From 4802e9660ac9ff68be73cbb2a6cb5f4c3d5970a5 Mon Sep 17 00:00:00 2001
From: Inyang Kpongette <31896598+dtekluva@users.noreply.github.com>
Date: Thu, 28 Feb 2019 17:31:59 +0100
Subject: [PATCH 1/3] extended sentiment analysis scope to have comparism

---
 .../Sentiment compare-checkpoint.ipynb        |  818 +++++++++
 .../Sentiment_Analysis-checkpoint.ipynb       |  818 +++++++++
 1.9.0                                         |    6 +
 Sentiment compare.ipynb                       | 1018 +++++++++++
 Sentiment_Analysis.ipynb                      | 1526 +++++++++--------
 5 files changed, 3448 insertions(+), 738 deletions(-)
 create mode 100644 .ipynb_checkpoints/Sentiment compare-checkpoint.ipynb
 create mode 100644 .ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
 create mode 100644 1.9.0
 create mode 100644 Sentiment compare.ipynb

diff --git a/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb b/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb
new file mode 100644
index 0000000..92bd32d
--- /dev/null
+++ b/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb	
@@ -0,0 +1,818 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 387
+    },
+    "colab_type": "code",
+    "id": "nMx2UqrJFyw-",
+    "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6"
+   },
+   "outputs": [],
+   "source": [
+    "# !pip install pandas\n",
+    "# !pip install tweepy\n",
+    "# !pip install vaderSentiment\n",
+    "# !pip install tweepy\n",
+    "# !pip install PyHamcrest\n",
+    "# !pip install twython"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
+    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
+    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
+    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "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>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              Tweets\n",
+       "0  @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...\n",
+       "1  RT @beygency: Jay Z and Beyoncé accept BRIT Aw...\n",
+       "2  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "3  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "4  RT @okayplayer: Beyoncé and JAY-Z accept their...\n",
+       "5  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...\n",
+       "6  RT @Carokaylin: And to those who were complain...\n",
+       "7  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "8  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...\n",
+       "9  Y’all compared us Sussex Fans to the behive.. ..."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2019-02-20 21:53:54\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('beyonce', 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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "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] Downloading package vader_lexicon to\n",
+      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "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>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
+       "      <td>{'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>RT @phillippatekk: Beyoncé and Jay Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>RT @BreckenFowler: My niece loves some @Beyonc...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @BeyCollection: The Carters win Best Intern...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>I know Beyoncé too way 😂😂 she’s so funny ahh I...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>@morris_dasia @BRITs @Beyonce @S_C_ https://t....</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>RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>RT @Comanda_x: Beyoncé &amp;amp; Jay-Z are just le...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
+       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>RT @SohailBuddy: This is the respect Meghan Ma...</td>\n",
+       "      <td>{'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @MrBeyonceFan: She ended the speech with “e...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>eu so consigo lembrar da beyonce dizendo prett...</td>\n",
+       "      <td>{'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>RT @Blacpire: Beyoncé and Jay-Z accepting thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>@metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>@BRITs @Beyonce @S_C_ They’re a group? https:/...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>RT @ShazSherazi: Only Beyoncé and Jay-Z have t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @NerdyWonka: Beyoncé and Jay Z out here mak...</td>\n",
+       "      <td>{'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>RT @msyonceslay: Beychella, Beyoncé’s Stevie t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>RT @BRITs: The winner of International Group a...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
+       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>RT @laurasnapes: Wow at Beyonce and Jay-Z not ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Tweets  \\\n",
+       "0   @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...   \n",
+       "1   RT @beygency: Jay Z and Beyoncé accept BRIT Aw...   \n",
+       "2   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "3   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "4   RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "5   RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
+       "6   RT @Carokaylin: And to those who were complain...   \n",
+       "7   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "8   RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
+       "9   Y’all compared us Sussex Fans to the behive.. ...   \n",
+       "10  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "11  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "12  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "13  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "14  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "15  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "16  RT @phillippatekk: Beyoncé and Jay Z accepting...   \n",
+       "17  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "18  RT @BreckenFowler: My niece loves some @Beyonc...   \n",
+       "19  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "20  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "21  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
+       "22  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "23  RT @BeyCollection: The Carters win Best Intern...   \n",
+       "24  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "25  I know Beyoncé too way 😂😂 she’s so funny ahh I...   \n",
+       "26  RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...   \n",
+       "27  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "28  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "29  @morris_dasia @BRITs @Beyonce @S_C_ https://t....   \n",
+       "..                                                ...   \n",
+       "70  RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...   \n",
+       "71  RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...   \n",
+       "72  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "73  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "74  RT @Comanda_x: Beyoncé &amp; Jay-Z are just le...   \n",
+       "75  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
+       "76  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "77  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
+       "78  RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...   \n",
+       "79  RT @SohailBuddy: This is the respect Meghan Ma...   \n",
+       "80  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "81  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "82  RT @MrBeyonceFan: She ended the speech with “e...   \n",
+       "83  RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...   \n",
+       "84  eu so consigo lembrar da beyonce dizendo prett...   \n",
+       "85  RT @Blacpire: Beyoncé and Jay-Z accepting thei...   \n",
+       "86  @metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...   \n",
+       "87  @BRITs @Beyonce @S_C_ They’re a group? https:/...   \n",
+       "88  RT @ShazSherazi: Only Beyoncé and Jay-Z have t...   \n",
+       "89  RT @NerdyWonka: Beyoncé and Jay Z out here mak...   \n",
+       "90  RT @msyonceslay: Beychella, Beyoncé’s Stevie t...   \n",
+       "91  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "92  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "93  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "94  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "95  RT @BRITs: The winner of International Group a...   \n",
+       "96  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "97  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
+       "98  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "99  RT @laurasnapes: Wow at Beyonce and Jay-Z not ...   \n",
+       "\n",
+       "                                             polarity  \n",
+       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "1   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "2   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "3   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "4   {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "5   {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
+       "6   {'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...  \n",
+       "7   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "8   {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
+       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "10  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "11  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "12  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "13  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "14  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "15  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "16  {'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...  \n",
+       "17  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "18  {'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...  \n",
+       "19  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "20  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
+       "22  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "23  {'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...  \n",
+       "24  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "25  {'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...  \n",
+       "26  {'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "28  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "..                                                ...  \n",
+       "70  {'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...  \n",
+       "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "72  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "73  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "74  {'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...  \n",
+       "75  {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
+       "76  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "77  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
+       "78  {'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...  \n",
+       "79  {'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...  \n",
+       "80  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "81  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "82  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "83  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "84  {'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...  \n",
+       "85  {'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...  \n",
+       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "87  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "88  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "89  {'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...  \n",
+       "90  {'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...  \n",
+       "91  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "92  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "93  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "94  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "95  {'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...  \n",
+       "96  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "97  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
+       "98  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "99  {'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...  \n",
+       "\n",
+       "[100 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "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))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Positive : 20.865000000000006 Negative : 3.6220000000000003 Compound : 38.38780000000003\n"
+     ]
+    }
+   ],
+   "source": [
+    "type(data['polarity'][4])\n",
+    "data['polarity'][4]\n",
+    "pos = 0\n",
+    "neg = 0\n",
+    "comp = 0\n",
+    "for row in data['polarity']:\n",
+    "    pos += row['pos']\n",
+    "    neg += row['neg']\n",
+    "    comp += row['compound']\n",
+    "    \n",
+    "average_pos = (pos/data['polarity'].size)*100\n",
+    "average_neg = (neg/data['polarity'].size)*100\n",
+    "average_comp = (comp/data['polarity'].size)*100 if (comp/data['polarity'].size)*100 > 0 else 0\n",
+    "\n",
+    "print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.bar(height = [average_pos, average_neg, average_comp], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
+    "plt.plot()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
new file mode 100644
index 0000000..92bd32d
--- /dev/null
+++ b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
@@ -0,0 +1,818 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 387
+    },
+    "colab_type": "code",
+    "id": "nMx2UqrJFyw-",
+    "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6"
+   },
+   "outputs": [],
+   "source": [
+    "# !pip install pandas\n",
+    "# !pip install tweepy\n",
+    "# !pip install vaderSentiment\n",
+    "# !pip install tweepy\n",
+    "# !pip install PyHamcrest\n",
+    "# !pip install twython"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
+    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
+    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
+    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "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>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              Tweets\n",
+       "0  @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...\n",
+       "1  RT @beygency: Jay Z and Beyoncé accept BRIT Aw...\n",
+       "2  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "3  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "4  RT @okayplayer: Beyoncé and JAY-Z accept their...\n",
+       "5  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...\n",
+       "6  RT @Carokaylin: And to those who were complain...\n",
+       "7  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
+       "8  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...\n",
+       "9  Y’all compared us Sussex Fans to the behive.. ..."
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2019-02-20 21:53:54\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('beyonce', 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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "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] Downloading package vader_lexicon to\n",
+      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "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>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
+       "      <td>{'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>RT @phillippatekk: Beyoncé and Jay Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>RT @BreckenFowler: My niece loves some @Beyonc...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @BeyCollection: The Carters win Best Intern...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>I know Beyoncé too way 😂😂 she’s so funny ahh I...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>@morris_dasia @BRITs @Beyonce @S_C_ https://t....</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>RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>RT @Comanda_x: Beyoncé &amp;amp; Jay-Z are just le...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
+       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>RT @SohailBuddy: This is the respect Meghan Ma...</td>\n",
+       "      <td>{'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @MrBeyonceFan: She ended the speech with “e...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>eu so consigo lembrar da beyonce dizendo prett...</td>\n",
+       "      <td>{'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>RT @Blacpire: Beyoncé and Jay-Z accepting thei...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>@metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>@BRITs @Beyonce @S_C_ They’re a group? https:/...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>RT @ShazSherazi: Only Beyoncé and Jay-Z have t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @NerdyWonka: Beyoncé and Jay Z out here mak...</td>\n",
+       "      <td>{'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>RT @msyonceslay: Beychella, Beyoncé’s Stevie t...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
+       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>RT @BRITs: The winner of International Group a...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
+       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
+       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>RT @laurasnapes: Wow at Beyonce and Jay-Z not ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Tweets  \\\n",
+       "0   @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...   \n",
+       "1   RT @beygency: Jay Z and Beyoncé accept BRIT Aw...   \n",
+       "2   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "3   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "4   RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "5   RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
+       "6   RT @Carokaylin: And to those who were complain...   \n",
+       "7   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "8   RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
+       "9   Y’all compared us Sussex Fans to the behive.. ...   \n",
+       "10  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "11  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "12  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "13  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "14  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "15  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "16  RT @phillippatekk: Beyoncé and Jay Z accepting...   \n",
+       "17  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "18  RT @BreckenFowler: My niece loves some @Beyonc...   \n",
+       "19  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "20  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "21  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
+       "22  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "23  RT @BeyCollection: The Carters win Best Intern...   \n",
+       "24  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "25  I know Beyoncé too way 😂😂 she’s so funny ahh I...   \n",
+       "26  RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...   \n",
+       "27  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "28  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "29  @morris_dasia @BRITs @Beyonce @S_C_ https://t....   \n",
+       "..                                                ...   \n",
+       "70  RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...   \n",
+       "71  RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...   \n",
+       "72  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "73  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "74  RT @Comanda_x: Beyoncé &amp; Jay-Z are just le...   \n",
+       "75  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
+       "76  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
+       "77  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
+       "78  RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...   \n",
+       "79  RT @SohailBuddy: This is the respect Meghan Ma...   \n",
+       "80  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
+       "81  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "82  RT @MrBeyonceFan: She ended the speech with “e...   \n",
+       "83  RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...   \n",
+       "84  eu so consigo lembrar da beyonce dizendo prett...   \n",
+       "85  RT @Blacpire: Beyoncé and Jay-Z accepting thei...   \n",
+       "86  @metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...   \n",
+       "87  @BRITs @Beyonce @S_C_ They’re a group? https:/...   \n",
+       "88  RT @ShazSherazi: Only Beyoncé and Jay-Z have t...   \n",
+       "89  RT @NerdyWonka: Beyoncé and Jay Z out here mak...   \n",
+       "90  RT @msyonceslay: Beychella, Beyoncé’s Stevie t...   \n",
+       "91  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
+       "92  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "93  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
+       "94  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "95  RT @BRITs: The winner of International Group a...   \n",
