sentiment_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sentiment Analysis of YouTube Titles\n",
    "This notebook aims to run sentiment analysis model to detect the sentiment of video titles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import pandas as pd\n",
    "import re\n",
    "import emoji #pip install emoji\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk import sent_tokenize, word_tokenize\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "from collections import Counter\n",
    "from textblob import TextBlob\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change to your own directory\n",
    "try: \n",
    "    os.chdir(\"/Users/Jiayi/Documents/GitHub/youtube_analysis\")\n",
    "    print(\"Directory changed\")\n",
    "except OSError:\n",
    "    print(\"Can't change the Current Working Directory\")      "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing of Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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>channelId</th>\n",
       "      <th>description</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>videoId</th>\n",
       "      <th>thumbnails</th>\n",
       "      <th>videoTitle</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>viewCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>In this week's Top Gear, Flintoff gets his han...</td>\n",
       "      <td>2020-10-09 09:35:54</td>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>528.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>5819.0</td>\n",
       "      <td>184447.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>From the humble new Volkswagen GTI, right down...</td>\n",
       "      <td>2020-10-09 11:21:23</td>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>568.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>7136.0</td>\n",
       "      <td>217619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Here's Chris Harris' take on the rocket-disgui...</td>\n",
       "      <td>2020-10-07 07:40:22</td>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>1091.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>10189.0</td>\n",
       "      <td>437777.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>16 contenders, 8,553bhp and a festival to reme...</td>\n",
       "      <td>2020-10-06 13:59:38</td>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>579.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7126.0</td>\n",
       "      <td>191070.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>The 986bhp Ferrari SF90 is, unsurprisingly, no...</td>\n",
       "      <td>2020-10-06 07:36:13</td>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>888.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>9697.0</td>\n",
       "      <td>572569.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  channelId  \\\n",
       "0  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "2  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "3  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "4  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "\n",
       "                                         description          publishedAt  \\\n",
       "0  In this week's Top Gear, Flintoff gets his han...  2020-10-09 09:35:54   \n",
