
+       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "11  {'neg': 0.0, 'neu': 0.732, 'pos': 0.268, 'comp...  \n",
+       "12  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "14  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "15  {'neg': 0.0, 'neu': 0.74, 'pos': 0.26, 'compou...  \n",
+       "16  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "17  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "18  {'neg': 0.0, 'neu': 0.834, 'pos': 0.166, 'comp...  \n",
+       "19  {'neg': 0.0, 'neu': 0.833, 'pos': 0.167, 'comp...  \n",
+       "20  {'neg': 0.0, 'neu': 0.811, 'pos': 0.189, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "22  {'neg': 0.108, 'neu': 0.712, 'pos': 0.18, 'com...  \n",
+       "23  {'neg': 0.141, 'neu': 0.726, 'pos': 0.132, 'co...  \n",
+       "24  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "25  {'neg': 0.0, 'neu': 0.721, 'pos': 0.279, 'comp...  \n",
+       "26  {'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "28  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "..                                                ...  \n",
+       "70  {'neg': 0.0, 'neu': 0.402, 'pos': 0.598, 'comp...  \n",
+       "71  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "72  {'neg': 0.0, 'neu': 0.837, 'pos': 0.163, 'comp...  \n",
+       "73  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
+       "74  {'neg': 0.0, 'neu': 0.647, 'pos': 0.353, 'comp...  \n",
+       "75  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "76  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "77  {'neg': 0.134, 'neu': 0.866, 'pos': 0.0, 'comp...  \n",
+       "78  {'neg': 0.0, 'neu': 0.88, 'pos': 0.12, 'compou...  \n",
+       "79  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "80  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "81  {'neg': 0.0, 'neu': 0.904, 'pos': 0.096, 'comp...  \n",
+       "82  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "83  {'neg': 0.0, 'neu': 0.853, 'pos': 0.147, 'comp...  \n",
+       "84  {'neg': 0.0, 'neu': 0.868, 'pos': 0.132, 'comp...  \n",
+       "85  {'neg': 0.0, 'neu': 0.762, 'pos': 0.238, 'comp...  \n",
+       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "87  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "88  {'neg': 0.117, 'neu': 0.883, 'pos': 0.0, 'comp...  \n",
+       "89  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "90  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "91  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "92  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "93  {'neg': 0.182, 'neu': 0.608, 'pos': 0.209, 'co...  \n",
+       "94  {'neg': 0.077, 'neu': 0.923, 'pos': 0.0, 'comp...  \n",
+       "95  {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "96  {'neg': 0.0, 'neu': 0.659, 'pos': 0.341, 'comp...  \n",
+       "97  {'neg': 0.0, 'neu': 0.744, 'pos': 0.256, 'comp...  \n",
+       "98  {'neg': 0.0, 'neu': 0.823, 'pos': 0.177, 'comp...  \n",
+       "99  {'neg': 0.152, 'neu': 0.674, 'pos': 0.174, 'co...  \n",
+       "\n",
+       "[100 rows x 2 columns]"
       ]
+     },
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "display_data"
     }
-  ]
+   ],
+   "source": [
+    "sid = SentimentIntensityAnalyzer()\n",
+    "\n",
+    "\n",
+    "listy = []\n",
+    "\n",
+    "for index, row in data.iterrows():\n",
+    "  ss = sid.polarity_scores(row[\"Tweets\"])\n",
+    "  listy.append(ss)\n",
+    "  \n",
+    "se = pd.Series(listy)\n",
+    "data['polarity'] = se.values\n",
+    "\n",
+    "display(data.head(100))"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "name": "Untitled29.ipynb",
+   "provenance": [],
+   "version": "0.3.2"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
 }