+       "96  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
+       "97  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
+       "98  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
+       "99  RT @laurasnapes: Wow at Beyonce and Jay-Z not ...   \n",
+       "\n",
+       "                                             polarity  \n",
+       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "1   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
+       "2   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "3   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "4   {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "5   {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
+       "6   {'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...  \n",
+       "7   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "8   {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
+       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "10  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "11  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "12  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "13  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "14  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "15  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "16  {'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...  \n",
+       "17  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "18  {'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...  \n",
+       "19  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "20  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
+       "22  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "23  {'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...  \n",
+       "24  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "25  {'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...  \n",
+       "26  {'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "28  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "..                                                ...  \n",
+       "70  {'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...  \n",
+       "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "72  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "73  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "74  {'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...  \n",
+       "75  {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
+       "76  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
+       "77  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
+       "78  {'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...  \n",
+       "79  {'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...  \n",
+       "80  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
+       "81  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "82  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "83  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "84  {'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...  \n",
+       "85  {'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...  \n",
+       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "87  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "88  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "89  {'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...  \n",
+       "90  {'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...  \n",
+       "91  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
+       "92  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "93  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
+       "94  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "95  {'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...  \n",
+       "96  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
+       "97  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
+       "98  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
+       "99  {'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...  \n",
+       "\n",
+       "[100 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "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))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Positive : 20.865000000000006 Negative : 3.6220000000000003 Compound : 38.38780000000003\n"
+     ]
+    }
+   ],
+   "source": [
+    "type(data['polarity'][4])\n",
+    "data['polarity'][4]\n",
+    "pos = 0\n",
+    "neg = 0\n",
+    "comp = 0\n",
+    "for row in data['polarity']:\n",
+    "    pos += row['pos']\n",
+    "    neg += row['neg']\n",
+    "    comp += row['compound']\n",
+    "    \n",
+    "average_pos = (pos/data['polarity'].size)*100\n",
+    "average_neg = (neg/data['polarity'].size)*100\n",
+    "average_comp = (comp/data['polarity'].size)*100 if (comp/data['polarity'].size)*100 > 0 else 0\n",
+    "\n",
+    "print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.bar(height = [average_pos, average_neg, average_comp], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
+    "plt.plot()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/1.9.0 b/1.9.0
new file mode 100644
index 0000000..2e1f7e9
--- /dev/null
+++ b/1.9.0
@@ -0,0 +1,6 @@
+Collecting PyHamcrest
+  Downloading https://files.pythonhosted.org/packages/9a/d5/d37fd731b7d0e91afcc84577edeccf4638b4f9b82f5ffe2f8b62e2ddc609/PyHamcrest-1.9.0-py2.py3-none-any.whl (52kB)
+Requirement already satisfied: setuptools in c:\users\inyang\anaconda3\lib\site-packages (from PyHamcrest) (40.2.0)
+Requirement already satisfied: six in c:\users\inyang\anaconda3\lib\site-packages (from PyHamcrest) (1.11.0)
+Installing collected packages: PyHamcrest
+Successfully installed PyHamcrest-1.9.0
diff --git a/Sentiment compare.ipynb b/Sentiment compare.ipynb
new file mode 100644
index 0000000..d1a5325
--- /dev/null
+++ b/Sentiment compare.ipynb	
@@ -0,0 +1,1018 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 387
+    },
+    "colab_type": "code",
+    "id": "nMx2UqrJFyw-",
+    "outputId": "2a1da4e3-31d4-401f-f6b0-9f693ad8d9a6"
+   },
+   "outputs": [],
+   "source": [
+    "# !pip install pandas\n",
+    "# !pip install tweepy\n",
+    "# !pip install vaderSentiment\n",
+    "# !pip install tweepy\n",
+    "# !pip install PyHamcrest\n",
+    "# !pip install twython"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import ast"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
+    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
+    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
+    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 376
+    },
+    "colab_type": "code",
+    "id": "i41rn4KkG-iz",
+    "outputId": "0243083f-626d-4df7-e974-f51e1e9d7790"
+   },
+   "outputs": [],
+   "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",
+    "targets = [\"hp\", \"apple\", \"microsoft\", \"asus\"]\n",
+    "results = []\n",
+    "number_of_tweets = 200\n",
+    "\n",
+    "for item in targets:\n",
+    "    results.append(api.search(item, count=number_of_tweets))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "90\n"
+     ]
+    }
+   ],
+   "source": [
+    "shortest_list = min((len(x) for x in results))\n",
+    "print(shortest_list)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>hp</th>\n",
+       "      <th>apple</th>\n",
+       "      <th>microsoft</th>\n",
+       "      <th>asus</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>Apple CarPlay: Display im Auto konfigurieren h...</td>\n",
+       "      <td>RT @MSEurope: Great opportunity to know more a...</td>\n",
+       "      <td>Asus Dual-Band 802.11ac WiFi Router for $40 + ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @WhiteBit6: Microsoft Wants to Help Make Yo...</td>\n",
+       "      <td>【徵求】\\n雲林 斗南\\nASUS筆電充電器 19V\\n借用到3/1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>➜Yuuko Hirose -WIND- https://t.co/WlTPeZ2EZj #...</td>\n",
+       "      <td>RT @mtholfsen: Ready to get started with @Micr...</td>\n",
+       "      <td>アメブロを更新しました。 『世界のPC大手、台湾のASUS、スマートフォン「ZenFone6...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @kfyyh0927: インディ開幕まで　あと　１０日　じゃ！！　(写真：佐藤琢磨公式...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@Tessa_824 really out here using Microsoft wor...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>280. 이시다 아유미, 사야시 리호 https://t.co/PHzacskbpz</td>\n",
+       "      <td>RT @yaruki_arimi: ＼Podcastの最新話でたよ！／\\n\\n今週は「親友の...</td>\n",
+       "      <td>@GarethBrown @ThomasMaurer That’s correct - ht...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>🇺🇸ミッキーのオムツケーキは大人気です👶🎉\\n.\\n男の子の出産祝いにどうぞ😊✨ https...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>THQ doing that AMA was dumb, but people from M...</td>\n",
+       "      <td>世界のPC大手、台湾のASUS、スマートフォン「ZenFone6」を発表？ https://...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>RT @green_tea_niji: 声優 陶山恵実里さんが歌う\\nリフレクトムーンの新曲...</td>\n",
+       "      <td>RT @Xbox: Seven historic cars, seventy thousan...</td>\n",
+       "      <td>ASUS Zenfone 5 Lite - Rouge\\n\\nASUS Zenfone 5 ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Que peligro tan hp, no sabía q los médicos ten...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @Bright: Getest: de #Hololens2 die je hand-...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>RT @TaylorMadeGolf: Special guest @NiallOffici...</td>\n",
+       "      <td>RT @nullenc0de: Looks like I was only scraping...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @Xbox: The Season of the Dragon is upon us,...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>@EhhItsOk @KylePlantEmoji That's 1 hp per step...</td>\n",
+       "      <td>RT @colopl_dreaming: 💿ゆめライブCD情報💿\\n\\n3ndシングル「Ma...</td>\n",
+       "      <td>RT @Siber_Bulten: Microsoft’un ABD ordusuyla y...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>RT @mashio_fuguta: 【譲渡/お譲り】【拡散希望】\\n2019年3月23日(...</td>\n",
+       "      <td>RT @EDinarWorldwide: 🔺 Apple Taps Blockchain t...</td>\n",
+       "      <td>Sadarbībā ar @RigaTechGirls 6. martā, Microsof...</td>\n",
+       "      <td>@togihara 動画だけで熱持ちますよ。。。(Nexus7のほうがマシレベルっす)\\n↓...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>@hp_hp25 闇が深い！？</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @diegompc: Telefónica convierte a Microsoft...</td>\n",
+       "      <td>@Chiseldrs HAHAHA😂😂😂  asus</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>&amp;lt;silently eats an apple&amp;gt;</td>\n",
+       "      <td>RT @nypost: Microsoft employees demand company...</td>\n",
+       "      <td>@ASUS_ROG_FR @lecomptoir Vous devriez faire ju...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>RT @Vampiroperver: 🔴🔴🔴🔴🤣🤣🤣En Cadena Internacio...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>The application of @HoloLens in the health sec...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @Dominikow_: Por algum acaso o orixá pra qu...</td>\n",
+       "      <td>Microsoft's answer to Chromebooks may be 'Lite...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>@solodallamente @FjonaCakalli vabbè cosa c’ent...</td>\n",
+       "      <td>RT @ArvinK: @shaun_riordan @APPSPolicyForum @O...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>Is Spotify really that much better than Apple ...</td>\n",
+       "      <td>Microsoft’un ABD ordusuyla yaptığı anlaşma çal...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>Ujung2ny cm main hp ntn film buka ig wa line b...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>ExxonMobil leading the energy sector with its ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>RT @FujifilmJP_sp: 教室を思い出写真でいっぱいに。\\n#教室アルバム アイ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@Rangor Hehe, well on the contrary, most of th...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @qikipedia: One of the alert sounds on Mac ...</td>\n",
+       "      <td>Discover ways to extend your on-premises IT of...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Students can build apps bots and AI using Micr...</td>\n",
+       "      <td>Polewali kurang apalagi sdh ada pusat IT dan s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>気になってスキルマにしたけど毎ターン3000もHP増えて草</td>\n",
+       "      <td>Zuckerberg reportedly told Facebook execs to u...</td>\n",
+       "      <td>RT @MenzoFN: 🤑VOICI MON SHOP🤑\\nLes différents ...</td>\n",
+       "      <td>RT @Okama_Sorteos: #SORTEO RTX 2060\\n\\n1️⃣ RT\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @oro1_: アイスリンク仙台HP NEW OPEN✨\\nhttps://t.co/...</td>\n",
+       "      <td>RT @sommy_mufc: I just received a notification...</td>\n",
+       "      <td>RT @Xbox: Unmask the newest DLC and play as Ob...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @AlbaniaOC: #PaseDeLista \"NO QUEREMOS TERMI...</td>\n",
+       "      <td>@apple_nasty Считаю, что мастера должны давать...</td>\n",
+       "      <td>Ab Version 1.51 kann Microsoft ToDo mit mehrer...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>RT @KanaNakanishi: https://t.co/zLnPfc9g5Q</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Ergebnis des Schultages: Der Unterschied zwisc...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>For those who want to look more of chump than ...</td>\n",
+       "      <td>RT @WSJ: Opinion: The integrity of U.S. defens...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>@suspiciousbees +10 hp</td>\n",
+       "      <td>RT @Beats1: China's @layzhang is on with @trav...</td>\n",
+       "      <td>Capital Investment Services Of America Decreas...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @avgorkemgokce: Dünyanın en itibarlı markal...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>https://t.co/6G4y8w9WeY</td>\n",
+       "      <td>Je m'éclate sur #CSRRacing pour Windows, tu vi...</td>\n",
+       "      <td>Asus presenta il nuovo GS30  https://t.co/7AXI...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>@suama2001 ご参加ありがとうございます！！\\n抽選結果はムービーをご覧ください！\\...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @kitgurupress: We’ll be seeing Microsoft’s ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>@mondo1959 鵜飼さんこんばんわ！元気になられたようで何よりです😂でもご無理なさらぬ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @hirax: 紙の「新聞」を読んで面白かった一節。（MicrosoftのHolole...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆RTで応募／\\n✨ゴー☆ジャスが宴会にきてくれる✨...</td>\n",
+       "      <td>https://t.co/RZ8fWLv3o9</td>\n",
+       "      <td>RT @NITE2MU: ระบบ Hololens ที่พัฒนาโดย Microso...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>お知らせです。\\n現在我龍のHP稼働停止しています。再稼働に向け取り組んでいますが、しばらく...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @spectatorindex: Most prestigious internshi...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@lelangacc_erpe zap integromat, ada baru pake ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>RT @metao002: キングプロテア、HP4万近くまで上がるの草 https://t....</td>\n",
+       "      <td>@SHERIA_KKK Apple Watch Series 2！NIKE +が欲しいです！</td>\n",
+       "      <td>RT @maryjofoley: Windows Server IoT 2019 joins...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>RT @Larissacostas: En el continente africano h...</td>\n",
+       "      <td>@Apple_rmy46 中日が3位か</td>\n",
+       "      <td>How building robots together is opening doors ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>RT @mononokean_tv: 【場面写】\\n公式HPにて第9話のあらすじを公開中☆\\...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Microsoft reportedly exploring new partnership...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>RT @pfeasy: レベル15のプロテアHP4653でスキル１の無限増殖Lv5を発動させ...</td>\n",
+       "      <td>The latest #SoccerPM podcast is available now!...</td>\n",
+       "      <td>From retailers to automotive manufacturers, le...</td>\n",
+       "      <td>A budget friendly smartphone made for you. Cal...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @UnicornWal: 🎁 #GIVEAWAY : REMPORTE UN SWEA...</td>\n",
+       "      <td>RT @KYK_Sakarya: Muhammed Fatih Safitürk Yurdu...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>RT @PartaiSocmed: Bagi teman2 yg belum sempat ...</td>\n",
+       "      <td>@gowonthecreator i think you really have to se...</td>\n",
+       "      <td>We’ll be seeing Microsoft’s PC gaming improvem...</td>\n",
+       "      <td>Which one do I buy? 🤔 the Asus has height adju...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>@tomotan999 ありがとうでーす！☺️🎶\\nさわやか是非一度は行ってみてくださいー！...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@ireaderinokun In 2017 i attended a Microsoft ...</td>\n",
+       "      <td>RT @DINOMARKET: Cuma mau kasih tau Asus Zenfon...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>\"Microsoft and VMware are working on a partner...</td>\n",
+       "      <td>RT @CMG_eSports: Setup in need of an upgrade? ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>RT @6hisui0: 記録更新ｷﾀ━━━━(ﾟ∀ﾟ)━━━━!! https://t.c...</td>\n",
+       "      <td>Descubren el reto mensual para el Día de la Mu...</td>\n",
+       "      <td>https://t.co/7ARNvgg46f Philips showcases uniq...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>@okimotoaona あけとくか🤦‍♀️</td>\n",
+       "      <td>RT @arianaonchart: .@ArianaGrande's \"7 rings\" ...</td>\n",
+       "      <td>Announcing Azure Integration Service Environme...</td>\n",
+       "      <td>#ASUS #ZenFone now supported #architectural ht...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>Produk ECO RACING dan Peluang usahanya :\\n\\nht...</td>\n",
+       "      <td>If you are an Athlete and you think your highl...</td>\n",
+       "      <td>Todos los contenidos de Halo Reach, gratis en ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @mayla_classic: ■ ノベルティ ■\\n\\n今しか手に入らない\\nマイラ...</td>\n",
+       "      <td>RT @qikipedia: One of the alert sounds on Mac ...</td>\n",
+       "      <td>Become MCSD Certified: Advantages of Passing Y...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @autaApp: Do you need your refrigerator, st...</td>\n",
+       "      <td>Get started with Microsoft 365 Business #busin...</td>\n",
+       "      <td>@derpingard but Lyra then you totally cannot u...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>.@BlackGirlsCode will inspire the next generat...</td>\n",
+       "      <td>RT @CyberDyne__lnc: 🖥懸賞＆プレゼントキャンペーン📱\\n\\n『Apple...</td>\n",
+       "      <td>Microsoft giving us Jedi Academy and Republic ...</td>\n",
+       "      <td>@yourguymat Asus.... amooor\\n\\nhttps://t.co/x4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>せっかく観音１スキでチマチマとHP削って、あと１、２発って\\n所でタワー下へ逃げ込む太白を、...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @ahmedjr_16: 35 Best #IT Training &amp;amp; #Ce...</td>\n",
+       "      <td>RT @DeanAzman_: Aku nak amek course computer e...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>Chris Williamson: Tom Watson demands Labour su...</td>\n",
+       "      <td>RT @imcdnzl: The pitching process is broken - ...</td>\n",
+       "      <td>RT @CMG_eSports: Setup in need of an upgrade? ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>普段数値順とか見ないから気づかんかったけど、ATK順だと上40は☆5なのにHP順で上20に入...</td>\n",
+       "      <td>RT @bungosd_anime: 【INFO】3/13(水)から全国の一部郵便局にて「文...</td>\n",
+       "      <td>RT @VWGroup_DE: Nur noch zwei Stunden bis zum ...</td>\n",
+       "      <td>https://t.co/uHkFFhBxO3 ASUS ROG Strix RTX 208...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>جمعت 190 نجمة في لعبة #كلمات_متقاطعة\\nاندرويد ...</td>\n",
+       "      <td>#EnterpriseResourcePlanning, a business manage...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>カンストダメ（三枚目はHPダメージアップ無しの数値） https://t.co/GkcndJ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @TomoboxHQ: We're going live! Tomorrow at 8...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...</td>\n",
+       "      <td>ほんまええ曲やな https://t.co/ci4hvoaGxI</td>\n",
+       "      <td>Ako lang naman yung taga next sa microsoft , l...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>RT @DQ_BUILDERS2: DQビルダーズ2の追加DLC第1弾「和風パック」の詳細内...</td>\n",
+       "      <td>I’m in love I’m in love with a girl that body ...</td>\n",
+       "      <td>Menlo Advisors Holding in Microsoft $MSFT Has ...</td>\n",
+       "      <td>@ASUS_ZenBlog コレクションに欲しいけど実用にはキツそう！</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>#socialmedia Apple : des abonnements à des tar...</td>\n",
+       "      <td>В Microsoft, предположительно, работают над во...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @ben_mwong: ตามเรื่อง #พรบไซเบอร์ แล้วลองมา...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88</th>\n",
+       "      <td>@blackluw3 今はちょっと食べる気力すらないですね…╭(›´ω`‹ )╮\\nでも何と...</td>\n",
+       "      <td>RT @Edinarcoin_ID: 🔺 Apple Taps Blockchain unt...</td>\n",
+       "      <td>Our Microsoft Project Level 2 course will buil...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>RT @maaku_p17n: 「アポリアを穿つ」の配信が、各配信サイト（iTunesやAp...</td>\n",
+       "      <td>Instantly restore your Azure Virtual Machines ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>90 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   hp  \\\n",
+       "0   RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "1   RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "2   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "3   RT @kfyyh0927: インディ開幕まで　あと　１０日　じゃ！！　(写真：佐藤琢磨公式...   \n",
+       "4        280. 이시다 아유미, 사야시 리호 https://t.co/PHzacskbpz   \n",
+       "5   🇺🇸ミッキーのオムツケーキは大人気です👶🎉\\n.\\n男の子の出産祝いにどうぞ😊✨ https...   \n",
+       "6   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "7   Que peligro tan hp, no sabía q los médicos ten...   \n",
+       "8   RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "9   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "10  @EhhItsOk @KylePlantEmoji That's 1 hp per step...   \n",