       "1  From the humble new Volkswagen GTI, right down...  2020-10-09 11:21:23   \n",
       "2  Here's Chris Harris' take on the rocket-disgui...  2020-10-07 07:40:22   \n",
       "3  16 contenders, 8,553bhp and a festival to reme...  2020-10-06 13:59:38   \n",
       "4  The 986bhp Ferrari SF90 is, unsurprisingly, no...  2020-10-06 07:36:13   \n",
       "\n",
       "       videoId                                      thumbnails  \\\n",
       "0  NXX338WY_Lw  https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg   \n",
       "1  dtHcdU2c71Y  https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg   \n",
       "2  vnrtWe-RAzg  https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg   \n",
       "3  Ra1F0TsOCPs  https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg   \n",
       "4  fXysipmTxcQ  https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg   \n",
       "\n",
       "                                          videoTitle  commentCount  \\\n",
       "0  PREVIEW: Attempting 200mph in the Jaguar XJ220...         528.0   \n",
       "1  Which car will win Top Gear Speed Week 2020? (...         568.0   \n",
       "2  Chris Harris on... the Ferrari SF90 Stradale |...        1091.0   \n",
       "3  Chris Harris vs 2020’s Best Performance Cars |...         579.0   \n",
       "4  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...         888.0   \n",
       "\n",
       "   dislikeCount  likeCount  viewCount  \n",
       "0         257.0     5819.0   184447.0  \n",
       "1         273.0     7136.0   217619.0  \n",
       "2         408.0    10189.0   437777.0  \n",
       "3         202.0     7126.0   191070.0  \n",
       "4         168.0     9697.0   572569.0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videodf = pd.read_csv(\"data/pooled_videos_df.csv\")\n",
    "stop_words = [word.strip() for word in open('data/stop_words.txt').readlines()]\n",
    "videodf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "407093\n"
     ]
    }
   ],
   "source": [
    "titlelist = list(videodf['videoTitle'])\n",
    "print(len(titlelist))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning of Video Titles\n",
    "Accounting for emojis in title by decoding them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def char_is_emoji(character):\n",
    "    return character in emoji.UNICODE_EMOJI\n",
    "\n",
    "\n",
    "def text_has_emoji(text):\n",
    "    for character in text:\n",
    "        if character in emoji.UNICODE_EMOJI:\n",
    "            return True\n",
    "    return False\n",
    "\n",
    "# add space near your emoji\n",
    "def add_space(text):\n",
    "    return ''.join(' ' + char if char_is_emoji(char) else char for char in text).strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3264\n"
     ]
    }
   ],
   "source": [
    "have_emoji = []\n",
    "spaceTitle = []\n",
    "\n",
    "for title in titlelist:\n",
    "    title = add_space(title)\n",
    "    spaceTitle.append(title)\n",
    "    if text_has_emoji(title):\n",
    "        have_emoji.append(1)\n",
    "    else:\n",
    "        have_emoji.append(0)\n",
    "\n",
    "print(sum(have_emoji)) ##3264 titles have emojis in them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "decodedTitleList = []\n",
    "\n",
    "for i in range(len(titlelist)):\n",
    "    title = titlelist[i]\n",
    "    if have_emoji[i] == 1:\n",
    "        title = spaceTitle[i]\n",
    "        words = title.split(\" \")\n",
    "        for i in range(len(words)):\n",
    "            word = words[i]\n",
    "            if char_is_emoji(word):\n",
    "                #decoded emoji comes in the form ':decoded_emoji:'\n",
    "                code = str(emoji.demojize(word))[1:-1] #to remove ':'\n",
    "                newCode = code.replace('_',' ') #to replace '_' with ' '\n",
    "                words[i] = newCode\n",
    "        sentence = ' '.join(words)\n",
    "        decodedTitleList.append(sentence)\n",
    "    else:\n",
    "        decodedTitleList.append(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>channelId</th>\n",
       "      <th>description</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>videoId</th>\n",
       "      <th>thumbnails</th>\n",
       "      <th>videoTitle</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>viewCount</th>\n",
       "      <th>decodedTitles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>In this week's Top Gear, Flintoff gets his han...</td>\n",
       "      <td>2020-10-09 09:35:54</td>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>528.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>5819.0</td>\n",
       "      <td>184447.0</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>From the humble new Volkswagen GTI, right down...</td>\n",
       "      <td>2020-10-09 11:21:23</td>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>568.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>7136.0</td>\n",
       "      <td>217619.0</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>Here's Chris Harris' take on the rocket-disgui...</td>\n",
       "      <td>2020-10-07 07:40:22</td>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>1091.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>10189.0</td>\n",
       "      <td>437777.0</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>16 contenders, 8,553bhp and a festival to reme...</td>\n",
       "      <td>2020-10-06 13:59:38</td>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>579.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7126.0</td>\n",
       "      <td>191070.0</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UCjOl2AUblVmg2rA_cRgZkFg</td>\n",
       "      <td>The 986bhp Ferrari SF90 is, unsurprisingly, no...</td>\n",
       "      <td>2020-10-06 07:36:13</td>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>888.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>9697.0</td>\n",
       "      <td>572569.0</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  channelId  \\\n",
       "0  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "1  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "2  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "3  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "4  UCjOl2AUblVmg2rA_cRgZkFg   \n",
       "\n",
       "                                         description          publishedAt  \\\n",
       "0  In this week's Top Gear, Flintoff gets his han...  2020-10-09 09:35:54   \n",
       "1  From the humble new Volkswagen GTI, right down...  2020-10-09 11:21:23   \n",