+       "11  RT @mashio_fuguta: 【譲渡/お譲り】【拡散希望】\\n2019年3月23日(...   \n",
+       "12                                    @hp_hp25 闇が深い！？   \n",
+       "13  RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "14  RT @Vampiroperver: 🔴🔴🔴🔴🤣🤣🤣En Cadena Internacio...   \n",
+       "15  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "16  RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "17  RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "18  Ujung2ny cm main hp ntn film buka ig wa line b...   \n",
+       "19  RT @FujifilmJP_sp: 教室を思い出写真でいっぱいに。\\n#教室アルバム アイ...   \n",
+       "20  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "21  RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...   \n",
+       "22                      気になってスキルマにしたけど毎ターン3000もHP増えて草   \n",
+       "23  RT @oro1_: アイスリンク仙台HP NEW OPEN✨\\nhttps://t.co/...   \n",
+       "24  RT @AlbaniaOC: #PaseDeLista \"NO QUEREMOS TERMI...   \n",
+       "25         RT @KanaNakanishi: https://t.co/zLnPfc9g5Q   \n",
+       "26  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "27                             @suspiciousbees +10 hp   \n",
+       "28  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "29  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "..                                                ...   \n",
+       "60  @suama2001 ご参加ありがとうございます！！\\n抽選結果はムービーをご覧ください！\\...   \n",
+       "61  @mondo1959 鵜飼さんこんばんわ！元気になられたようで何よりです😂でもご無理なさらぬ...   \n",
+       "62  RT @HP_gurume: ＼フォロー＆RTで応募／\\n✨ゴー☆ジャスが宴会にきてくれる✨...   \n",
+       "63  お知らせです。\\n現在我龍のHP稼働停止しています。再稼働に向け取り組んでいますが、しばらく...   \n",
+       "64  RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "65  RT @metao002: キングプロテア、HP4万近くまで上がるの草 https://t....   \n",
+       "66  RT @Larissacostas: En el continente africano h...   \n",
+       "67  RT @mononokean_tv: 【場面写】\\n公式HPにて第9話のあらすじを公開中☆\\...   \n",
+       "68  RT @pfeasy: レベル15のプロテアHP4653でスキル１の無限増殖Lv5を発動させ...   \n",
+       "69  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "70  RT @PartaiSocmed: Bagi teman2 yg belum sempat ...   \n",
+       "71  @tomotan999 ありがとうでーす！☺️🎶\\nさわやか是非一度は行ってみてくださいー！...   \n",
+       "72  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "73  RT @6hisui0: 記録更新ｷﾀ━━━━(ﾟ∀ﾟ)━━━━!! https://t.c...   \n",
+       "74                             @okimotoaona あけとくか🤦‍♀️   \n",
+       "75  Produk ECO RACING dan Peluang usahanya :\\n\\nht...   \n",
+       "76  RT @mayla_classic: ■ ノベルティ ■\\n\\n今しか手に入らない\\nマイラ...   \n",
+       "77  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "78  .@BlackGirlsCode will inspire the next generat...   \n",
+       "79  せっかく観音１スキでチマチマとHP削って、あと１、２発って\\n所でタワー下へ逃げ込む太白を、...   \n",
+       "80  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "81  普段数値順とか見ないから気づかんかったけど、ATK順だと上40は☆5なのにHP順で上20に入...   \n",
+       "82  RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "83  カンストダメ（三枚目はHPダメージアップ無しの数値） https://t.co/GkcndJ...   \n",
+       "84  RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...   \n",
+       "85  RT @DQ_BUILDERS2: DQビルダーズ2の追加DLC第1弾「和風パック」の詳細内...   \n",
+       "86  RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "87  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "88  @blackluw3 今はちょっと食べる気力すらないですね…╭(›´ω`‹ )╮\\nでも何と...   \n",
+       "89  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "\n",
+       "                                                apple  \\\n",
+       "0   Apple CarPlay: Display im Auto konfigurieren h...   \n",
+       "1   RT @layzhang: I caught up with @travismills on...   \n",
+       "2   ➜Yuuko Hirose -WIND- https://t.co/WlTPeZ2EZj #...   \n",
+       "3   RT @layzhang: I caught up with @travismills on...   \n",
+       "4   RT @yaruki_arimi: ＼Podcastの最新話でたよ！／\\n\\n今週は「親友の...   \n",
+       "5   RT @layzhang: I caught up with @travismills on...   \n",
+       "6   RT @green_tea_niji: 声優 陶山恵実里さんが歌う\\nリフレクトムーンの新曲...   \n",
+       "7   RT @layzhang: I caught up with @travismills on...   \n",
+       "8   RT @TaylorMadeGolf: Special guest @NiallOffici...   \n",
+       "9   RT @layzhang: I caught up with @travismills on...   \n",
+       "10  RT @colopl_dreaming: 💿ゆめライブCD情報💿\\n\\n3ndシングル「Ma...   \n",
+       "11  RT @EDinarWorldwide: 🔺 Apple Taps Blockchain t...   \n",
+       "12  RT @layzhang: I caught up with @travismills on...   \n",
+       "13                     &lt;silently eats an apple&gt;   \n",
+       "14  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "15  RT @Dominikow_: Por algum acaso o orixá pra qu...   \n",
+       "16  @solodallamente @FjonaCakalli vabbè cosa c’ent...   \n",
+       "17  Is Spotify really that much better than Apple ...   \n",
+       "18  RT @layzhang: I caught up with @travismills on...   \n",
+       "19  RT @layzhang: I caught up with @travismills on...   \n",
+       "20  RT @qikipedia: One of the alert sounds on Mac ...   \n",
+       "21  RT @layzhang: I caught up with @travismills on...   \n",
+       "22  Zuckerberg reportedly told Facebook execs to u...   \n",
+       "23  RT @sommy_mufc: I just received a notification...   \n",
+       "24  @apple_nasty Считаю, что мастера должны давать...   \n",
+       "25  RT @layzhang: I caught up with @travismills on...   \n",
+       "26  For those who want to look more of chump than ...   \n",
+       "27  RT @Beats1: China's @layzhang is on with @trav...   \n",
+       "28  RT @layzhang: I caught up with @travismills on...   \n",
+       "29                            https://t.co/6G4y8w9WeY   \n",
+       "..                                                ...   \n",
+       "60  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "61  RT @layzhang: I caught up with @travismills on...   \n",
+       "62                            https://t.co/RZ8fWLv3o9   \n",
+       "63  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "64  RT @layzhang: I caught up with @travismills on...   \n",
+       "65     @SHERIA_KKK Apple Watch Series 2！NIKE +が欲しいです！   \n",
+       "66                                @Apple_rmy46 中日が3位か   \n",
+       "67  RT @layzhang: I caught up with @travismills on...   \n",
+       "68  The latest #SoccerPM podcast is available now!...   \n",
+       "69  RT @UnicornWal: 🎁 #GIVEAWAY : REMPORTE UN SWEA...   \n",
+       "70  @gowonthecreator i think you really have to se...   \n",
+       "71  RT @layzhang: I caught up with @travismills on...   \n",
+       "72  RT @layzhang: I caught up with @travismills on...   \n",
+       "73  Descubren el reto mensual para el Día de la Mu...   \n",
+       "74  RT @arianaonchart: .@ArianaGrande's \"7 rings\" ...   \n",
+       "75  If you are an Athlete and you think your highl...   \n",
+       "76  RT @qikipedia: One of the alert sounds on Mac ...   \n",
+       "77  RT @autaApp: Do you need your refrigerator, st...   \n",
+       "78  RT @CyberDyne__lnc: 🖥懸賞＆プレゼントキャンペーン📱\\n\\n『Apple...   \n",
+       "79  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "80  Chris Williamson: Tom Watson demands Labour su...   \n",
+       "81  RT @bungosd_anime: 【INFO】3/13(水)から全国の一部郵便局にて「文...   \n",
+       "82  جمعت 190 نجمة في لعبة #كلمات_متقاطعة\\nاندرويد ...   \n",
+       "83  RT @layzhang: I caught up with @travismills on...   \n",
+       "84                   ほんまええ曲やな https://t.co/ci4hvoaGxI   \n",
+       "85  I’m in love I’m in love with a girl that body ...   \n",
+       "86  #socialmedia Apple : des abonnements à des tar...   \n",
+       "87  RT @layzhang: I caught up with @travismills on...   \n",
+       "88  RT @Edinarcoin_ID: 🔺 Apple Taps Blockchain unt...   \n",
+       "89  RT @maaku_p17n: 「アポリアを穿つ」の配信が、各配信サイト（iTunesやAp...   \n",
+       "\n",
+       "                                            microsoft  \\\n",
+       "0   RT @MSEurope: Great opportunity to know more a...   \n",
+       "1   RT @WhiteBit6: Microsoft Wants to Help Make Yo...   \n",
+       "2   RT @mtholfsen: Ready to get started with @Micr...   \n",
+       "3   @Tessa_824 really out here using Microsoft wor...   \n",
+       "4   @GarethBrown @ThomasMaurer That’s correct - ht...   \n",
+       "5   THQ doing that AMA was dumb, but people from M...   \n",
+       "6   RT @Xbox: Seven historic cars, seventy thousan...   \n",
+       "7   RT @Bright: Getest: de #Hololens2 die je hand-...   \n",
+       "8   RT @nullenc0de: Looks like I was only scraping...   \n",
+       "9   RT @Xbox: The Season of the Dragon is upon us,...   \n",
+       "10  RT @Siber_Bulten: Microsoft’un ABD ordusuyla y...   \n",
+       "11  Sadarbībā ar @RigaTechGirls 6. martā, Microsof...   \n",
+       "12  RT @diegompc: Telefónica convierte a Microsoft...   \n",
+       "13  RT @nypost: Microsoft employees demand company...   \n",
+       "14  The application of @HoloLens in the health sec...   \n",
+       "15  Microsoft's answer to Chromebooks may be 'Lite...   \n",
+       "16  RT @ArvinK: @shaun_riordan @APPSPolicyForum @O...   \n",
+       "17  Microsoft’un ABD ordusuyla yaptığı anlaşma çal...   \n",
+       "18  ExxonMobil leading the energy sector with its ...   \n",
+       "19  @Rangor Hehe, well on the contrary, most of th...   \n",
+       "20  Discover ways to extend your on-premises IT of...   \n",
+       "21  Students can build apps bots and AI using Micr...   \n",
+       "22  RT @MenzoFN: 🤑VOICI MON SHOP🤑\\nLes différents ...   \n",
+       "23  RT @Xbox: Unmask the newest DLC and play as Ob...   \n",
+       "24  Ab Version 1.51 kann Microsoft ToDo mit mehrer...   \n",
+       "25  Ergebnis des Schultages: Der Unterschied zwisc...   \n",
+       "26  RT @WSJ: Opinion: The integrity of U.S. defens...   \n",
+       "27  Capital Investment Services Of America Decreas...   \n",
+       "28  RT @avgorkemgokce: Dünyanın en itibarlı markal...   \n",
+       "29  Je m'éclate sur #CSRRacing pour Windows, tu vi...   \n",
+       "..                                                ...   \n",
+       "60  RT @kitgurupress: We’ll be seeing Microsoft’s ...   \n",
+       "61  RT @hirax: 紙の「新聞」を読んで面白かった一節。（MicrosoftのHolole...   \n",
+       "62  RT @NITE2MU: ระบบ Hololens ที่พัฒนาโดย Microso...   \n",
+       "63  RT @spectatorindex: Most prestigious internshi...   \n",
+       "64  @lelangacc_erpe zap integromat, ada baru pake ...   \n",
+       "65  RT @maryjofoley: Windows Server IoT 2019 joins...   \n",
+       "66  How building robots together is opening doors ...   \n",
+       "67  Microsoft reportedly exploring new partnership...   \n",
+       "68  From retailers to automotive manufacturers, le...   \n",
+       "69  RT @KYK_Sakarya: Muhammed Fatih Safitürk Yurdu...   \n",
+       "70  We’ll be seeing Microsoft’s PC gaming improvem...   \n",
+       "71  @ireaderinokun In 2017 i attended a Microsoft ...   \n",
+       "72  \"Microsoft and VMware are working on a partner...   \n",
+       "73  https://t.co/7ARNvgg46f Philips showcases uniq...   \n",
+       "74  Announcing Azure Integration Service Environme...   \n",
+       "75  Todos los contenidos de Halo Reach, gratis en ...   \n",
+       "76  Become MCSD Certified: Advantages of Passing Y...   \n",
+       "77  Get started with Microsoft 365 Business #busin...   \n",
+       "78  Microsoft giving us Jedi Academy and Republic ...   \n",
+       "79  RT @ahmedjr_16: 35 Best #IT Training &amp; #Ce...   \n",
+       "80  RT @imcdnzl: The pitching process is broken - ...   \n",
+       "81  RT @VWGroup_DE: Nur noch zwei Stunden bis zum ...   \n",
+       "82  #EnterpriseResourcePlanning, a business manage...   \n",
+       "83  RT @TomoboxHQ: We're going live! Tomorrow at 8...   \n",
+       "84  Ako lang naman yung taga next sa microsoft , l...   \n",
+       "85  Menlo Advisors Holding in Microsoft $MSFT Has ...   \n",
+       "86  В Microsoft, предположительно, работают над во...   \n",
+       "87  RT @ben_mwong: ตามเรื่อง #พรบไซเบอร์ แล้วลองมา...   \n",
+       "88  Our Microsoft Project Level 2 course will buil...   \n",
+       "89  Instantly restore your Azure Virtual Machines ...   \n",
+       "\n",
+       "                                                 asus  \n",
+       "0   Asus Dual-Band 802.11ac WiFi Router for $40 + ...  \n",
+       "1                  【徵求】\\n雲林 斗南\\nASUS筆電充電器 19V\\n借用到3/1  \n",
+       "2   アメブロを更新しました。 『世界のPC大手、台湾のASUS、スマートフォン「ZenFone6...  \n",
+       "3   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "4   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "5   世界のPC大手、台湾のASUS、スマートフォン「ZenFone6」を発表？ https://...  \n",
+       "6   ASUS Zenfone 5 Lite - Rouge\\n\\nASUS Zenfone 5 ...  \n",
+       "7   RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "8   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "9   RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "10  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "11  @togihara 動画だけで熱持ちますよ。。。(Nexus7のほうがマシレベルっす)\\n↓...  \n",
+       "12                         @Chiseldrs HAHAHA😂😂😂  asus  \n",
+       "13  @ASUS_ROG_FR @lecomptoir Vous devriez faire ju...  \n",
+       "14  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "15  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "16  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "17  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "18  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "19  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "20  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "21  Polewali kurang apalagi sdh ada pusat IT dan s...  \n",
+       "22  RT @Okama_Sorteos: #SORTEO RTX 2060\\n\\n1️⃣ RT\\...  \n",
+       "23  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "24  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "25  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "26  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "27  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "28  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "29  Asus presenta il nuovo GS30  https://t.co/7AXI...  \n",
+       "..                                                ...  \n",
+       "60  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "61  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "62  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "63  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "64  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "65  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "66  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "67  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "68  A budget friendly smartphone made for you. Cal...  \n",
+       "69  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "70  Which one do I buy? 🤔 the Asus has height adju...  \n",
+       "71  RT @DINOMARKET: Cuma mau kasih tau Asus Zenfon...  \n",
+       "72  RT @CMG_eSports: Setup in need of an upgrade? ...  \n",
+       "73  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "74  #ASUS #ZenFone now supported #architectural ht...  \n",
+       "75  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "76  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "77  @derpingard but Lyra then you totally cannot u...  \n",
+       "78  @yourguymat Asus.... amooor\\n\\nhttps://t.co/x4...  \n",
+       "79  RT @DeanAzman_: Aku nak amek course computer e...  \n",
+       "80  RT @CMG_eSports: Setup in need of an upgrade? ...  \n",
+       "81  https://t.co/uHkFFhBxO3 ASUS ROG Strix RTX 208...  \n",
+       "82  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "83  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "84  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "85                @ASUS_ZenBlog コレクションに欲しいけど実用にはキツそう！  \n",
+       "86  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "87  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "88  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "89  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "\n",
+       "[90 rows x 4 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tweet_text = [[tweet.text for tweet in tweets] for tweets in results]\n",
+    "reshaped = [[] for i in range(shortest_list)]\n",
+    "\n",
+    "for item in tweet_text:\n",
+    "    index = 0\n",
+    "    for tweet in item:\n",
+    "        reshaped[index].append(tweet)\n",
+    "        if index == shortest_list - 1:\n",
+    "            break\n",
+    "        index += 1\n",
+    "        \n",
+    "data = pd.DataFrame(data=reshaped, columns= targets)\n",
+    "\n",
+    "display(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "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] Downloading package vader_lexicon to\n",
+      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1969
+    },
+    "colab_type": "code",
+    "id": "kQiYGQEqIZ3w",
+    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound': 0.0}\n"
+     ]
+    }
+   ],
+   "source": [
+    "SIA = SentimentIntensityAnalyzer()\n",
+    "\n",
+    "sentiments = {}\n",
+    "for target in targets:\n",
+    "    sentiments[target] = []\n",
+    "    \n",
+    "    for row in data[target]:\n",
+    "        polarity = SIA.polarity_scores(row)\n",
+    "        sentiments[target].append(polarity)\n",
+    "\n",
+    "print((sentiments[targets[0]])[2])\n",
+    "# se = pd.Series(listy)\n",
+    "# data['polarity'] = se.values\n",
+    "\n",
+    "# display(data.head(100))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "hp {'pos': 0.7977777777777778, 'neg': 0.5266666666666666, 'comp': 0.9940000000000001}\n",
+      "apple {'pos': 3.6255555555555556, 'neg': 0.9944444444444445, 'comp': 6.476222222222224}\n",
+      "microsoft {'pos': 6.8133333333333335, 'neg': 1.9555555555555555, 'comp': 10.70622222222222}\n",
+      "asus {'pos': 2.01, 'neg': 1.5288888888888887, 'comp': 1.2690000000000001}\n"
+     ]
+    }
+   ],
+   "source": [
+    "cummulative_sentiments = {}\n",
+    "\n",
+    "for key in sentiments:\n",
+    "    pos = 0\n",
+    "    neg = 0\n",
+    "    comp = 0\n",
+    "    for row in sentiments[key]:\n",
+    "        pos += row['pos']\n",
+    "#         print(pos)\n",
+    "        neg += row['neg']\n",
+    "        comp += row['compound']\n",
+    "    \n",
+    "    average_pos = (pos/len(sentiments[key]))*100 #CONVERT VALUES TO PERCENTAGE VALUE\n",
+    "    average_neg = (neg/len(sentiments[key]))*100\n",
+    "    average_comp = (comp/len(sentiments[key]))*100 if (comp/len(sentiments[key]))*100 > 0 else 0\n",
+    "    \n",
+    "    cummulative_sentiments[key] = {\"pos\" : average_pos, \"neg\" : average_neg, \"comp\" : average_comp}\n",
+    "for target in targets:\n",
+    "    \n",
+    "    print(target, cummulative_sentiments[target])\n",
+    "# print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for target in targets:\n",
+    "    plt.bar(height = [cummulative_sentiments[target][\"pos\"], cummulative_sentiments[target][\"neg\"], cummulative_sentiments[target][\"comp\"]], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
+    "\n",
+    "    plt.plot()\n"
+   ]
+  }
+ ],
+ "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": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Sentiment_Analysis.ipynb b/Sentiment_Analysis.ipynb
index 24cb3a5..39b2953 100644
--- a/Sentiment_Analysis.ipynb
+++ b/Sentiment_Analysis.ipynb
@@ -1,761 +1,811 @@
 {
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "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": [],
+   "source": [
+    "# !pip install pandas\n",
+    "# !pip install tweepy\n",
+    "# !pip install vaderSentiment\n",
+    "# !pip install tweepy\n",
+    "# !pip install PyHamcrest\n",
+    "# !pip install twython"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "VldzdttbGRT6"
+   },
+   "outputs": [],
+   "source": [
+    "import tweepy\n",
+    "import pandas as pd\n",
+    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {},
+    "colab_type": "code",
+    "id": "xoeDu5guGo-N"
+   },
+   "outputs": [],
+   "source": [
+    "#My Twitter API Authentication Variables\n",
+    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
+    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
+    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
+    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+   ]
   },
-  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 376
+    },
+    "colab_type": "code",
+    "id": "i41rn4KkG-iz",
+    "outputId": "0243083f-626d-4df7-e974-f51e1e9d7790"
+   },
+   "outputs": [
     {
-      "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"
+     "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>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Look at the music gods tryna bless us after a ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @AdamDriverFiles: When it’s been a long awa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @conrrrad: fun fact: beyoncé e jay-z si son...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Deep down i act like I’m okay but i really wan...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
       ],
-      "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"
-        }
+      "text/plain": [
+       "                                              Tweets\n",
+       "0  RT @BeyLegion: Guest list for Beyoncé &amp; JA...\n",
+       "1  Look at the music gods tryna bless us after a ...\n",
+       "2  RT @__Pchs: Beyoncé is really a celebrity even...\n",
+       "3  RT @aluapgf: quando vc é fã da Beyoncé e do Na...\n",
+       "4  RT @AdamDriverFiles: When it’s been a long awa...\n",
+       "5  RT @dietanimalfries: Today is Erykah Badu’s bi...\n",
+       "6  RT @aluapgf: quando vc é fã da Beyoncé e do Na...\n",
+       "7  RT @conrrrad: fun fact: beyoncé e jay-z si son...\n",
+       "8  Deep down i act like I’m okay but i really wan...\n",
+       "9  RT @seungwann: ONE OF THE MOST ICONIC AND FUNN..."
       ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
-      "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"
-      ],
-      "execution_count": 0,
-      "outputs": []
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2019-02-26 20:12:32\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('beyonce', 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"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 69
     },
+    "colab_type": "code",
+    "id": "6k_z5lpRIN4t",
+    "outputId": "e5f77812-a407-4ed0-8198-240dd01b2bec"
+   },
+   "outputs": [
     {
-      "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": [
+      "[nltk_data] Downloading package vader_lexicon to\n",
+      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+     ]
     },
     {
-      "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"
-        }
+     "data": {
+      "text/plain": [
+       "True"
       ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1969
     },
+    "colab_type": "code",
+    "id": "kQiYGQEqIZ3w",
+    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+   },
+   "outputs": [
     {
-      "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')"
+     "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>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Look at the music gods tryna bless us after a ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.865, 'pos': 0.135, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>RT @AdamDriverFiles: When it’s been a long awa...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>RT @conrrrad: fun fact: beyoncé e jay-z si son...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.809, 'pos': 0.191, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Deep down i act like I’m okay but i really wan...</td>\n",
+       "      <td>{'neg': 0.111, 'neu': 0.515, 'pos': 0.374, 'co...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>@akaworldwide Imagine her being the next Beyonce.</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>DJ Khaled ft. Beyonce &amp;amp; Jay Z - Digiwaxx M...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>RT @ohyeatb: nah bitch fr, Beyonce get yo sist...</td>\n",
+       "      <td>{'neg': 0.48, 'neu': 0.52, 'pos': 0.0, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>RT @abc13houston: 🎶Beyonce, can you handle thi...</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 @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>RT @ced_gaga16: Again.. Beyoncé’s version of A...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>RT @smalltownandrew: Democrats partied with Be...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>RT @CaucasianJames: beyonce wrote irreplaceabl...</td>\n",
+       "      <td>{'neg': 0.097, 'neu': 0.903, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>At this point,Beyoncé is the only unproblemati...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.738, 'pos': 0.262, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>RT @HealthCoachJaye: @ciacobu @sloan_kettering...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.6, 'pos': 0.4, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>RT @MidiaKPN: #KPNVideos | Vídeo de Katy Perry...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>@RepBarbaraLee Gregory Meeks, Barbara Lee, Bob...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Noah centineo...Beyoncé inviting anybody https...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.635, 'pos': 0.365, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>RT @_dxndi: What Beyoncé’s “No Angel” shoulda ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.815, 'pos': 0.185, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>RT @Bey_Legion: .@JeffBezos attend Beyoncé &amp;am...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>RT @UncleSego: Also im always on the black art...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.912, 'pos': 0.088, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>RT @BeyLegion: .@chadwickboseman, @KELLYROWLAN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>I wish I was the cockroach in Beyonce and Jay ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>@carlixann @qveenberr_ She told Beyoncé to mov...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>@Trophyxt that was in a Beyonce song and you r...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>@MrBeyonceFan You can’t marry your way into a ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.593, 'pos': 0.407, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>RT @Kay_Mantanga: Beyoncé is becoming such a s...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>RT @Paintwizard1: @NYAEYC @RepGregoryMeeks Gre...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>........???? So become Beyoncé overnight? Hear...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>nah bitch fr, Beyonce get yo sister before i c...</td>\n",
+       "      <td>{'neg': 0.542, 'neu': 0.458, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>RT @BeyonceHard: Hannah Beachler, que trabalho...</td>\n",
+       "      <td>{'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>🔥🔥🔥🔥🔥\\nBuy GHT token here at .000608 Eth = 1 G...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>@NYAEYC @RepGregoryMeeks Gregory Meeks, Barbar...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>RT @faythegenius: So glad Beyoncé invented mus...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.68, 'pos': 0.32, 'compou...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>eu amo tanto as musicas antigas da Beyoncé e d...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>@lemonando Então, ela já fumou. E sim, prejudi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69</th>\n",
+       "      <td>RT @BeyonceHard: Hannah Beachler, que trabalho...</td>\n",
+       "      <td>{'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Olha o que a festa da Beyoncé nos proporcionou...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>74 rows × 2 columns</p>\n",
+       "</div>"
       ],
-      "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
-        }
+      "text/plain": [
+       "                                               Tweets  \\\n",
+       "0   RT @BeyLegion: Guest list for Beyoncé &amp; JA...   \n",
+       "1   Look at the music gods tryna bless us after a ...   \n",
+       "2   RT @__Pchs: Beyoncé is really a celebrity even...   \n",
+       "3   RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "4   RT @AdamDriverFiles: When it’s been a long awa...   \n",
+       "5   RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "6   RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "7   RT @conrrrad: fun fact: beyoncé e jay-z si son...   \n",
+       "8   Deep down i act like I’m okay but i really wan...   \n",
+       "9   RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...   \n",
+       "10  @akaworldwide Imagine her being the next Beyonce.   \n",
+       "11  DJ Khaled ft. Beyonce &amp; Jay Z - Digiwaxx M...   \n",
+       "12  RT @ohyeatb: nah bitch fr, Beyonce get yo sist...   \n",
+       "13  RT @abc13houston: 🎶Beyonce, can you handle thi...   \n",
+       "14  RT @TheDailyShow: What do you do when you see ...   \n",
+       "15  RT @ced_gaga16: Again.. Beyoncé’s version of A...   \n",
+       "16  RT @smalltownandrew: Democrats partied with Be...   \n",
+       "17  RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "18  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "19  RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "20  RT @CaucasianJames: beyonce wrote irreplaceabl...   \n",
+       "21  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "22  At this point,Beyoncé is the only unproblemati...   \n",
+       "23  RT @HealthCoachJaye: @ciacobu @sloan_kettering...   \n",
+       "24  RT @MidiaKPN: #KPNVideos | Vídeo de Katy Perry...   \n",
+       "25  @RepBarbaraLee Gregory Meeks, Barbara Lee, Bob...   \n",
+       "26  Noah centineo...Beyoncé inviting anybody https...   \n",
+       "27  RT @_dxndi: What Beyoncé’s “No Angel” shoulda ...   \n",
+       "28  RT @Bey_Legion: .@JeffBezos attend Beyoncé &am...   \n",
+       "29  RT @UncleSego: Also im always on the black art...   \n",
+       "..                                                ...   \n",
+       "44  RT @BeyLegion: .@chadwickboseman, @KELLYROWLAN...   \n",
+       "45  I wish I was the cockroach in Beyonce and Jay ...   \n",
+       "46  @carlixann @qveenberr_ She told Beyoncé to mov...   \n",
+       "47  @Trophyxt that was in a Beyonce song and you r...   \n",
+       "48  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "49  @MrBeyonceFan You can’t marry your way into a ...   \n",
+       "50  RT @Kay_Mantanga: Beyoncé is becoming such a s...   \n",
+       "51  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "52  RT @Paintwizard1: @NYAEYC @RepGregoryMeeks Gre...   \n",
+       "53  ........???? So become Beyoncé overnight? Hear...   \n",
+       "54  nah bitch fr, Beyonce get yo sister before i c...   \n",
+       "55  RT @BeyonceHard: Hannah Beachler, que trabalho...   \n",
+       "56  RT @__Pchs: Beyoncé is really a celebrity even...   \n",
+       "57  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "58  🔥🔥🔥🔥🔥\\nBuy GHT token here at .000608 Eth = 1 G...   \n",
+       "59  @NYAEYC @RepGregoryMeeks Gregory Meeks, Barbar...   \n",
+       "60  RT @TheDailyShow: What do you do when you see ...   \n",
+       "61  RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "62  RT @TheDailyShow: What do you do when you see ...   \n",
+       "63  RT @faythegenius: So glad Beyoncé invented mus...   \n",
+       "64  RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...   \n",
+       "65  eu amo tanto as musicas antigas da Beyoncé e d...   \n",
+       "66  RT @BeyLegion: Guest list for Beyoncé &amp; JA...   \n",
+       "67  RT @TheDailyShow: What do you do when you see ...   \n",
+       "68  @lemonando Então, ela já fumou. E sim, prejudi...   \n",
+       "69  RT @BeyonceHard: Hannah Beachler, que trabalho...   \n",
+       "70  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "71  RT @TheDailyShow: What do you do when you see ...   \n",
+       "72  RT @TheDailyShow: What do you do when you see ...   \n",
+       "73  Olha o que a festa da Beyoncé nos proporcionou...   \n",
+       "\n",
+       "                                             polarity  \n",
+       "0   {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "1   {'neg': 0.0, 'neu': 0.865, 'pos': 0.135, 'comp...  \n",
+       "2   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "3   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "4   {'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...  \n",
+       "5   {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "6   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "7   {'neg': 0.0, 'neu': 0.809, 'pos': 0.191, 'comp...  \n",
+       "8   {'neg': 0.111, 'neu': 0.515, 'pos': 0.374, 'co...  \n",
+       "9   {'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...  \n",
+       "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "11  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "12  {'neg': 0.48, 'neu': 0.52, 'pos': 0.0, 'compou...  \n",
+       "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "14  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "15  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "16  {'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...  \n",
+       "17  {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "18  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "19  {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "20  {'neg': 0.097, 'neu': 0.903, 'pos': 0.0, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "22  {'neg': 0.0, 'neu': 0.738, 'pos': 0.262, 'comp...  \n",
+       "23  {'neg': 0.0, 'neu': 0.6, 'pos': 0.4, 'compound...  \n",
+       "24  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "25  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "26  {'neg': 0.0, 'neu': 0.635, 'pos': 0.365, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 0.815, 'pos': 0.185, 'comp...  \n",
+       "28  {'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 0.912, 'pos': 0.088, 'comp...  \n",
+       "..                                                ...  \n",
+       "44  {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "45  {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "46  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "47  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "48  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "49  {'neg': 0.0, 'neu': 0.593, 'pos': 0.407, 'comp...  \n",
+       "50  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "51  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "52  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "53  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "54  {'neg': 0.542, 'neu': 0.458, 'pos': 0.0, 'comp...  \n",
+       "55  {'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...  \n",
+       "56  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "57  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "58  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "59  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "60  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "61  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "62  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "63  {'neg': 0.0, 'neu': 0.68, 'pos': 0.32, 'compou...  \n",
+       "64  {'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...  \n",
+       "65  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "66  {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "67  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "68  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "69  {'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...  \n",
+       "70  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "71  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "72  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "73  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "\n",
+       "[74 rows x 2 columns]"
+      ]
+     },
+     "metadata": {},
+     "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))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Positive : 10.405405405405402 Negative : 2.1945945945945944 Compound : 21.592972972972966\n"
+     ]
+    }
+   ],
+   "source": [
+    "type(data['polarity'][4])\n",
+    "data['polarity'][4]\n",
+    "pos = 0\n",
+    "neg = 0\n",
+    "comp = 0\n",
+    "for row in data['polarity']:\n",
+    "    pos += row['pos']\n",
+    "    neg += row['neg']\n",
+    "    comp += row['compound']\n",
+    "    \n",
+    "average_pos = (pos/data['polarity'].size)*100\n",
+    "average_neg = (neg/data['polarity'].size)*100\n",
+    "average_comp = (comp/data['polarity'].size)*100 if (comp/data['polarity'].size)*100 > 0 else 0\n",
+    "\n",
+    "print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
       ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
-      "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))"
-      ],
-      "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",
-              "      <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": []
-          }
-        }
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAADJBJREFUeJzt3X+MpIVdx/H3p6CCpZo2t5ykBbdFWooIV7kSI1XBpgalBjCplTSGJk1PG2og0dSz/cMm/jo1Wo1WyNlSaC20xIogEKWlP65twHKHV34ISIuHIsgd0oRi5dfx9Y95Tq/H7e7s7uwN+733K7nszDPPzvPdnZv3PvPMzmyqCknS6veiaQ8gSZoMgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqYlDD+TG1qxZU7Ozswdyk5K06m3btu3RqppZaL0DGvTZ2Vm2bt16IDcpSatekgfGWc9DLpLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktTEAX2lqKQXttmN1097hLZ2bDprxbfhHrokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqYkFg57k6CSfS3J3kruSXDgsf1mSTye5b/j40pUfV5I0l3H20J8FfrWqXgv8CHBBkhOAjcBNVXUccNNwXpI0JQsGvaoerqrbhtPfBO4GXg6cDVw+rHY5cM5KDSlJWtiijqEnmQVeB/wjsLaqHoZR9IEjJz2cJGl8Ywc9yRHAp4CLqurxRXzehiRbk2zdtWvXUmaUJI1hrKAn+Q5GMf94Vf3NsPiRJEcNlx8F7Nzf51bV5qpaX1XrZ2ZmJjGzJGk/xvktlwAfBu6uqj/e66JrgfOH0+cD10x+PEnSuMb5i0WnAb8I3JFk+7DsvcAm4Kok7wD+DXjLyowoSRrHgkGvqi8BmePiN052HEnSUvlKUUlqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqYkFg57k0iQ7k9y517L3J/mPJNuHfz+zsmNKkhYyzh76ZcCZ+1n+gapaN/y7YbJjSZIWa8GgV9UW4LEDMIskaRmWcwz93UluHw7JvHRiE0mSlmSpQb8YOBZYBzwM/NFcKybZkGRrkq27du1a4uYkSQtZUtCr6pGq2l1VzwF/CZw6z7qbq2p9Va2fmZlZ6pySpAUsKehJjtrr7LnAnXOtK0k6MA5daIUkVwKnA2uSPAj8JnB6knVAATuAX1rBGSVJY1gw6FV13n4Wf3gFZpEkLYOvFJWkJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpo4dKEVklwKvBnYWVUnDsteBnwSmAV2AD9fVd9YuTFhduP1K3n1B7Udm86a9giSJmCcPfTLgDP3WbYRuKmqjgNuGs5LkqZowaBX1RbgsX0Wnw1cPpy+HDhnwnNJkhZpqcfQ11bVwwDDxyMnN5IkaSlW/EnRJBuSbE2yddeuXSu9OUk6aC016I8kOQpg+LhzrhWranNVra+q9TMzM0vcnCRpIUsN+rXA+cPp84FrJjOOJGmpFgx6kiuBm4HXJHkwyTuATcCbktwHvGk4L0maogV/D72qzpvjojdOeBZJ0jL4SlFJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKaMOiS1IRBl6QmDLokNWHQJamJQ5fzyUl2AN8EdgPPVtX6SQwlSVq8ZQV9cEZVPTqB65EkLYOHXCSpieUGvYAbk2xLsmESA0mSlma5h1xOq6qHkhwJfDrJPVW1Ze8VhtBvADjmmGOWuTlJ0lyWtYdeVQ8NH3cCVwOn7medzVW1vqrWz8zMLGdzkqR5LDnoSV6c5CV7TgM/Bdw5qcEkSYuznEMua4Grk+y5niuq6u8nMpUkadGWHPSquh84eYKzSJKWwV9blKQmDLokNWHQJakJgy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpCYMuSU0YdElqwqBLUhOHTnsA9TW78fppj9DWjk1nTXsEvQC5hy5JTRh0SWrCoEtSEwZdkpow6JLUhEGXpCYMuiQ1YdAlqQmDLklNGHRJasKgS1ITBl2SmjDoktSEQZekJgy6JDVh0CWpiWUFPcmZSe5N8rUkGyc1lCRp8ZYc9CSHAB8Efho4ATgvyQmTGkyStDjL2UM/FfhaVd1fVU8DnwDOnsxYkqTFWk7QXw78+17nHxyWSZKmYDl/JDr7WVbPWynZAGwYzj6R5N5lbHM1WQM8Ou0hxpHfn/YELwir5vYCb7PBwXSbff84Ky0n6A8CR+91/hXAQ/uuVFWbgc3L2M6qlGRrVa2f9hwaj7fX6uNt9nzLOeRyK3Bcklcm+U7gF4BrJzOWJGmxlryHXlXPJnk38A/AIcClVXXXxCaTJC3Kcg65UFU3ADdMaJZuDrrDTKuct9fq4222j1Q973lMSdIq5Ev/JakJgz6mJGuTXJHk/iTbktyc5NwJXO/nk/hM/QpLsjvJ9iRfTXJbkh9d5Oe/P8mvrdR83ST5viSfSPL1JP+c5IYkr572XIuV5Ilpz7AYBn0MSQL8LbClql5VVacw+q2eV0x3Mi3C/1TVuqo6GfgN4PemPVBXw/3lauDzVXVsVZ0AvBdYO93J+jPo4/lJ4OmqumTPgqp6oKr+LMlhST6S5I4k/5TkDIB5lh8+7LncnuSTwOHT+ZIOat8DfAMgyRFJbhr22u9I8n9vX5HkfcObz30GeM20hl2FzgCe2ef+sh34UpI/THLn8L1+K0CS05N8IclVSf4lyaYkb0vylWG9Y4f1LktySZIvDuu9eVg+133t7Un+fM8MSa5Lcvpw+okkvzM8Yrslydph+SuHR9+3JvmtA/T9mphl/ZbLQeQHgdvmuOwCgKr6oSTHAzcODy3nWv4u4FtVdVKSk+a5Xk3W4Um2A4cBRzH6IQ3wJHBuVT2eZA1wS5JrgR9m9CjsdYzuJ7cB2w782KvSiez/e/VzwDrgZEav8rw1yZbhspOB1wKPAfcDH6qqU5NcCPwKcNGw3izwE8CxwOeS/ABz39fm82Lglqp6X5I/AN4J/Dbwp8DFVfXRJBcs/kufLvfQlyDJB4ef7LcCbwA+BlBV9wAPAK+eZ/mPA381LL8duP2AfwEHpz2HXI4HzgQ+OhwaCPC7SW4HPsPo/YjWAj8GXF1V36qqx/FFc5PwBuDKqtpdVY8AXwBeP1x2a1U9XFVPAV8HbhyW38Eo4ntcVVXPVdV9jMJ/PHPf1+bzNHDdcHrbXts4DbhyOP2xxX6B02bQx3MXoz02AKrqAuCNwAz7f08b5lkO+3nPGx04VXUzoz3EGeBtw8dTqmod8AijvXjwdlqqu4BT9rN8vvvEU3udfm6v88/x7UcS9r1Nap7rfZZvb9xhe51+pv7/d7Z3L7CNVcOgj+ezwGFJ3rXXsu8ePm5hFAWGh3nHAPeOufxE4KQDML/2MjwsPwT4L+B7gZ1V9cxw7HXPmyBtAc4dnvN4CfCz05l2Vfos8F1J3rlnQZLXM3re4q1JDkkyw+jR6lcWed1vSfKi4bj6q5j/vrYDWDesfzSjt/xeyJcZHWpjz3WuJh5DH0NVVZJzgA8keQ+wC/hv4NeBa4BLktzBaI/g7VX1VJK/mGP5xcBHhof421n8f2gtzZ5j6DDaozu/qnYn+Tjwd0m2Mro97gGoqtuGJ623M3oI/8VpDL0aDfeXc4E/yegvmT3JKK4XAUcAX2W0F/yeqvrP4QfsuO5ldKhmLfDLVfXkPPe1LwP/yuiwzZ2M93zVhcAVw7H7Ty1irhcEXykqaVVIchlwXVX99bRneaHykIskNeEeuiQ14R66JDVh0CWpCYMuSU0YdElqwqBLUhMGXZKa+F8iUNI4z2X0HgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
       ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
-  ]
+   ],
+   "source": [
+    "\n",
+    "plt.bar(height = [average_pos, average_neg, average_comp], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
+    "plt.plot()\n"
+   ]
+  }
+ ],
+ "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": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
 }

From b16f6d8c3bcf7508a0221d83025731ede3b1369f Mon Sep 17 00:00:00 2001
From: Inyang Kpongette <31896598+dtekluva@users.noreply.github.com>
Date: Tue, 5 Mar 2019 20:15:12 +0100
Subject: [PATCH 2/3] hello

---
 .../Sentiment compare-checkpoint.ipynb        | 1134 ++++++++++-------
 Sentiment compare.ipynb                       |    8 +-
 2 files changed, 671 insertions(+), 471 deletions(-)

diff --git a/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb b/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb
index 92bd32d..3488b02 100644
--- a/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb	
+++ b/.ipynb_checkpoints/Sentiment compare-checkpoint.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 77,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 81,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -35,12 +35,14 @@
     "import tweepy\n",
     "import pandas as pd\n",
     "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import ast"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 82,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -49,15 +51,15 @@
    "outputs": [],
    "source": [
     "#My Twitter API Authentication Variables\n",
-    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
-    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
-    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
-    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 91,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -67,167 +69,44 @@
     "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>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                              Tweets\n",
-       "0  @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...\n",
-       "1  RT @beygency: Jay Z and Beyoncé accept BRIT Aw...\n",
-       "2  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "3  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "4  RT @okayplayer: Beyoncé and JAY-Z accept their...\n",
-       "5  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...\n",
-       "6  RT @Carokaylin: And to those who were complain...\n",
-       "7  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "8  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...\n",
-       "9  Y’all compared us Sussex Fans to the behive.. ..."