       "2  Here's Chris Harris' take on the rocket-disgui...  2020-10-07 07:40:22   \n",
       "3  16 contenders, 8,553bhp and a festival to reme...  2020-10-06 13:59:38   \n",
       "4  The 986bhp Ferrari SF90 is, unsurprisingly, no...  2020-10-06 07:36:13   \n",
       "\n",
       "       videoId                                      thumbnails  \\\n",
       "0  NXX338WY_Lw  https://i.ytimg.com/vi/NXX338WY_Lw/default.jpg   \n",
       "1  dtHcdU2c71Y  https://i.ytimg.com/vi/dtHcdU2c71Y/default.jpg   \n",
       "2  vnrtWe-RAzg  https://i.ytimg.com/vi/vnrtWe-RAzg/default.jpg   \n",
       "3  Ra1F0TsOCPs  https://i.ytimg.com/vi/Ra1F0TsOCPs/default.jpg   \n",
       "4  fXysipmTxcQ  https://i.ytimg.com/vi/fXysipmTxcQ/default.jpg   \n",
       "\n",
       "                                          videoTitle  commentCount  \\\n",
       "0  PREVIEW: Attempting 200mph in the Jaguar XJ220...         528.0   \n",
       "1  Which car will win Top Gear Speed Week 2020? (...         568.0   \n",
       "2  Chris Harris on... the Ferrari SF90 Stradale |...        1091.0   \n",
       "3  Chris Harris vs 2020’s Best Performance Cars |...         579.0   \n",
       "4  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...         888.0   \n",
       "\n",
       "   dislikeCount  likeCount  viewCount  \\\n",
       "0         257.0     5819.0   184447.0   \n",
       "1         273.0     7136.0   217619.0   \n",
       "2         408.0    10189.0   437777.0   \n",
       "3         202.0     7126.0   191070.0   \n",
       "4         168.0     9697.0   572569.0   \n",
       "\n",
       "                                       decodedTitles  \n",
       "0  PREVIEW: Attempting 200mph in the Jaguar XJ220...  \n",
       "1  Which car will win Top Gear Speed Week 2020? (...  \n",
       "2  Chris Harris on... the Ferrari SF90 Stradale |...  \n",
       "3  Chris Harris vs 2020’s Best Performance Cars |...  \n",
       "4  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videodf['decodedTitles'] = decodedTitleList\n",
    "videodf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Exploration of Video Titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_N = 100\n",
    "#convert list of list into text\n",
    "#a=''.join(str(r) for v in df_usa['title'] for r in v)\n",
    "\n",
    "a = videodf['videoTitle'].str.lower().str.cat(sep=' ')\n",
    "\n",
    "# removes punctuation,numbers and returns list of words\n",
    "b = re.sub('[^A-Za-z]+', ' ', a)\n",
    "\n",
    "#remove all the stopwords from the text\n",
    "stop_words = [word.strip() for word in open('data/stop_words.txt').readlines()]       \n",
    "nltk_words = list(stopwords.words('english'))   \n",
    "stop_words.extend(nltk_words)\n",
    "\n",
    "word_tokens = word_tokenize(b)\n",
    "filtered_sentence = [w for w in word_tokens if not w in stop_words]\n",
    "filtered_sentence = []\n",
    "for w in word_tokens:\n",
    "    if w not in stop_words:\n",
    "        filtered_sentence.append(w)\n",
    "\n",
    "# Remove characters which have length less than 2  \n",
    "without_single_chr = [word for word in filtered_sentence if len(word) > 2]\n",
    "\n",
    "# Remove numbers\n",
    "cleaned_data_title = [word for word in without_single_chr if not word.isnumeric()]        \n",