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2019-02-20 21:53:54\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "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('beyonce', count=200)\n",
+    "targets = [\"hp\", \"apple\", \"microsoft\", \"asus\"]\n",
+    "results = []\n",
+    "number_of_tweets = 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"
+    "for item in targets:\n",
+    "    results.append(api.search(item, count=number_of_tweets))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 69
-    },
-    "colab_type": "code",
-    "id": "6k_z5lpRIN4t",
-    "outputId": "e5f77812-a407-4ed0-8198-240dd01b2bec"
-   },
+   "execution_count": 92,
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[nltk_data] Downloading package vader_lexicon to\n",
-      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
-      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+      "90\n"
      ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 110,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
-    "import nltk\n",
-    "nltk.download('vader_lexicon')"
+    "shortest_list = min((len(x) for x in results))\n",
+    "print(shortest_list)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 93,
    "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 1969
-    },
-    "colab_type": "code",
-    "id": "kQiYGQEqIZ3w",
-    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+    "scrolled": true
    },
    "outputs": [
     {
@@ -251,449 +130,699 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Tweets</th>\n",
-       "      <th>polarity</th>\n",
+       "      <th>hp</th>\n",
+       "      <th>apple</th>\n",
+       "      <th>microsoft</th>\n",
+       "      <th>asus</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>Apple CarPlay: Display im Auto konfigurieren h...</td>\n",
+       "      <td>RT @MSEurope: Great opportunity to know more a...</td>\n",
+       "      <td>Asus Dual-Band 802.11ac WiFi Router for $40 + ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @WhiteBit6: Microsoft Wants to Help Make Yo...</td>\n",
+       "      <td>【徵求】\\n雲林 斗南\\nASUS筆電充電器 19V\\n借用到3/1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>➜Yuuko Hirose -WIND- https://t.co/WlTPeZ2EZj #...</td>\n",
+       "      <td>RT @mtholfsen: Ready to get started with @Micr...</td>\n",
+       "      <td>アメブロを更新しました。 『世界のPC大手、台湾のASUS、スマートフォン「ZenFone6...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @kfyyh0927: インディ開幕まで　あと　１０日　じゃ！！　(写真：佐藤琢磨公式...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@Tessa_824 really out here using Microsoft wor...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <td>280. 이시다 아유미, 사야시 리호 https://t.co/PHzacskbpz</td>\n",
+       "      <td>RT @yaruki_arimi: ＼Podcastの最新話でたよ！／\\n\\n今週は「親友の...</td>\n",
+       "      <td>@GarethBrown @ThomasMaurer That’s correct - ht...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "      <td>🇺🇸ミッキーのオムツケーキは大人気です👶🎉\\n.\\n男の子の出産祝いにどうぞ😊✨ https...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>THQ doing that AMA was dumb, but people from M...</td>\n",
+       "      <td>世界のPC大手、台湾のASUS、スマートフォン「ZenFone6」を発表？ https://...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
-       "      <td>{'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...</td>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>RT @green_tea_niji: 声優 陶山恵実里さんが歌う\\nリフレクトムーンの新曲...</td>\n",
+       "      <td>RT @Xbox: Seven historic cars, seventy thousan...</td>\n",
+       "      <td>ASUS Zenfone 5 Lite - Rouge\\n\\nASUS Zenfone 5 ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>Que peligro tan hp, no sabía q los médicos ten...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @Bright: Getest: de #Hololens2 die je hand-...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>RT @TaylorMadeGolf: Special guest @NiallOffici...</td>\n",
+       "      <td>RT @nullenc0de: Looks like I was only scraping...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @Xbox: The Season of the Dragon is upon us,...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <td>@EhhItsOk @KylePlantEmoji That's 1 hp per step...</td>\n",
+       "      <td>RT @colopl_dreaming: 💿ゆめライブCD情報💿\\n\\n3ndシングル「Ma...</td>\n",
+       "      <td>RT @Siber_Bulten: Microsoft’un ABD ordusuyla y...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <td>RT @mashio_fuguta: 【譲渡/お譲り】【拡散希望】\\n2019年3月23日(...</td>\n",
+       "      <td>RT @EDinarWorldwide: 🔺 Apple Taps Blockchain t...</td>\n",
+       "      <td>Sadarbībā ar @RigaTechGirls 6. martā, Microsof...</td>\n",
+       "      <td>@togihara 動画だけで熱持ちますよ。。。(Nexus7のほうがマシレベルっす)\\n↓...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <td>@hp_hp25 闇が深い！？</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @diegompc: Telefónica convierte a Microsoft...</td>\n",
+       "      <td>@Chiseldrs HAHAHA😂😂😂  asus</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>&amp;lt;silently eats an apple&amp;gt;</td>\n",
+       "      <td>RT @nypost: Microsoft employees demand company...</td>\n",
+       "      <td>@ASUS_ROG_FR @lecomptoir Vous devriez faire ju...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @Vampiroperver: 🔴🔴🔴🔴🤣🤣🤣En Cadena Internacio...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>The application of @HoloLens in the health sec...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @Dominikow_: Por algum acaso o orixá pra qu...</td>\n",
+       "      <td>Microsoft's answer to Chromebooks may be 'Lite...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>RT @phillippatekk: Beyoncé and Jay Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...</td>\n",
+       "      <td>RT @Suharno41747558: HARNO BADUT:  menyewakan,...</td>\n",
+       "      <td>@solodallamente @FjonaCakalli vabbè cosa c’ent...</td>\n",
+       "      <td>RT @ArvinK: @shaun_riordan @APPSPolicyForum @O...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>Is Spotify really that much better than Apple ...</td>\n",
+       "      <td>Microsoft’un ABD ordusuyla yaptığı anlaşma çal...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>RT @BreckenFowler: My niece loves some @Beyonc...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...</td>\n",
+       "      <td>Ujung2ny cm main hp ntn film buka ig wa line b...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>ExxonMobil leading the energy sector with its ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <td>RT @FujifilmJP_sp: 教室を思い出写真でいっぱいに。\\n#教室アルバム アイ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@Rangor Hehe, well on the contrary, most of th...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @qikipedia: One of the alert sounds on Mac ...</td>\n",
+       "      <td>Discover ways to extend your on-premises IT of...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Students can build apps bots and AI using Micr...</td>\n",
+       "      <td>Polewali kurang apalagi sdh ada pusat IT dan s...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <td>気になってスキルマにしたけど毎ターン3000もHP増えて草</td>\n",
+       "      <td>Zuckerberg reportedly told Facebook execs to u...</td>\n",
+       "      <td>RT @MenzoFN: 🤑VOICI MON SHOP🤑\\nLes différents ...</td>\n",
+       "      <td>RT @Okama_Sorteos: #SORTEO RTX 2060\\n\\n1️⃣ RT\\...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>RT @BeyCollection: The Carters win Best Intern...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...</td>\n",
+       "      <td>RT @oro1_: アイスリンク仙台HP NEW OPEN✨\\nhttps://t.co/...</td>\n",
+       "      <td>RT @sommy_mufc: I just received a notification...</td>\n",
+       "      <td>RT @Xbox: Unmask the newest DLC and play as Ob...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @AlbaniaOC: #PaseDeLista \"NO QUEREMOS TERMI...</td>\n",
+       "      <td>@apple_nasty Считаю, что мастера должны давать...</td>\n",
+       "      <td>Ab Version 1.51 kann Microsoft ToDo mit mehrer...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
-       "      <td>I know Beyoncé too way 😂😂 she’s so funny ahh I...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...</td>\n",
+       "      <td>RT @KanaNakanishi: https://t.co/zLnPfc9g5Q</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Ergebnis des Schultages: Der Unterschied zwisc...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...</td>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>For those who want to look more of chump than ...</td>\n",
+       "      <td>RT @WSJ: Opinion: The integrity of U.S. defens...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>@suspiciousbees +10 hp</td>\n",
+       "      <td>RT @Beats1: China's @layzhang is on with @trav...</td>\n",
+       "      <td>Capital Investment Services Of America Decreas...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @avgorkemgokce: Dünyanın en itibarlı markal...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>@morris_dasia @BRITs @Beyonce @S_C_ https://t....</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>https://t.co/6G4y8w9WeY</td>\n",
+       "      <td>Je m'éclate sur #CSRRacing pour Windows, tu vi...</td>\n",
+       "      <td>Asus presenta il nuovo GS30  https://t.co/7AXI...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...</td>\n",
+       "      <th>60</th>\n",
+       "      <td>@suama2001 ご参加ありがとうございます！！\\n抽選結果はムービーをご覧ください！\\...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @kitgurupress: We’ll be seeing Microsoft’s ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>61</th>\n",
+       "      <td>@mondo1959 鵜飼さんこんばんわ！元気になられたようで何よりです😂でもご無理なさらぬ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @hirax: 紙の「新聞」を読んで面白かった一節。（MicrosoftのHolole...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <th>62</th>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆RTで応募／\\n✨ゴー☆ジャスが宴会にきてくれる✨...</td>\n",
+       "      <td>https://t.co/RZ8fWLv3o9</td>\n",
+       "      <td>RT @NITE2MU: ระบบ Hololens ที่พัฒนาโดย Microso...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <th>63</th>\n",
+       "      <td>お知らせです。\\n現在我龍のHP稼働停止しています。再稼働に向け取り組んでいますが、しばらく...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @spectatorindex: Most prestigious internshi...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>RT @Comanda_x: Beyoncé &amp;amp; Jay-Z are just le...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...</td>\n",
+       "      <th>64</th>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@lelangacc_erpe zap integromat, ada baru pake ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "      <th>65</th>\n",
+       "      <td>RT @metao002: キングプロテア、HP4万近くまで上がるの草 https://t....</td>\n",
+       "      <td>@SHERIA_KKK Apple Watch Series 2！NIKE +が欲しいです！</td>\n",
+       "      <td>RT @maryjofoley: Windows Server IoT 2019 joins...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <th>66</th>\n",
+       "      <td>RT @Larissacostas: En el continente africano h...</td>\n",
+       "      <td>@Apple_rmy46 中日が3位か</td>\n",
+       "      <td>How building robots together is opening doors ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
-       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "      <th>67</th>\n",
+       "      <td>RT @mononokean_tv: 【場面写】\\n公式HPにて第9話のあらすじを公開中☆\\...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>Microsoft reportedly exploring new partnership...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...</td>\n",
+       "      <th>68</th>\n",
+       "      <td>RT @pfeasy: レベル15のプロテアHP4653でスキル１の無限増殖Lv5を発動させ...</td>\n",
+       "      <td>The latest #SoccerPM podcast is available now!...</td>\n",
+       "      <td>From retailers to automotive manufacturers, le...</td>\n",
+       "      <td>A budget friendly smartphone made for you. Cal...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>RT @SohailBuddy: This is the respect Meghan Ma...</td>\n",
-       "      <td>{'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...</td>\n",
+       "      <th>69</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @UnicornWal: 🎁 #GIVEAWAY : REMPORTE UN SWEA...</td>\n",
+       "      <td>RT @KYK_Sakarya: Muhammed Fatih Safitürk Yurdu...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <th>70</th>\n",
+       "      <td>RT @PartaiSocmed: Bagi teman2 yg belum sempat ...</td>\n",
+       "      <td>@gowonthecreator i think you really have to se...</td>\n",
+       "      <td>We’ll be seeing Microsoft’s PC gaming improvem...</td>\n",
+       "      <td>Which one do I buy? 🤔 the Asus has height adju...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <th>71</th>\n",
+       "      <td>@tomotan999 ありがとうでーす！☺️🎶\\nさわやか是非一度は行ってみてくださいー！...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>@ireaderinokun In 2017 i attended a Microsoft ...</td>\n",
+       "      <td>RT @DINOMARKET: Cuma mau kasih tau Asus Zenfon...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>RT @MrBeyonceFan: She ended the speech with “e...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>\"Microsoft and VMware are working on a partner...</td>\n",
+       "      <td>RT @CMG_eSports: Setup in need of an upgrade? ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>73</th>\n",
+       "      <td>RT @6hisui0: 記録更新ｷﾀ━━━━(ﾟ∀ﾟ)━━━━!! https://t.c...</td>\n",
+       "      <td>Descubren el reto mensual para el Día de la Mu...</td>\n",
+       "      <td>https://t.co/7ARNvgg46f Philips showcases uniq...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>84</th>\n",
-       "      <td>eu so consigo lembrar da beyonce dizendo prett...</td>\n",
-       "      <td>{'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...</td>\n",
+       "      <th>74</th>\n",
+       "      <td>@okimotoaona あけとくか🤦‍♀️</td>\n",
+       "      <td>RT @arianaonchart: .@ArianaGrande's \"7 rings\" ...</td>\n",
+       "      <td>Announcing Azure Integration Service Environme...</td>\n",
+       "      <td>#ASUS #ZenFone now supported #architectural ht...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>RT @Blacpire: Beyoncé and Jay-Z accepting thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...</td>\n",
+       "      <th>75</th>\n",
+       "      <td>Produk ECO RACING dan Peluang usahanya :\\n\\nht...</td>\n",
+       "      <td>If you are an Athlete and you think your highl...</td>\n",
+       "      <td>Todos los contenidos de Halo Reach, gratis en ...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>@metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>76</th>\n",
+       "      <td>RT @mayla_classic: ■ ノベルティ ■\\n\\n今しか手に入らない\\nマイラ...</td>\n",
+       "      <td>RT @qikipedia: One of the alert sounds on Mac ...</td>\n",
+       "      <td>Become MCSD Certified: Advantages of Passing Y...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>@BRITs @Beyonce @S_C_ They’re a group? https:/...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>77</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @autaApp: Do you need your refrigerator, st...</td>\n",
+       "      <td>Get started with Microsoft 365 Business #busin...</td>\n",
+       "      <td>@derpingard but Lyra then you totally cannot u...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>RT @ShazSherazi: Only Beyoncé and Jay-Z have t...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>78</th>\n",
+       "      <td>.@BlackGirlsCode will inspire the next generat...</td>\n",
+       "      <td>RT @CyberDyne__lnc: 🖥懸賞＆プレゼントキャンペーン📱\\n\\n『Apple...</td>\n",
+       "      <td>Microsoft giving us Jedi Academy and Republic ...</td>\n",
+       "      <td>@yourguymat Asus.... amooor\\n\\nhttps://t.co/x4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>RT @NerdyWonka: Beyoncé and Jay Z out here mak...</td>\n",
-       "      <td>{'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...</td>\n",
+       "      <th>79</th>\n",
+       "      <td>せっかく観音１スキでチマチマとHP削って、あと１、２発って\\n所でタワー下へ逃げ込む太白を、...</td>\n",
+       "      <td>RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...</td>\n",
+       "      <td>RT @ahmedjr_16: 35 Best #IT Training &amp;amp; #Ce...</td>\n",
+       "      <td>RT @DeanAzman_: Aku nak amek course computer e...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>RT @msyonceslay: Beychella, Beyoncé’s Stevie t...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...</td>\n",
+       "      <th>80</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>Chris Williamson: Tom Watson demands Labour su...</td>\n",
+       "      <td>RT @imcdnzl: The pitching process is broken - ...</td>\n",
+       "      <td>RT @CMG_eSports: Setup in need of an upgrade? ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <th>81</th>\n",
+       "      <td>普段数値順とか見ないから気づかんかったけど、ATK順だと上40は☆5なのにHP順で上20に入...</td>\n",
+       "      <td>RT @bungosd_anime: 【INFO】3/13(水)から全国の一部郵便局にて「文...</td>\n",
+       "      <td>RT @VWGroup_DE: Nur noch zwei Stunden bis zum ...</td>\n",
+       "      <td>https://t.co/uHkFFhBxO3 ASUS ROG Strix RTX 208...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <th>82</th>\n",
+       "      <td>RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...</td>\n",
+       "      <td>جمعت 190 نجمة في لعبة #كلمات_متقاطعة\\nاندرويد ...</td>\n",
+       "      <td>#EnterpriseResourcePlanning, a business manage...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>93</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <th>83</th>\n",
+       "      <td>カンストダメ（三枚目はHPダメージアップ無しの数値） https://t.co/GkcndJ...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @TomoboxHQ: We're going live! Tomorrow at 8...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>94</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <th>84</th>\n",
+       "      <td>RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...</td>\n",
+       "      <td>ほんまええ曲やな https://t.co/ci4hvoaGxI</td>\n",
+       "      <td>Ako lang naman yung taga next sa microsoft , l...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>95</th>\n",
-       "      <td>RT @BRITs: The winner of International Group a...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...</td>\n",
+       "      <th>85</th>\n",
+       "      <td>RT @DQ_BUILDERS2: DQビルダーズ2の追加DLC第1弾「和風パック」の詳細内...</td>\n",
+       "      <td>I’m in love I’m in love with a girl that body ...</td>\n",
+       "      <td>Menlo Advisors Holding in Microsoft $MSFT Has ...</td>\n",
+       "      <td>@ASUS_ZenBlog コレクションに欲しいけど実用にはキツそう！</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
-       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <th>86</th>\n",
+       "      <td>RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...</td>\n",
+       "      <td>#socialmedia Apple : des abonnements à des tar...</td>\n",
+       "      <td>В Microsoft, предположительно, работают над во...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>97</th>\n",
-       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
-       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "      <th>87</th>\n",
+       "      <td>RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...</td>\n",
+       "      <td>RT @layzhang: I caught up with @travismills on...</td>\n",
+       "      <td>RT @ben_mwong: ตามเรื่อง #พรบไซเบอร์ แล้วลองมา...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <th>88</th>\n",
+       "      <td>@blackluw3 今はちょっと食べる気力すらないですね…╭(›´ω`‹ )╮\\nでも何と...</td>\n",
+       "      <td>RT @Edinarcoin_ID: 🔺 Apple Taps Blockchain unt...</td>\n",
+       "      <td>Our Microsoft Project Level 2 course will buil...</td>\n",
+       "      <td>RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>99</th>\n",
-       "      <td>RT @laurasnapes: Wow at Beyonce and Jay-Z not ...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...</td>\n",
+       "      <th>89</th>\n",
+       "      <td>RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...</td>\n",
+       "      <td>RT @maaku_p17n: 「アポリアを穿つ」の配信が、各配信サイト（iTunesやAp...</td>\n",
+       "      <td>Instantly restore your Azure Virtual Machines ...</td>\n",
+       "      <td>RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>100 rows × 2 columns</p>\n",
+       "<p>90 rows × 4 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                               Tweets  \\\n",
-       "0   @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...   \n",
-       "1   RT @beygency: Jay Z and Beyoncé accept BRIT Aw...   \n",
-       "2   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "3   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "4   RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "5   RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