    "\n",
    "# Calculate frequency distribution\n",
    "word_dist = nltk.FreqDist(cleaned_data_title)\n",
    "rslt = pd.DataFrame(word_dist.most_common(top_N),\n",
    "                    columns=['Word', 'Frequency'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FreqDist({'news': 36132, 'trump': 25070, 'nbc': 19936, 'movieclips': 15286, 'scene': 13619, 'kids': 11911, 'bbc': 11403, 'wwe': 10926, 'nightly': 8966, 'movie': 8732, ...})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,10))\n",
    "sns.set_style(\"whitegrid\")\n",
    "ax = sns.barplot(x=\"Word\",y=\"Frequency\", data=rslt)\n",
    "plt.xlabel('Word', fontsize=20)\n",
    "plt.ylabel('Frequency', fontsize=20)\n",
    "plt.xticks(fontsize=15, rotation='vertical')\n",
    "plt.yticks(fontsize=15)\n",
    "\n",
    "#plt.savefig('WordFrequency.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.set_style(\"whitegrid\")\n",
    "ax = sns.barplot(x=\"Word\",y=\"Frequency\", data=rslt.head(10))\n",
    "plt.xlabel('Word', fontsize=18)\n",
    "plt.ylabel('Frequency', fontsize=18)\n",
    "plt.xticks(fontsize=18)\n",
    "plt.yticks(fontsize=15)\n",
    "\n",
    "#plt.savefig('Top10Words.Png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x1dbed009cd0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create and generate a word cloud image\n",
    "wordcloud = WordCloud(background_color=\"white\", width=3000, height=1000, stopwords = set(STOPWORDS)).generate_from_frequencies(word_dist)\n",
    "\n",
    "# Display the generated image\n",
    "plt.figure()\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "#Save wordcloud to PNG\n",
    "wordcloud.to_file('WordCloud.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiment Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bloblist_title = list()\n",
    "\n",
    "decodedTitles = videodf['decodedTitles']\n",
    "for row in decodedTitles:\n",
    "    blob = TextBlob(row)\n",
    "    bloblist_title.append((row,blob.sentiment.polarity, blob.sentiment.subjectivity))\n",
    "    videotitle_polarity = pd.DataFrame(bloblist_title, columns = ['sentence','sentiment','polarity'])\n",
    " \n",
    "def f_title(videotitle_polarity):\n",
    "    if videotitle_polarity['sentiment'] > 0:\n",
    "        val = \"Positive\"\n",
    "    elif videotitle_polarity['sentiment'] == 0:\n",
    "        val = \"Neutral\"\n",
    "    else:\n",
    "        val = \"Negative\"\n",
    "    return val\n",
    "\n",
    "videotitle_polarity['Sentiment_Type'] = videotitle_polarity.apply(f_title, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "videoTitleSentiments = pd.merge(videodf['videoTitle'], videotitle_polarity, left_index=True, right_index=True)\n",
    "videoTitleSentiments = pd.merge(videodf['videoId'], videoTitleSentiments, left_index=True, right_index=True)\n",
    "videoTitleSentiments.to_csv('titleSentiments.csv',index = False, header=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>videoId</th>\n",
       "      <th>videoTitle</th>\n",
       "      <th>sentence</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>polarity</th>\n",
       "      <th>Sentiment_Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NXX338WY_Lw</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>PREVIEW: Attempting 200mph in the Jaguar XJ220...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>dtHcdU2c71Y</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>Which car will win Top Gear Speed Week 2020? (...</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vnrtWe-RAzg</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>Chris Harris on... the Ferrari SF90 Stradale |...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ra1F0TsOCPs</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>Chris Harris vs 2020’s Best Performance Cars |...</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>fXysipmTxcQ</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       videoId                                         videoTitle  \\\n",
       "0  NXX338WY_Lw  PREVIEW: Attempting 200mph in the Jaguar XJ220...   \n",
       "1  dtHcdU2c71Y  Which car will win Top Gear Speed Week 2020? (...   \n",
       "2  vnrtWe-RAzg  Chris Harris on... the Ferrari SF90 Stradale |...   \n",
       "3  Ra1F0TsOCPs  Chris Harris vs 2020’s Best Performance Cars |...   \n",
       "4  fXysipmTxcQ  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...   \n",
       "\n",
       "                                            sentence  sentiment  polarity  \\\n",
       "0  PREVIEW: Attempting 200mph in the Jaguar XJ220...       0.50  0.500000   \n",
       "1  Which car will win Top Gear Speed Week 2020? (...       0.60  0.466667   \n",
       "2  Chris Harris on... the Ferrari SF90 Stradale |...       0.50  0.500000   \n",
       "3  Chris Harris vs 2020’s Best Performance Cars |...       0.75  0.400000   \n",
       "4  FASTEST TOP GEAR LAP? Ferrari SF90 Stiglap | T...       0.50  0.500000   \n",
       "\n",
       "  Sentiment_Type  \n",
       "0       Positive  \n",
       "1       Positive  \n",
       "2       Positive  \n",
       "3       Positive  \n",
       "4       Positive  "
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "videoTitleSentiments.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive: 115767\n",
      "Negative: 58723\n",
      "Neutral: 232603\n"
     ]
    }
   ],
   "source": [
    "positiveCount = len(videotitle_polarity.loc[ videotitle_polarity['Sentiment_Type']=='Positive'])\n",
    "negativeCount = len(videotitle_polarity.loc[ videotitle_polarity['Sentiment_Type']=='Negative'])\n",
    "neutralCount = len(videotitle_polarity.loc[ videotitle_polarity['Sentiment_Type']=='Neutral'])\n",
    "print(\"Positive: \" + str(positiveCount))\n",
    "print(\"Negative: \" + str(negativeCount))\n",
    "print(\"Neutral: \" + str(neutralCount))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bar chart\n",
    "plt.figure(figsize=(15,10))\n",
    "sns.set_style(\"whitegrid\")\n",
    "ax = sns.countplot(x=\"Sentiment_Type\", data=videotitle_polarity, palette=['#9af497','#ff6654','#b1ddf1'])\n",
    "plt.xlabel('Sentiment Type', fontsize=16)\n",