-       "6   RT @Carokaylin: And to those who were complain...   \n",
-       "7   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "8   RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
-       "9   Y’all compared us Sussex Fans to the behive.. ...   \n",
-       "10  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "11  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "12  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "13  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "14  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "15  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "16  RT @phillippatekk: Beyoncé and Jay Z accepting...   \n",
-       "17  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "18  RT @BreckenFowler: My niece loves some @Beyonc...   \n",
-       "19  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "20  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "21  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
-       "22  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "23  RT @BeyCollection: The Carters win Best Intern...   \n",
-       "24  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "25  I know Beyoncé too way 😂😂 she’s so funny ahh I...   \n",
-       "26  RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...   \n",
-       "27  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "28  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "29  @morris_dasia @BRITs @Beyonce @S_C_ https://t....   \n",
+       "                                                   hp  \\\n",
+       "0   RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "1   RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "2   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "3   RT @kfyyh0927: インディ開幕まで　あと　１０日　じゃ！！　(写真：佐藤琢磨公式...   \n",
+       "4        280. 이시다 아유미, 사야시 리호 https://t.co/PHzacskbpz   \n",
+       "5   🇺🇸ミッキーのオムツケーキは大人気です👶🎉\\n.\\n男の子の出産祝いにどうぞ😊✨ https...   \n",
+       "6   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "7   Que peligro tan hp, no sabía q los médicos ten...   \n",
+       "8   RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "9   RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "10  @EhhItsOk @KylePlantEmoji That's 1 hp per step...   \n",
+       "11  RT @mashio_fuguta: 【譲渡/お譲り】【拡散希望】\\n2019年3月23日(...   \n",
+       "12                                    @hp_hp25 闇が深い！？   \n",
+       "13  RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "14  RT @Vampiroperver: 🔴🔴🔴🔴🤣🤣🤣En Cadena Internacio...   \n",
+       "15  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "16  RT @Suharno41747558: HARNO BADUT:  menyewakan,...   \n",
+       "17  RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "18  Ujung2ny cm main hp ntn film buka ig wa line b...   \n",
+       "19  RT @FujifilmJP_sp: 教室を思い出写真でいっぱいに。\\n#教室アルバム アイ...   \n",
+       "20  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "21  RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...   \n",
+       "22                      気になってスキルマにしたけど毎ターン3000もHP増えて草   \n",
+       "23  RT @oro1_: アイスリンク仙台HP NEW OPEN✨\\nhttps://t.co/...   \n",
+       "24  RT @AlbaniaOC: #PaseDeLista \"NO QUEREMOS TERMI...   \n",
+       "25         RT @KanaNakanishi: https://t.co/zLnPfc9g5Q   \n",
+       "26  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "27                             @suspiciousbees +10 hp   \n",
+       "28  RT @toukenmovie2019: 【応援上映】3月に入ってからも応援上映が続きます！...   \n",
+       "29  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "..                                                ...   \n",
+       "60  @suama2001 ご参加ありがとうございます！！\\n抽選結果はムービーをご覧ください！\\...   \n",
+       "61  @mondo1959 鵜飼さんこんばんわ！元気になられたようで何よりです😂でもご無理なさらぬ...   \n",
+       "62  RT @HP_gurume: ＼フォロー＆RTで応募／\\n✨ゴー☆ジャスが宴会にきてくれる✨...   \n",
+       "63  お知らせです。\\n現在我龍のHP稼働停止しています。再稼働に向け取り組んでいますが、しばらく...   \n",
+       "64  RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "65  RT @metao002: キングプロテア、HP4万近くまで上がるの草 https://t....   \n",
+       "66  RT @Larissacostas: En el continente africano h...   \n",
+       "67  RT @mononokean_tv: 【場面写】\\n公式HPにて第9話のあらすじを公開中☆\\...   \n",
+       "68  RT @pfeasy: レベル15のプロテアHP4653でスキル１の無限増殖Lv5を発動させ...   \n",
+       "69  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "70  RT @PartaiSocmed: Bagi teman2 yg belum sempat ...   \n",
+       "71  @tomotan999 ありがとうでーす！☺️🎶\\nさわやか是非一度は行ってみてくださいー！...   \n",
+       "72  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "73  RT @6hisui0: 記録更新ｷﾀ━━━━(ﾟ∀ﾟ)━━━━!! https://t.c...   \n",
+       "74                             @okimotoaona あけとくか🤦‍♀️   \n",
+       "75  Produk ECO RACING dan Peluang usahanya :\\n\\nht...   \n",
+       "76  RT @mayla_classic: ■ ノベルティ ■\\n\\n今しか手に入らない\\nマイラ...   \n",
+       "77  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "78  .@BlackGirlsCode will inspire the next generat...   \n",
+       "79  せっかく観音１スキでチマチマとHP削って、あと１、２発って\\n所でタワー下へ逃げ込む太白を、...   \n",
+       "80  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "81  普段数値順とか見ないから気づかんかったけど、ATK順だと上40は☆5なのにHP順で上20に入...   \n",
+       "82  RT @Granblue_GW: ◆2年生チーム最終性能まとめ\\n最終後\\n・奥義演出が豪華...   \n",
+       "83  カンストダメ（三枚目はHPダメージアップ無しの数値） https://t.co/GkcndJ...   \n",
+       "84  RT @HP_gurume: ＼フォロー＆リツイートで応募完了／\\nウコンドリンク5本が4名...   \n",
+       "85  RT @DQ_BUILDERS2: DQビルダーズ2の追加DLC第1弾「和風パック」の詳細内...   \n",
+       "86  RT @torasan_movie: 【号泣嗚咽応援上映】の開催が決定しました🐱\\n\\n皆様...   \n",
+       "87  RT @appmediafgo: 【プロテアの増殖について】\\n①スキルで毎ターン[増殖]状...   \n",
+       "88  @blackluw3 今はちょっと食べる気力すらないですね…╭(›´ω`‹ )╮\\nでも何と...   \n",
+       "89  RT @talesof_therays: 【お知らせ】\\nこんばんは。運営です。\\n続けてコ...   \n",
+       "\n",
+       "                                                apple  \\\n",
+       "0   Apple CarPlay: Display im Auto konfigurieren h...   \n",
+       "1   RT @layzhang: I caught up with @travismills on...   \n",
+       "2   ➜Yuuko Hirose -WIND- https://t.co/WlTPeZ2EZj #...   \n",
+       "3   RT @layzhang: I caught up with @travismills on...   \n",
+       "4   RT @yaruki_arimi: ＼Podcastの最新話でたよ！／\\n\\n今週は「親友の...   \n",
+       "5   RT @layzhang: I caught up with @travismills on...   \n",
+       "6   RT @green_tea_niji: 声優 陶山恵実里さんが歌う\\nリフレクトムーンの新曲...   \n",
+       "7   RT @layzhang: I caught up with @travismills on...   \n",
+       "8   RT @TaylorMadeGolf: Special guest @NiallOffici...   \n",
+       "9   RT @layzhang: I caught up with @travismills on...   \n",
+       "10  RT @colopl_dreaming: 💿ゆめライブCD情報💿\\n\\n3ndシングル「Ma...   \n",
+       "11  RT @EDinarWorldwide: 🔺 Apple Taps Blockchain t...   \n",
+       "12  RT @layzhang: I caught up with @travismills on...   \n",
+       "13                     &lt;silently eats an apple&gt;   \n",
+       "14  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "15  RT @Dominikow_: Por algum acaso o orixá pra qu...   \n",
+       "16  @solodallamente @FjonaCakalli vabbè cosa c’ent...   \n",
+       "17  Is Spotify really that much better than Apple ...   \n",
+       "18  RT @layzhang: I caught up with @travismills on...   \n",
+       "19  RT @layzhang: I caught up with @travismills on...   \n",
+       "20  RT @qikipedia: One of the alert sounds on Mac ...   \n",
+       "21  RT @layzhang: I caught up with @travismills on...   \n",
+       "22  Zuckerberg reportedly told Facebook execs to u...   \n",
+       "23  RT @sommy_mufc: I just received a notification...   \n",
+       "24  @apple_nasty Считаю, что мастера должны давать...   \n",
+       "25  RT @layzhang: I caught up with @travismills on...   \n",
+       "26  For those who want to look more of chump than ...   \n",
+       "27  RT @Beats1: China's @layzhang is on with @trav...   \n",
+       "28  RT @layzhang: I caught up with @travismills on...   \n",
+       "29                            https://t.co/6G4y8w9WeY   \n",
        "..                                                ...   \n",
-       "70  RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...   \n",
-       "71  RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...   \n",
-       "72  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "73  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "74  RT @Comanda_x: Beyoncé &amp; Jay-Z are just le...   \n",
-       "75  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
-       "76  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "77  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
-       "78  RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...   \n",
-       "79  RT @SohailBuddy: This is the respect Meghan Ma...   \n",
-       "80  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "81  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "82  RT @MrBeyonceFan: She ended the speech with “e...   \n",
-       "83  RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...   \n",
-       "84  eu so consigo lembrar da beyonce dizendo prett...   \n",
-       "85  RT @Blacpire: Beyoncé and Jay-Z accepting thei...   \n",
-       "86  @metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...   \n",
-       "87  @BRITs @Beyonce @S_C_ They’re a group? https:/...   \n",
-       "88  RT @ShazSherazi: Only Beyoncé and Jay-Z have t...   \n",
-       "89  RT @NerdyWonka: Beyoncé and Jay Z out here mak...   \n",
-       "90  RT @msyonceslay: Beychella, Beyoncé’s Stevie t...   \n",
-       "91  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "92  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "93  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "94  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "95  RT @BRITs: The winner of International Group a...   \n",
-       "96  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "97  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
-       "98  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "99  RT @laurasnapes: Wow at Beyonce and Jay-Z not ...   \n",
+       "60  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "61  RT @layzhang: I caught up with @travismills on...   \n",
+       "62                            https://t.co/RZ8fWLv3o9   \n",
+       "63  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "64  RT @layzhang: I caught up with @travismills on...   \n",
+       "65     @SHERIA_KKK Apple Watch Series 2！NIKE +が欲しいです！   \n",
+       "66                                @Apple_rmy46 中日が3位か   \n",
+       "67  RT @layzhang: I caught up with @travismills on...   \n",
+       "68  The latest #SoccerPM podcast is available now!...   \n",
+       "69  RT @UnicornWal: 🎁 #GIVEAWAY : REMPORTE UN SWEA...   \n",
+       "70  @gowonthecreator i think you really have to se...   \n",
+       "71  RT @layzhang: I caught up with @travismills on...   \n",
+       "72  RT @layzhang: I caught up with @travismills on...   \n",
+       "73  Descubren el reto mensual para el Día de la Mu...   \n",
+       "74  RT @arianaonchart: .@ArianaGrande's \"7 rings\" ...   \n",
+       "75  If you are an Athlete and you think your highl...   \n",
+       "76  RT @qikipedia: One of the alert sounds on Mac ...   \n",
+       "77  RT @autaApp: Do you need your refrigerator, st...   \n",
+       "78  RT @CyberDyne__lnc: 🖥懸賞＆プレゼントキャンペーン📱\\n\\n『Apple...   \n",
+       "79  RT @nutpinenutpine: [애플 공홈에서 아이맥을 구입했는데 중고가 배송...   \n",
+       "80  Chris Williamson: Tom Watson demands Labour su...   \n",
+       "81  RT @bungosd_anime: 【INFO】3/13(水)から全国の一部郵便局にて「文...   \n",
+       "82  جمعت 190 نجمة في لعبة #كلمات_متقاطعة\\nاندرويد ...   \n",
+       "83  RT @layzhang: I caught up with @travismills on...   \n",
+       "84                   ほんまええ曲やな https://t.co/ci4hvoaGxI   \n",
+       "85  I’m in love I’m in love with a girl that body ...   \n",
+       "86  #socialmedia Apple : des abonnements à des tar...   \n",
+       "87  RT @layzhang: I caught up with @travismills on...   \n",
+       "88  RT @Edinarcoin_ID: 🔺 Apple Taps Blockchain unt...   \n",
+       "89  RT @maaku_p17n: 「アポリアを穿つ」の配信が、各配信サイト（iTunesやAp...   \n",
        "\n",
-       "                                             polarity  \n",
-       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "1   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-       "2   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "3   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "4   {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "5   {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
-       "6   {'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...  \n",
-       "7   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "8   {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
-       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "10  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "11  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "12  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "13  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "14  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "15  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "16  {'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...  \n",
-       "17  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "18  {'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...  \n",
-       "19  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "20  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "21  {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
-       "22  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "23  {'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...  \n",
-       "24  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "25  {'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...  \n",
-       "26  {'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...  \n",
-       "27  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "28  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "                                            microsoft  \\\n",
+       "0   RT @MSEurope: Great opportunity to know more a...   \n",
+       "1   RT @WhiteBit6: Microsoft Wants to Help Make Yo...   \n",
+       "2   RT @mtholfsen: Ready to get started with @Micr...   \n",
+       "3   @Tessa_824 really out here using Microsoft wor...   \n",
+       "4   @GarethBrown @ThomasMaurer That’s correct - ht...   \n",
+       "5   THQ doing that AMA was dumb, but people from M...   \n",
+       "6   RT @Xbox: Seven historic cars, seventy thousan...   \n",
+       "7   RT @Bright: Getest: de #Hololens2 die je hand-...   \n",
+       "8   RT @nullenc0de: Looks like I was only scraping...   \n",
+       "9   RT @Xbox: The Season of the Dragon is upon us,...   \n",
+       "10  RT @Siber_Bulten: Microsoft’un ABD ordusuyla y...   \n",
+       "11  Sadarbībā ar @RigaTechGirls 6. martā, Microsof...   \n",
+       "12  RT @diegompc: Telefónica convierte a Microsoft...   \n",
+       "13  RT @nypost: Microsoft employees demand company...   \n",
+       "14  The application of @HoloLens in the health sec...   \n",
+       "15  Microsoft's answer to Chromebooks may be 'Lite...   \n",
+       "16  RT @ArvinK: @shaun_riordan @APPSPolicyForum @O...   \n",
+       "17  Microsoft’un ABD ordusuyla yaptığı anlaşma çal...   \n",
+       "18  ExxonMobil leading the energy sector with its ...   \n",
+       "19  @Rangor Hehe, well on the contrary, most of th...   \n",
+       "20  Discover ways to extend your on-premises IT of...   \n",
+       "21  Students can build apps bots and AI using Micr...   \n",
+       "22  RT @MenzoFN: 🤑VOICI MON SHOP🤑\\nLes différents ...   \n",
+       "23  RT @Xbox: Unmask the newest DLC and play as Ob...   \n",
+       "24  Ab Version 1.51 kann Microsoft ToDo mit mehrer...   \n",
+       "25  Ergebnis des Schultages: Der Unterschied zwisc...   \n",
+       "26  RT @WSJ: Opinion: The integrity of U.S. defens...   \n",
+       "27  Capital Investment Services Of America Decreas...   \n",
+       "28  RT @avgorkemgokce: Dünyanın en itibarlı markal...   \n",
+       "29  Je m'éclate sur #CSRRacing pour Windows, tu vi...   \n",
+       "..                                                ...   \n",
+       "60  RT @kitgurupress: We’ll be seeing Microsoft’s ...   \n",
+       "61  RT @hirax: 紙の「新聞」を読んで面白かった一節。（MicrosoftのHolole...   \n",
+       "62  RT @NITE2MU: ระบบ Hololens ที่พัฒนาโดย Microso...   \n",
+       "63  RT @spectatorindex: Most prestigious internshi...   \n",
+       "64  @lelangacc_erpe zap integromat, ada baru pake ...   \n",
+       "65  RT @maryjofoley: Windows Server IoT 2019 joins...   \n",
+       "66  How building robots together is opening doors ...   \n",
+       "67  Microsoft reportedly exploring new partnership...   \n",
+       "68  From retailers to automotive manufacturers, le...   \n",
+       "69  RT @KYK_Sakarya: Muhammed Fatih Safitürk Yurdu...   \n",
+       "70  We’ll be seeing Microsoft’s PC gaming improvem...   \n",
+       "71  @ireaderinokun In 2017 i attended a Microsoft ...   \n",
+       "72  \"Microsoft and VMware are working on a partner...   \n",
+       "73  https://t.co/7ARNvgg46f Philips showcases uniq...   \n",
+       "74  Announcing Azure Integration Service Environme...   \n",
+       "75  Todos los contenidos de Halo Reach, gratis en ...   \n",
+       "76  Become MCSD Certified: Advantages of Passing Y...   \n",
+       "77  Get started with Microsoft 365 Business #busin...   \n",
+       "78  Microsoft giving us Jedi Academy and Republic ...   \n",
+       "79  RT @ahmedjr_16: 35 Best #IT Training &amp; #Ce...   \n",
+       "80  RT @imcdnzl: The pitching process is broken - ...   \n",
+       "81  RT @VWGroup_DE: Nur noch zwei Stunden bis zum ...   \n",
+       "82  #EnterpriseResourcePlanning, a business manage...   \n",
+       "83  RT @TomoboxHQ: We're going live! Tomorrow at 8...   \n",
+       "84  Ako lang naman yung taga next sa microsoft , l...   \n",
+       "85  Menlo Advisors Holding in Microsoft $MSFT Has ...   \n",
+       "86  В Microsoft, предположительно, работают над во...   \n",
+       "87  RT @ben_mwong: ตามเรื่อง #พรบไซเบอร์ แล้วลองมา...   \n",
+       "88  Our Microsoft Project Level 2 course will buil...   \n",
+       "89  Instantly restore your Azure Virtual Machines ...   \n",
+       "\n",
+       "                                                 asus  \n",
+       "0   Asus Dual-Band 802.11ac WiFi Router for $40 + ...  \n",
+       "1                  【徵求】\\n雲林 斗南\\nASUS筆電充電器 19V\\n借用到3/1  \n",
+       "2   アメブロを更新しました。 『世界のPC大手、台湾のASUS、スマートフォン「ZenFone6...  \n",
+       "3   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "4   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "5   世界のPC大手、台湾のASUS、スマートフォン「ZenFone6」を発表？ https://...  \n",
+       "6   ASUS Zenfone 5 Lite - Rouge\\n\\nASUS Zenfone 5 ...  \n",
+       "7   RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "8   RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "9   RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "10  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "11  @togihara 動画だけで熱持ちますよ。。。(Nexus7のほうがマシレベルっす)\\n↓...  \n",
+       "12                         @Chiseldrs HAHAHA😂😂😂  asus  \n",
+       "13  @ASUS_ROG_FR @lecomptoir Vous devriez faire ju...  \n",
+       "14  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "15  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "16  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "17  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "18  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "19  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "20  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "21  Polewali kurang apalagi sdh ada pusat IT dan s...  \n",
+       "22  RT @Okama_Sorteos: #SORTEO RTX 2060\\n\\n1️⃣ RT\\...  \n",
+       "23  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "24  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "25  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "26  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "27  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "28  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "29  Asus presenta il nuovo GS30  https://t.co/7AXI...  \n",
        "..                                                ...  \n",
-       "70  {'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...  \n",
-       "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "72  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "73  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "74  {'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...  \n",
-       "75  {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
-       "76  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "77  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
-       "78  {'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...  \n",
-       "79  {'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...  \n",
-       "80  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "81  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "82  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "83  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "84  {'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...  \n",
-       "85  {'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...  \n",
-       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "87  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "88  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "89  {'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...  \n",
-       "90  {'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...  \n",
-       "91  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "92  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "93  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "94  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "95  {'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...  \n",
-       "96  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "97  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
-       "98  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "99  {'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...  \n",
+       "60  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "61  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "62  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "63  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "64  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "65  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "66  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "67  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "68  A budget friendly smartphone made for you. Cal...  \n",
+       "69  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "70  Which one do I buy? 🤔 the Asus has height adju...  \n",
+       "71  RT @DINOMARKET: Cuma mau kasih tau Asus Zenfon...  \n",
+       "72  RT @CMG_eSports: Setup in need of an upgrade? ...  \n",
+       "73  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "74  #ASUS #ZenFone now supported #architectural ht...  \n",
+       "75  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "76  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "77  @derpingard but Lyra then you totally cannot u...  \n",
+       "78  @yourguymat Asus.... amooor\\n\\nhttps://t.co/x4...  \n",
+       "79  RT @DeanAzman_: Aku nak amek course computer e...  \n",
+       "80  RT @CMG_eSports: Setup in need of an upgrade? ...  \n",
+       "81  https://t.co/uHkFFhBxO3 ASUS ROG Strix RTX 208...  \n",
+       "82  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "83  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "84  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "85                @ASUS_ZenBlog コレクションに欲しいけど実用にはキツそう！  \n",
+       "86  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
+       "87  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "88  RT @Clarkdale_f: ハードオフで電源が入らないとされているジャンクPCを5,4...  \n",
+       "89  RT @ASUSJapan: 【ASUS Store Akasaka 1st Year An...  \n",
        "\n",
-       "[100 rows x 2 columns]"
+       "[90 rows x 4 columns]"
       ]
      },
      "metadata": {},
@@ -701,70 +830,147 @@
     }
    ],
    "source": [
-    "sid = SentimentIntensityAnalyzer()\n",
+    "tweet_text = [[tweet.text for tweet in tweets] for tweets in results]\n",
+    "reshaped = [[] for i in range(shortest_list)]\n",
     "\n",
+    "for item in tweet_text:\n",
+    "    index = 0\n",
+    "    for tweet in item:\n",
+    "        reshaped[index].append(tweet)\n",
+    "        if index == shortest_list - 1:\n",
+    "            break\n",
+    "        index += 1\n",
+    "        \n",
+    "data = pd.DataFrame(data=reshaped, columns= targets)\n",
     "\n",
-    "listy = []\n",
+    "display(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "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] Downloading package vader_lexicon to\n",
+      "[nltk_data]     C:\\Users\\INYANG\\AppData\\Roaming\\nltk_data...\n",
+      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import nltk\n",
+    "nltk.download('vader_lexicon')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1969
+    },
+    "colab_type": "code",
+    "id": "kQiYGQEqIZ3w",
+    "outputId": "35c11ad4-4e98-4d25-c32a-0b627a3e5d90"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound': 0.0}\n"
+     ]
+    }
+   ],
+   "source": [
+    "SIA = SentimentIntensityAnalyzer()\n",
+    "\n",
+    "sentiments = {}\n",
+    "for target in targets:\n",
+    "    sentiments[target] = []\n",
+    "    \n",
+    "    for row in data[target]:\n",
+    "        polarity = SIA.polarity_scores(row)\n",
+    "        sentiments[target].append(polarity)\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",
+    "print((sentiments[targets[0]])[2])\n",
+    "# se = pd.Series(listy)\n",
+    "# data['polarity'] = se.values\n",
     "\n",
-    "display(data.head(100))"
+    "# display(data.head(100))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Positive : 20.865000000000006 Negative : 3.6220000000000003 Compound : 38.38780000000003\n"
+      "hp {'pos': 0.7977777777777778, 'neg': 0.5266666666666666, 'comp': 0.9940000000000001}\n",
+      "apple {'pos': 3.6255555555555556, 'neg': 0.9944444444444445, 'comp': 6.476222222222224}\n",
+      "microsoft {'pos': 6.8133333333333335, 'neg': 1.9555555555555555, 'comp': 10.70622222222222}\n",
+      "asus {'pos': 2.01, 'neg': 1.5288888888888887, 'comp': 1.2690000000000001}\n"
      ]
     }
    ],
    "source": [
-    "type(data['polarity'][4])\n",
-    "data['polarity'][4]\n",
-    "pos = 0\n",
-    "neg = 0\n",
-    "comp = 0\n",
-    "for row in data['polarity']:\n",
-    "    pos += row['pos']\n",
-    "    neg += row['neg']\n",
-    "    comp += row['compound']\n",
-    "    \n",
-    "average_pos = (pos/data['polarity'].size)*100\n",
-    "average_neg = (neg/data['polarity'].size)*100\n",
-    "average_comp = (comp/data['polarity'].size)*100 if (comp/data['polarity'].size)*100 > 0 else 0\n",
+    "cummulative_sentiments = {}\n",
     "\n",
-    "print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
+    "for key in sentiments:\n",
+    "    pos = 0\n",
+    "    neg = 0\n",
+    "    comp = 0\n",
+    "    for row in sentiments[key]:\n",
+    "        pos += row['pos']\n",
+    "#         print(pos)\n",
+    "        neg += row['neg']\n",
+    "        comp += row['compound']\n",
+    "    \n",
+    "    average_pos = (pos/len(sentiments[key]))*100 #CONVERT VALUES TO PERCENTAGE VALUE\n",
+    "    average_neg = (neg/len(sentiments[key]))*100\n",
+    "    average_comp = (comp/len(sentiments[key]))*100 if (comp/len(sentiments[key]))*100 > 0 else 0\n",
+    "    \n",
+    "    cummulative_sentiments[key] = {\"pos\" : average_pos, \"neg\" : average_neg, \"comp\" : average_comp}\n",
+    "for target in targets:\n",
+    "    \n",
+    "    print(target, cummulative_sentiments[target])\n",
+    "# print('Positive :',average_pos, 'Negative :', average_neg, 'Compound :', average_comp)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 113,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -776,17 +982,11 @@
     }
    ],
    "source": [
+    "for target in targets:\n",
+    "    plt.bar(height = [cummulative_sentiments[target][\"pos\"], cummulative_sentiments[target][\"neg\"], cummulative_sentiments[target][\"comp\"]], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
     "\n",
-    "plt.bar(height = [average_pos, average_neg, average_comp], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
-    "plt.plot()\n"
+    "    plt.plot()\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Sentiment compare.ipynb b/Sentiment compare.ipynb
index d1a5325..3488b02 100644
--- a/Sentiment compare.ipynb	
+++ b/Sentiment compare.ipynb	
@@ -51,10 +51,10 @@
    "outputs": [],
    "source": [
     "#My Twitter API Authentication Variables\n",
-    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
-    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
-    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
-    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
    ]
   },
   {

From 5029a766aa9b1e2b9f5aca8e5a4c423af1efb133 Mon Sep 17 00:00:00 2001
From: Inyang Kpongette <31896598+dtekluva@users.noreply.github.com>
Date: Tue, 5 Mar 2019 23:07:51 +0100
Subject: [PATCH 3/3] hello

---
 .../Sentiment_Analysis-checkpoint.ipynb       | 617 +++++++++---------
 Sentiment_Analysis.ipynb                      |   8 +-
 2 files changed, 309 insertions(+), 316 deletions(-)

diff --git a/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
index 92bd32d..52fda9c 100644
--- a/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Sentiment_Analysis-checkpoint.ipynb
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 2,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {
     "colab": {},
     "colab_type": "code",
@@ -49,15 +49,15 @@
    "outputs": [],
    "source": [
     "#My Twitter API Authentication Variables\n",
-    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
-    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
-    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
-    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 4,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -95,43 +95,43 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
+       "      <td>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
+       "      <td>Look at the music gods tryna bless us after a ...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
+       "      <td>RT @AdamDriverFiles: When it’s been a long awa...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
+       "      <td>RT @conrrrad: fun fact: beyoncé e jay-z si son...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
+       "      <td>Deep down i act like I’m okay but i really wan...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -139,16 +139,16 @@
       ],
       "text/plain": [
        "                                              Tweets\n",
-       "0  @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...\n",
-       "1  RT @beygency: Jay Z and Beyoncé accept BRIT Aw...\n",
-       "2  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "3  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "4  RT @okayplayer: Beyoncé and JAY-Z accept their...\n",
-       "5  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...\n",
-       "6  RT @Carokaylin: And to those who were complain...\n",
-       "7  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...\n",
-       "8  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...\n",
-       "9  Y’all compared us Sussex Fans to the behive.. ..."
+       "0  RT @BeyLegion: Guest list for Beyoncé &amp; JA...\n",
+       "1  Look at the music gods tryna bless us after a ...\n",
+       "2  RT @__Pchs: Beyoncé is really a celebrity even...\n",
+       "3  RT @aluapgf: quando vc é fã da Beyoncé e do Na...\n",
+       "4  RT @AdamDriverFiles: When it’s been a long awa...\n",
+       "5  RT @dietanimalfries: Today is Erykah Badu’s bi...\n",
+       "6  RT @aluapgf: quando vc é fã da Beyoncé e do Na...\n",
+       "7  RT @conrrrad: fun fact: beyoncé e jay-z si son...\n",
+       "8  Deep down i act like I’m okay but i really wan...\n",
+       "9  RT @seungwann: ONE OF THE MOST ICONIC AND FUNN..."
       ]
      },
      "metadata": {},
@@ -158,7 +158,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2019-02-20 21:53:54\n"
+      "2019-02-26 20:12:32\n"
      ]
     }
    ],
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 5,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -207,7 +207,7 @@
        "True"
       ]
      },
-     "execution_count": 110,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -219,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 6,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -258,153 +258,153 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>@nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>RT @beygency: Jay Z and Beyoncé accept BRIT Aw...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...</td>\n",
+       "      <td>Look at the music gods tryna bless us after a ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.865, 'pos': 0.135, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <td>RT @AdamDriverFiles: When it’s been a long awa...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>RT @Carokaylin: And to those who were complain...</td>\n",
-       "      <td>{'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...</td>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @conrrrad: fun fact: beyoncé e jay-z si son...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.809, 'pos': 0.191, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "      <td>Deep down i act like I’m okay but i really wan...</td>\n",
+       "      <td>{'neg': 0.111, 'neu': 0.515, 'pos': 0.374, 'co...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>Y’all compared us Sussex Fans to the behive.. ...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <td>@akaworldwide Imagine her being the next Beyonce.</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 @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <td>DJ Khaled ft. Beyonce &amp;amp; Jay Z - Digiwaxx M...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <td>RT @ohyeatb: nah bitch fr, Beyonce get yo sist...</td>\n",
+       "      <td>{'neg': 0.48, 'neu': 0.52, 'pos': 0.0, 'compou...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @abc13houston: 🎶Beyonce, can you handle thi...</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 @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @ced_gaga16: Again.. Beyoncé’s version of A...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>RT @phillippatekk: Beyoncé and Jay Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...</td>\n",
+       "      <td>RT @smalltownandrew: Democrats partied with Be...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>RT @BreckenFowler: My niece loves some @Beyonc...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...</td>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <td>RT @dietanimalfries: Today is Erykah Badu’s bi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <td>RT @CaucasianJames: beyonce wrote irreplaceabl...</td>\n",
+       "      <td>{'neg': 0.097, 'neu': 0.903, 'pos': 0.0, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>RT @KarenCivil: Beyoncé &amp;amp; JAY-Z mimic thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...</td>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <td>At this point,Beyoncé is the only unproblemati...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.738, 'pos': 0.262, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>RT @BeyCollection: The Carters win Best Intern...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...</td>\n",
+       "      <td>RT @HealthCoachJaye: @ciacobu @sloan_kettering...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.6, 'pos': 0.4, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @MidiaKPN: #KPNVideos | Vídeo de Katy Perry...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
-       "      <td>I know Beyoncé too way 😂😂 she’s so funny ahh I...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...</td>\n",
+       "      <td>@RepBarbaraLee Gregory Meeks, Barbara Lee, Bob...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...</td>\n",
+       "      <td>Noah centineo...Beyoncé inviting anybody https...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.635, 'pos': 0.365, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @_dxndi: What Beyoncé’s “No Angel” shoulda ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.815, 'pos': 0.185, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <td>RT @Bey_Legion: .@JeffBezos attend Beyoncé &amp;am...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>@morris_dasia @BRITs @Beyonce @S_C_ https://t....</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <td>RT @UncleSego: Also im always on the black art...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.912, 'pos': 0.088, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -412,288 +412,288 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...</td>\n",
+       "      <th>44</th>\n",
+       "      <td>RT @BeyLegion: .@chadwickboseman, @KELLYROWLAN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>45</th>\n",
+       "      <td>I wish I was the cockroach in Beyonce and Jay ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <th>46</th>\n",
+       "      <td>@carlixann @qveenberr_ She told Beyoncé to mov...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <th>47</th>\n",
+       "      <td>@Trophyxt that was in a Beyonce song and you r...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>RT @Comanda_x: Beyoncé &amp;amp; Jay-Z are just le...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...</td>\n",
+       "      <th>48</th>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...</td>\n",
+       "      <th>49</th>\n",
+       "      <td>@MrBeyonceFan You can’t marry your way into a ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.593, 'pos': 0.407, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>RT @BRITs: Well played @Beyonce &amp;amp; @S_C_ 😂\\...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...</td>\n",
+       "      <th>50</th>\n",
+       "      <td>RT @Kay_Mantanga: Beyoncé is becoming such a s...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
-       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "      <th>51</th>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...</td>\n",
+       "      <th>52</th>\n",
+       "      <td>RT @Paintwizard1: @NYAEYC @RepGregoryMeeks Gre...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>RT @SohailBuddy: This is the respect Meghan Ma...</td>\n",
-       "      <td>{'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...</td>\n",
+       "      <th>53</th>\n",
+       "      <td>........???? So become Beyoncé overnight? Hear...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>RT @musicnewsfact: Beyoncé and Jay-Z accepting...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...</td>\n",
+       "      <th>54</th>\n",
+       "      <td>nah bitch fr, Beyonce get yo sister before i c...</td>\n",
+       "      <td>{'neg': 0.542, 'neu': 0.458, 'pos': 0.0, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <th>55</th>\n",
+       "      <td>RT @BeyonceHard: Hannah Beachler, que trabalho...</td>\n",
+       "      <td>{'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>RT @MrBeyonceFan: She ended the speech with “e...</td>\n",
+       "      <th>56</th>\n",
+       "      <td>RT @__Pchs: Beyoncé is really a celebrity even...</td>\n",
        "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...</td>\n",
+       "      <th>57</th>\n",
+       "      <td>RT @BeyLegion: .@BenRealVsWorld recaps his yea...</td>\n",
        "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>84</th>\n",
-       "      <td>eu so consigo lembrar da beyonce dizendo prett...</td>\n",
-       "      <td>{'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...</td>\n",
+       "      <th>58</th>\n",
+       "      <td>🔥🔥🔥🔥🔥\\nBuy GHT token here at .000608 Eth = 1 G...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>RT @Blacpire: Beyoncé and Jay-Z accepting thei...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...</td>\n",
+       "      <th>59</th>\n",
+       "      <td>@NYAEYC @RepGregoryMeeks Gregory Meeks, Barbar...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>@metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>60</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>@BRITs @Beyonce @S_C_ They’re a group? https:/...</td>\n",
+       "      <th>61</th>\n",
+       "      <td>RT @aluapgf: quando vc é fã da Beyoncé e do Na...</td>\n",
        "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>RT @ShazSherazi: Only Beyoncé and Jay-Z have t...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
+       "      <th>62</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>RT @NerdyWonka: Beyoncé and Jay Z out here mak...</td>\n",
-       "      <td>{'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...</td>\n",
+       "      <th>63</th>\n",
+       "      <td>RT @faythegenius: So glad Beyoncé invented mus...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.68, 'pos': 0.32, 'compou...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>RT @msyonceslay: Beychella, Beyoncé’s Stevie t...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...</td>\n",
+       "      <th>64</th>\n",
+       "      <td>RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>RT @ComplexMusic: Beyoncé and JAY-Z just accep...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...</td>\n",
+       "      <th>65</th>\n",
+       "      <td>eu amo tanto as musicas antigas da Beyoncé e d...</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 @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <th>66</th>\n",
+       "      <td>RT @BeyLegion: Guest list for Beyoncé &amp;amp; JA...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>93</th>\n",
-       "      <td>RT @Francine_Belle: Beyonce and Jay-Z just kil...</td>\n",
-       "      <td>{'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...</td>\n",
+       "      <th>67</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>94</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <th>68</th>\n",
+       "      <td>@lemonando Então, ela já fumou. E sim, prejudi...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>95</th>\n",
-       "      <td>RT @BRITs: The winner of International Group a...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...</td>\n",
+       "      <th>69</th>\n",
+       "      <td>RT @BeyonceHard: Hannah Beachler, que trabalho...</td>\n",
+       "      <td>{'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
-       "      <td>RT @GarrySlay: Beyoncé really accepted a Briti...</td>\n",
-       "      <td>{'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...</td>\n",
+       "      <th>70</th>\n",
+       "      <td>RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>97</th>\n",
-       "      <td>RT @breakusdown: Beyoncé and Jay did this to n...</td>\n",
-       "      <td>{'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...</td>\n",
+       "      <th>71</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98</th>\n",
-       "      <td>RT @okayplayer: Beyoncé and JAY-Z accept their...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...</td>\n",
+       "      <th>72</th>\n",
+       "      <td>RT @TheDailyShow: What do you do when you see ...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>99</th>\n",
-       "      <td>RT @laurasnapes: Wow at Beyonce and Jay-Z not ...</td>\n",
-       "      <td>{'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...</td>\n",
+       "      <th>73</th>\n",
+       "      <td>Olha o que a festa da Beyoncé nos proporcionou...</td>\n",
+       "      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>100 rows × 2 columns</p>\n",
+       "<p>74 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                               Tweets  \\\n",
-       "0   @nanakwekusekyi @hrhmegh @PopCraveNet @Beyonce...   \n",
-       "1   RT @beygency: Jay Z and Beyoncé accept BRIT Aw...   \n",
-       "2   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "3   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "4   RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "5   RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
-       "6   RT @Carokaylin: And to those who were complain...   \n",
-       "7   RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "8   RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
-       "9   Y’all compared us Sussex Fans to the behive.. ...   \n",
-       "10  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "11  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "12  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "13  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "14  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "15  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "16  RT @phillippatekk: Beyoncé and Jay Z accepting...   \n",
-       "17  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "18  RT @BreckenFowler: My niece loves some @Beyonc...   \n",
-       "19  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "20  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "21  RT @KarenCivil: Beyoncé &amp; JAY-Z mimic thei...   \n",
-       "22  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "23  RT @BeyCollection: The Carters win Best Intern...   \n",
-       "24  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "25  I know Beyoncé too way 😂😂 she’s so funny ahh I...   \n",
-       "26  RT @scobie: Nicely done @Beyonce and @S_C_👀\\n\\...   \n",
-       "27  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "28  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "29  @morris_dasia @BRITs @Beyonce @S_C_ https://t....   \n",
+       "0   RT @BeyLegion: Guest list for Beyoncé &amp; JA...   \n",
+       "1   Look at the music gods tryna bless us after a ...   \n",
+       "2   RT @__Pchs: Beyoncé is really a celebrity even...   \n",
+       "3   RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "4   RT @AdamDriverFiles: When it’s been a long awa...   \n",
+       "5   RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "6   RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "7   RT @conrrrad: fun fact: beyoncé e jay-z si son...   \n",
+       "8   Deep down i act like I’m okay but i really wan...   \n",
+       "9   RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...   \n",
+       "10  @akaworldwide Imagine her being the next Beyonce.   \n",
+       "11  DJ Khaled ft. Beyonce &amp; Jay Z - Digiwaxx M...   \n",
+       "12  RT @ohyeatb: nah bitch fr, Beyonce get yo sist...   \n",
+       "13  RT @abc13houston: 🎶Beyonce, can you handle thi...   \n",
+       "14  RT @TheDailyShow: What do you do when you see ...   \n",
+       "15  RT @ced_gaga16: Again.. Beyoncé’s version of A...   \n",
+       "16  RT @smalltownandrew: Democrats partied with Be...   \n",
+       "17  RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "18  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "19  RT @dietanimalfries: Today is Erykah Badu’s bi...   \n",
+       "20  RT @CaucasianJames: beyonce wrote irreplaceabl...   \n",
+       "21  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "22  At this point,Beyoncé is the only unproblemati...   \n",
+       "23  RT @HealthCoachJaye: @ciacobu @sloan_kettering...   \n",
+       "24  RT @MidiaKPN: #KPNVideos | Vídeo de Katy Perry...   \n",
+       "25  @RepBarbaraLee Gregory Meeks, Barbara Lee, Bob...   \n",
+       "26  Noah centineo...Beyoncé inviting anybody https...   \n",
+       "27  RT @_dxndi: What Beyoncé’s “No Angel” shoulda ...   \n",
+       "28  RT @Bey_Legion: .@JeffBezos attend Beyoncé &am...   \n",
+       "29  RT @UncleSego: Also im always on the black art...   \n",
        "..                                                ...   \n",
-       "70  RT @morris_dasia: @BRITs @Beyonce @S_C_ Beyonc...   \n",
-       "71  RT @ITV: ROYALTY  👑\\n\\n#Brits #BritAwards #Bri...   \n",
-       "72  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "73  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "74  RT @Comanda_x: Beyoncé &amp; Jay-Z are just le...   \n",
-       "75  RT @PopCraveNet: .@Beyonce and @S_C_ aka The C...   \n",
-       "76  RT @BRITs: Well played @Beyonce &amp; @S_C_ 😂\\...   \n",
-       "77  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
-       "78  RT @JAY_Z_Daily: \"You are welcome\"\\n\\nCongrats...   \n",
-       "79  RT @SohailBuddy: This is the respect Meghan Ma...   \n",
-       "80  RT @musicnewsfact: Beyoncé and Jay-Z accepting...   \n",
-       "81  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "82  RT @MrBeyonceFan: She ended the speech with “e...   \n",
-       "83  RT @BeyonceSpain: 🎉Beyoncé y Jay Z han ganado ...   \n",
-       "84  eu so consigo lembrar da beyonce dizendo prett...   \n",
-       "85  RT @Blacpire: Beyoncé and Jay-Z accepting thei...   \n",
-       "86  @metalcIouds @tr__ju @BRITs @Beyonce @S_C_ lad...   \n",
-       "87  @BRITs @Beyonce @S_C_ They’re a group? https:/...   \n",
-       "88  RT @ShazSherazi: Only Beyoncé and Jay-Z have t...   \n",
-       "89  RT @NerdyWonka: Beyoncé and Jay Z out here mak...   \n",
-       "90  RT @msyonceslay: Beychella, Beyoncé’s Stevie t...   \n",
-       "91  RT @ComplexMusic: Beyoncé and JAY-Z just accep...   \n",
-       "92  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "93  RT @Francine_Belle: Beyonce and Jay-Z just kil...   \n",
-       "94  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "95  RT @BRITs: The winner of International Group a...   \n",
-       "96  RT @GarrySlay: Beyoncé really accepted a Briti...   \n",
-       "97  RT @breakusdown: Beyoncé and Jay did this to n...   \n",
-       "98  RT @okayplayer: Beyoncé and JAY-Z accept their...   \n",
-       "99  RT @laurasnapes: Wow at Beyonce and Jay-Z not ...   \n",
+       "44  RT @BeyLegion: .@chadwickboseman, @KELLYROWLAN...   \n",
+       "45  I wish I was the cockroach in Beyonce and Jay ...   \n",
+       "46  @carlixann @qveenberr_ She told Beyoncé to mov...   \n",
+       "47  @Trophyxt that was in a Beyonce song and you r...   \n",
+       "48  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "49  @MrBeyonceFan You can’t marry your way into a ...   \n",
+       "50  RT @Kay_Mantanga: Beyoncé is becoming such a s...   \n",
+       "51  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "52  RT @Paintwizard1: @NYAEYC @RepGregoryMeeks Gre...   \n",
+       "53  ........???? So become Beyoncé overnight? Hear...   \n",
+       "54  nah bitch fr, Beyonce get yo sister before i c...   \n",
+       "55  RT @BeyonceHard: Hannah Beachler, que trabalho...   \n",
+       "56  RT @__Pchs: Beyoncé is really a celebrity even...   \n",
+       "57  RT @BeyLegion: .@BenRealVsWorld recaps his yea...   \n",
+       "58  🔥🔥🔥🔥🔥\\nBuy GHT token here at .000608 Eth = 1 G...   \n",
+       "59  @NYAEYC @RepGregoryMeeks Gregory Meeks, Barbar...   \n",
+       "60  RT @TheDailyShow: What do you do when you see ...   \n",
+       "61  RT @aluapgf: quando vc é fã da Beyoncé e do Na...   \n",
+       "62  RT @TheDailyShow: What do you do when you see ...   \n",
+       "63  RT @faythegenius: So glad Beyoncé invented mus...   \n",
+       "64  RT @seungwann: ONE OF THE MOST ICONIC AND FUNN...   \n",
+       "65  eu amo tanto as musicas antigas da Beyoncé e d...   \n",
+       "66  RT @BeyLegion: Guest list for Beyoncé &amp; JA...   \n",
+       "67  RT @TheDailyShow: What do you do when you see ...   \n",
+       "68  @lemonando Então, ela já fumou. E sim, prejudi...   \n",
+       "69  RT @BeyonceHard: Hannah Beachler, que trabalho...   \n",
+       "70  RT @fourbeyk: BEYONCÉ E GAGA CHEGOU A HORA DE ...   \n",
+       "71  RT @TheDailyShow: What do you do when you see ...   \n",
+       "72  RT @TheDailyShow: What do you do when you see ...   \n",
+       "73  Olha o que a festa da Beyoncé nos proporcionou...   \n",
        "\n",
        "                                             polarity  \n",
-       "0   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "1   {'neg': 0.0, 'neu': 0.681, 'pos': 0.319, 'comp...  \n",
-       "2   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "3   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "4   {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "5   {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
-       "6   {'neg': 0.073, 'neu': 0.927, 'pos': 0.0, 'comp...  \n",
-       "7   {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "8   {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
-       "9   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "10  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "11  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "12  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "13  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "14  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "15  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "16  {'neg': 0.0, 'neu': 0.558, 'pos': 0.442, 'comp...  \n",
-       "17  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "18  {'neg': 0.0, 'neu': 0.654, 'pos': 0.346, 'comp...  \n",
-       "19  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "20  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "21  {'neg': 0.0, 'neu': 0.757, 'pos': 0.243, 'comp...  \n",
-       "22  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "23  {'neg': 0.0, 'neu': 0.567, 'pos': 0.433, 'comp...  \n",
-       "24  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "25  {'neg': 0.0, 'neu': 0.523, 'pos': 0.477, 'comp...  \n",
-       "26  {'neg': 0.0, 'neu': 0.707, 'pos': 0.293, 'comp...  \n",
-       "27  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "28  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "29  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "0   {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "1   {'neg': 0.0, 'neu': 0.865, 'pos': 0.135, 'comp...  \n",
+       "2   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "3   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "4   {'neg': 0.0, 'neu': 0.885, 'pos': 0.115, 'comp...  \n",
+       "5   {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "6   {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "7   {'neg': 0.0, 'neu': 0.809, 'pos': 0.191, 'comp...  \n",
+       "8   {'neg': 0.111, 'neu': 0.515, 'pos': 0.374, 'co...  \n",
+       "9   {'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...  \n",
+       "10  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "11  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "12  {'neg': 0.48, 'neu': 0.52, 'pos': 0.0, 'compou...  \n",
+       "13  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "14  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "15  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "16  {'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...  \n",
+       "17  {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "18  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "19  {'neg': 0.0, 'neu': 0.607, 'pos': 0.393, 'comp...  \n",
+       "20  {'neg': 0.097, 'neu': 0.903, 'pos': 0.0, 'comp...  \n",
+       "21  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "22  {'neg': 0.0, 'neu': 0.738, 'pos': 0.262, 'comp...  \n",
+       "23  {'neg': 0.0, 'neu': 0.6, 'pos': 0.4, 'compound...  \n",
+       "24  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "25  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "26  {'neg': 0.0, 'neu': 0.635, 'pos': 0.365, 'comp...  \n",
+       "27  {'neg': 0.0, 'neu': 0.815, 'pos': 0.185, 'comp...  \n",
+       "28  {'neg': 0.0, 'neu': 0.803, 'pos': 0.197, 'comp...  \n",
+       "29  {'neg': 0.0, 'neu': 0.912, 'pos': 0.088, 'comp...  \n",
        "..                                                ...  \n",
-       "70  {'neg': 0.0, 'neu': 0.782, 'pos': 0.218, 'comp...  \n",
-       "71  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "72  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "73  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "74  {'neg': 0.0, 'neu': 0.846, 'pos': 0.154, 'comp...  \n",
-       "75  {'neg': 0.0, 'neu': 0.864, 'pos': 0.136, 'comp...  \n",
-       "76  {'neg': 0.0, 'neu': 0.743, 'pos': 0.257, 'comp...  \n",
-       "77  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
-       "78  {'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...  \n",
-       "79  {'neg': 0.209, 'neu': 0.685, 'pos': 0.106, 'co...  \n",
-       "80  {'neg': 0.0, 'neu': 0.636, 'pos': 0.364, 'comp...  \n",
-       "81  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "82  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "83  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "84  {'neg': 0.161, 'neu': 0.674, 'pos': 0.166, 'co...  \n",
-       "85  {'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...  \n",
-       "86  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "87  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "88  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
-       "89  {'neg': 0.241, 'neu': 0.627, 'pos': 0.132, 'co...  \n",
-       "90  {'neg': 0.0, 'neu': 0.812, 'pos': 0.188, 'comp...  \n",
-       "91  {'neg': 0.0, 'neu': 0.752, 'pos': 0.248, 'comp...  \n",
-       "92  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "93  {'neg': 0.17, 'neu': 0.717, 'pos': 0.113, 'com...  \n",
-       "94  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "95  {'neg': 0.0, 'neu': 0.808, 'pos': 0.192, 'comp...  \n",
-       "96  {'neg': 0.107, 'neu': 0.675, 'pos': 0.219, 'co...  \n",
-       "97  {'neg': 0.183, 'neu': 0.666, 'pos': 0.15, 'com...  \n",
-       "98  {'neg': 0.0, 'neu': 0.711, 'pos': 0.289, 'comp...  \n",
-       "99  {'neg': 0.0, 'neu': 0.839, 'pos': 0.161, 'comp...  \n",
+       "44  {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "45  {'neg': 0.0, 'neu': 0.847, 'pos': 0.153, 'comp...  \n",
+       "46  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "47  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "48  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "49  {'neg': 0.0, 'neu': 0.593, 'pos': 0.407, 'comp...  \n",
+       "50  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "51  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "52  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "53  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "54  {'neg': 0.542, 'neu': 0.458, 'pos': 0.0, 'comp...  \n",
+       "55  {'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...  \n",
+       "56  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "57  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "58  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "59  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "60  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "61  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "62  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "63  {'neg': 0.0, 'neu': 0.68, 'pos': 0.32, 'compou...  \n",
+       "64  {'neg': 0.0, 'neu': 0.688, 'pos': 0.312, 'comp...  \n",
+       "65  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "66  {'neg': 0.0, 'neu': 0.816, 'pos': 0.184, 'comp...  \n",
+       "67  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "68  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "69  {'neg': 0.099, 'neu': 0.901, 'pos': 0.0, 'comp...  \n",
+       "70  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
+       "71  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "72  {'neg': 0.0, 'neu': 0.881, 'pos': 0.119, 'comp...  \n",
+       "73  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n",
        "\n",
-       "[100 rows x 2 columns]"
+       "[74 rows x 2 columns]"
       ]
      },
      "metadata": {},
@@ -718,14 +718,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Positive : 20.865000000000006 Negative : 3.6220000000000003 Compound : 38.38780000000003\n"
+      "Positive : 10.405405405405402 Negative : 2.1945945945945944 Compound : 21.592972972972966\n"
      ]
     }
    ],
@@ -749,7 +749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -758,13 +758,13 @@
        "[]"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -780,13 +780,6 @@
     "plt.bar(height = [average_pos, average_neg, average_comp], x = [ \"Good\", \"Bad\", \"Compound\"])\n",
     "plt.plot()\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Sentiment_Analysis.ipynb b/Sentiment_Analysis.ipynb
index 39b2953..52fda9c 100644
--- a/Sentiment_Analysis.ipynb
+++ b/Sentiment_Analysis.ipynb
@@ -49,10 +49,10 @@
    "outputs": [],
    "source": [
     "#My Twitter API Authentication Variables\n",
-    "consumer_key = 'rducoMjhlJyWP3lhx3kE4AqZH'\n",
-    "consumer_secret = 'icuilX2Lw3bka1MistxzrzGQD9ZmYAjDLppGbqC4QpjnUS3Kfv'\n",
-    "access_token = '78296136-7rQlDrgyoU5hHvKyi0hxFi6PL9CbglnYb0ShqPWug'\n",
-    "access_token_secret = '8VVT3Oyr9U75wl889A91GMAgQqkDKrMzKDggVjr3ggKcu'"
+    "consumer_key = ''\n",
+    "consumer_secret = ''\n",
+    "access_token = ''\n",
+    "access_token_secret = ''"
    ]
   },
   {