    "plt.ylabel('Count', fontsize=16)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "#plt.savefig('TitleSentimentsBar.png') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rA0Rk71RaRJKQbdsYGFhYuHDh/uafIEEarUZ8to8QQYJ25C1MiLAdJkx413/bYYxv/hsiBQTXtzVmT/8FLty4SHGlkOpqQxvakOpKJdXVhjTSSHelk+ZKo42rDamuNqSSQoorBQ9eTAwsbNy48eLF5XLt/UWKSMJRaRFJUGE7jI2FBy8WFo12I37bR71dT51Vh89uwG/78dk+fJaPIIGWOfD+nnA+wBPTHjy0dbWlnas97dztaO9qT0d3Zzq4OtDW1ZY0V9o3Y0Em4MKLVyM3IglGpUUkjlm2hYEBgBcvIULUWjVUWVVst7ZTY+2gxtpBkKDDSQ+eiUmdXUedXQfWnj8m3ZVBO1ek0HR2d6G7uztd3F1Ic6VjYOACUlzOXwEiIs2j0iISJ0zbxMTAg5egHaTG2kGlVUG1XU2NVUONtaOpwCSrRttPo+2nkgowv13l04OXzu7OdHF3oZv7ELq7u9PR3Qk3bkxMvHjxuPa9rLmIOEulRSQWWRYEA1guCLdxU2VWUWqVUGFWUGVVEmL/tpeXCBODKquSKquSbLKabk8nnc7uLnR1d6WXpzfdPT3wfnM6LYUUzZkRiTEqLSKxwAhDKASpbaBqG2xeD1kbcf32WuYEPqTKqnQ6YUJqpJFGq4RSq4T1xjoA2rra0t3dg56eXvT29Ka9qwMmBl5SNEdG4opt2wlXvFVaRJxg2xBohJQUKCuBr1dCzkbIz40sFb7TaWcxaMBglZYo8tk+8s088s08IDJXqIf7UHp5etPX049O7k4qMQ4xLRuP27lfws09/qWXXsratWt57733GDBgwC73ZWZmcsEFFzBz5kyOPfbYFslZXl7OrbfeygMPPECXLl0O6rkuvfRSMjIyePrpp1sk28FSaRGJllAwUlbCIVj/FaxZBZs3QMC/98dkrqfPgFNZGb2U8j0GBiVWMSVWMavCK/DgoYe7B/09AxjgHUSaKw2w8bpSnI6a8DxuF+/l1Tl2/PMGdWj2Y4PBILfffjszZ85s9dGPZcuWsXTp0lY9hlNUWkRai2VCMADeVCjMg9VfwIavYVvpfj+FKy+LjsbZrRhSDpSJSalVSqlVyhfhZbR3daCfpx+DvUPp5u6Gian5MLKb9u3bs3LlSt566y0uueQSp+PELY1tirQkw4gUlZpqWPwJzHgIbrwcpt4G8z88oMICwNYteFIz8Orvi5hVb9ex0djAe4G3mel/gUXBBWwxcwjaQUJ2CNM2nY4oMWDs2LGcdtppTJ06lcrKvZ/u3b59O3/7298YP348Y8aM4ZprrqGoqKjp/unTpzNmzJhdHpOZmcmwYcNYsWIFs2fP5pZbbgHg+OOPZ/r06RQXFzNs2DBeeuklfvzjH3PCCSfw1VdfYds2L730Eueeey6jRo1izJgx/O53vyMrK4tYpZ+EIgfLNCOnfEIhWL4YViyB4q0t89yBRqipZkC7geSaOS3znNJqDAwKzK0UmFsB6OruRn/PAIZ6h5LuysCNW5dWJ7E777yTs88+mylTpvDoo4/udn8gEOCyyy4jEAhw2223kZ6eztNPP82kSZN477336Nix4z6Pceqpp/KHP/yBJ598kmeffZahQ4diGJGlEB555BHuvfdeQqEQRxxxBM8//zwPP/wwf/3rXxkxYgTFxcU89NBD3HLLLcyePbvFX39LUGkRaQ7LhGAwcmnyyqWRsrI1t3WOlZtJ/7EDVFri0Hariu1WFV+Fv6SzqzNDvcM4LGUYHjxasTcJ9ezZkxtvvJH77ruP+fPnc/rpp+9y/zvvvEN+fj7vv/8+gwcPBiKjJaeddhovv/wy11133T6P0aVLF/r16wfAyJEj6dKlC8XFxQBccMEFnH32t6eby8rKuPbaa/ntb38LwPjx46mrq+P+++/H5/PRtm3bFnndLUmlRWR/fbN2ChCZn/LFItiSFZlc24pcWRs59MgjWvUY0vp22DtYGV7OyvByergPZbh3BAO9g7CxSdUqvUlj0qRJfPDBB9xzzz27XS20YsUK+vfvT//+/ZtGR9LS0hg7dizLly/fr9LyQ3YWoZ1uu+02AKqrq8nLyyMvL48FCxYAEAqFVFpE4lKgEVxuWLMSli2A7E2RAhMt+Tmku9KjdzxpdduscraFylkSWkwfT19GeA+nl6c3NjYpugopobndbqZMmcLPfvYzHnzwQX7+85833VdTU0NeXh4jR47c7XHfv1S6Obp27brL+1u2bOH2229n9erVpKenM3z48KaiYrfyH2PNpdIisieWCeEw7NgO896DVZ9HLll2QnkJuD10MjtRQ40zGaRVWFgUmgUUmgWkkMIA7yAO946ki7sLbly4Nf8lIQ0bNowrr7ySGTNmMGTIkKbb27dvz/Dhw7n33nt3e0xqamQ0zuVyYX3vjyafz3fAGSzL4g9/+AOdOnXi/fffZ8iQIbjdbmbNmhXTl0urtIh8VzAALhd8tQIWfAgFeU4nipx+Ki5gcJ+hrA6vcjqNtJIwYXKMLHKMLDq6OjEqZTRDvUOxQaMvCeiPf/wjc+fOZdq0aU23HX300Xz++ef07t27aVE427b561//ymGHHcawYcNo164dgUCAuro6OnSIrBuzevXqXZ7b7d73XKnq6moKCgq4+uqrOeyww5puX7JkSUu8vFajWWAilhU5BVRVAbNnwU1XwwvTY6Ow7JS5jt70dDqFREmtXcPS0Ge84p/JytBy6q16QnYoZofs5cC1adOGu+++m4aGhqbbLr74Yjp16sQVV1zBnDlzWLZsGTfccANz5sxh+PDhAJx00kkA3HrrrSxfvpwXX3yRV199dZfn3llmPvnkk6ZJuN/XrVs3evXqxUsvvcSiRYv47LPP+Mtf/sKiRYsAaGxsbOmX3CJUWiR5hYKRy5TXrIRH74Nb/wiLPv7hFWod4tqSRRcj9ibFSesKE2aTsZH/Ns5iXuBjis0iDNvAsJN7N+9Ecdxxx3HRRRc1vd+uXTtmzZrFoEGDuOuuu7j22mspLS3liSee4JRTTgEik2nvvfdeNm7cyFVXXcWnn3662+XTxx9/PCeeeCJTpkzh+eef3+vxp0+fTtu2bbnhhhv4xz/+QWNjIy+88AIAa9asaYVXfPBctqq7JJtAIDJnZe67sORT8NU7nWjf2rbDnvoMzwefxyKKk4Al5rR1tWWk9whGpEQmaybilUeZmZmMGDFit9vjde8h2d3evsb7ojktkjwCjZGRlQ/egM8XRnZWjhe+Bmioo1+b/my18p1OIw7y2T5WhlfwZXgVg7yDOSZlHGmuNFISsLx8n9OFwenji0qLJINAIzTUw7uvwZfLonu5ckvakkX/0QPZGlJpkciVR7lGDrlGDgM8AxmfehwZrgxN2pWEptIiicm2IyvWVlfA26/B+tWtvghca3Nt3kDPkRc6HUNi0FYzn62N+fTz9GN86nG0c7VXeZGEpNIiicWyIvsAFRfAO69B9kanE7WcvGza2lpkTvau0CyksLGQ3p4+jE85jo7ujnjxasdpSRgqLZIYbDsyXyUvC96eFVuXK7eU0kJc3lTahdrRQMO+P16SVolZzNvmW/R092J86rF0dndReZGEoNIi8S8YgMpt8Oozkb2AEpVlQVkRgw8dytrw106nkThQZpXybuBturt7cGzqcXR1d4ub00a2batkJaiDuWhZpUXiVyAAjT747/ORtVaSweYN9Ol5NGtRaZH9V2Ft4/3Au/R29+HENieT7kqP6fKSkpJCY2MjGRkZTkeRVtDY2EhKSvO+/7S4nMSfYBD8Pvjfy/CPPyZPYQFcuZvpFm7ndAyJUyVWMW80vsYXoc8J2kEMOzYv++/evTslJSX4/X6tApxAbNvG7/dTUlJC9+7dm/UcGmmR+GGEI6dIPv0A5r4TOS2UbPJzSEnJgJDTQSRe2dhkGZvZYuRyVMrRjEoZjQsXnhjanHHnMvSlpaWEw7FZrKR5UlJS6NGjR9PX+EBpRVyJfaYZeVu1NHJFUF1y73Rs/+dZPvYuodja854iIgciw9WW41KPp79nAB48mkciMU0jLRLbggHYmguznoFtpU6niQ35OQwYMYjikEqLHDy/7WNB8FO6urtyYuopdHZ3jun5LpLcVFokNu3czPCVp+Dr5Jmzsj9cmevpddhEp2NIgtlubefdwGz6efpzYurJpLpSVV4k5qi0SGyx7cjicF8sjky0TcZ5K/uSl017LTInraTQLOD1xlc5JmUch6ccoVNGElNUWiR2BANQXQXPT4fCBFwcrqUUb8WVkkZaMI0AKnXS8kxMVoSXk2Nkc1raGbRH2wJIbNAlz+I8w4gUlndeg7snq7Dsi2FARRlDvEOdTiIJrtquZnbjm3wZWknYDmPaptORJMmptIizggHIXAt3/BkWzAE7TndgjrasjfRx93U6hSQBG5sNxnrebHydcquccIyu7SLJQaeHxBmhYGRF25cehw1a3fVAuXI2ccixxzodQ5KIz25gTuB9BnoGcVKbU/DgwevSrxCJLn3HSfQFA/D1Cnj1WU20ba68HNp4M0B/9EqU5Zt5lPiL+VHqCQz0DsKruS4SRSotEj2GEbky6IXpsPZLp9PEtx1VYBj0cB/KNqvc6TSSZEKEWBRaSLaRzelpE0jBi0ejLhIFmtMi0REMRHZgvuPPKiwtZWsugzyDnU4hSazUKuEN/2uUmmWa6yJRodIircuyIoVl9iyYdlfSL8Hfojavp5fdvE3HRFpKkCAfBz9keegLwnYYS5PppRVpPE9az851V558QEvwtwLXliw6muc7HUMEgM3GJsrMUn6SdhZtaat1XaRVaKRFWkcoCIvmwpSbVFhaS0Ee7tR0Ukl1OokIALV2Df9rfINsY7NOF0mrUGmRlhUORU4BPXwvzH4FTMPpRIkrHILqSgZ6Na9FYoeFxbLQ53wSmEvADmhBOmlRKi3ScoIByN4Et/8Ztmx2Ok1yyN5EP3c/p1OI7KbEKuYN/38pM0s16iItRqVFWkYoCHNmw6P3QcDvdJqk4creRI9wR6djiOxRkAAfBT9kdWgVhq1RVzl4mogrB8cwIoXlyamRURaJrvxs0jzpoN8HEsPWG+uotCr5SdpZePHicXmcjiRxSiMt0nzBIJQVw103qrA4paIcbOjq7uZ0EpEfVG6V8VbjG9TaNTpdJM2m0iLNEwzAl8vg/lugdofTaZJbUT6DtcicxAG/7ePtxv+RZ2xRcZFmUWmRAxcKwlszYeYTujooFmSupxc9nU4hsl8sLD4LLWJ5aBmGioscIJUW2X+mAb4GeHgKfPaJ02nkG64tWXQ2MpyOIXJANhuZfBT4kKAd1Cq6st9UWmT/hEJQUQb3TI7sISSxY+sWPKkZuNHkRokv5VY5sxvfpN6u19VFsl9UWmTfggHIy4Z/3gI11U6nke8L+KF2B4M8A51OInLAGuwGZje+SalZonkusk8qLfLDggH4agU8MiUyl0ViU24m/TwDnE4h0iwGBnODH5FjZKm4yA9SaZG9Cwbgk/fhxcciuzVLzHJlbeRQo7PTMUQOyuehpawJf6XiInulxeVkz0JBeP0F+HyB00lkf+Rlk+FKdzqFyEFbE/4an+3jxNST8GqnaPkejbTI7oIBeOo/KizxpLwE3F46oCX9Jf7lGNl8EpynERfZjUqLfMsywe+DB++EjWucTiMHwrahpIChKUOdTiLSIorNIj4MvK9LomUXKi0SYYShtgbu+xsU5DmdRpojcx296eV0CpEWU2lV8G7jbIJ2ANM2nY4jMUClRSJrsJSXwpSboKrC6TTSTK4tWXQx2jodQ6RF1dq1/C/wFg1ay0VQaZFQCMqKYOpt4Kt3Oo0cjPwcvCkZuPW/tSSYRtvP242zqba2q7gkOf10S2ahEJQWwYN3RSbfSnzzNYCvnr7ufk4nEWlxYUJ8EHiPKqtSxSWJqbQkq1AISgth2l0qLIkkL5sBXq2MK4nJxGRO4AOqrCoVlySl0pKMQiEoKdAISwJybV5PT7Or0zFEWs3O4rJdp4qSkkpLsgmFoGQrTLtby/Inorxs2tpaZE4Sm4nBh4H3NcclCam0JJNQEIq3woMqLAmrpBBXSiptaed0EpFWtbO47LCqVVySiEpLsggFoWhrZIQlHHI6jbQWy4KyYoZ4hzDy4tsAACAASURBVDidRKTVGRh8EHhPxSWJqLQkg52F5aF7VFiSweYN9Hb3cTqFSFR8W1x2qLgkAZWWRBcOQXGBCksSceVu5pCwTg9J8ogUl3epUXFJeCoticwwoLoKHrlXhSWZ5GWTkpLhdAqRqNo54lJn12rJ/wSm0pKoLCuy2Nh/7oRAo9NpJJrqaiAQ0CkiSTphwnzQ+D4Bu1GbLCYolZZEFWiE/9wR+QUmySc/h4HeQU6nEIm6IAHeD7xLmLDTUaQVqLQkomAgckqooszpJOIQ1+Z19DQPcTqGiCPq7XrmBD4gbKu4JBqVlkQTCsLTD8LWXKeTiJPycmivReYkiVVZlXwanKeJuQlGpSWRBIPw6rOwcY3TScRpRfm4U9JII83pJCKOKTaLWBZaqhGXBKLSkiiCAZj7NnyxyOkkEgsMAyrLGaxF5iTJZRmbWR9ep+KSIFRaEkEwACuXwof/czqJxJKsDfR193U6hYjjVodXsdXIU3FJACot8S4UgpxNMOsZp5NIjHHlZHJIuIPTMURiwuLQIiqsCs1xiXMqLfHMMqGmGp6eBlqTQL4vL5s2Xk3GFQGwsZkX+IgGu15ruMQxlZZ4FgzBI1O0Y7PsWXUVGCY93D2cTiISEwwM5gQ+1BoucUylJV6FgvD0f6CqwukkEssKtjDIM9jpFCIxw2c38Elgrk4TxSmVlngUDEQm3WauczqJxLrM9fSyNdIi8l1lVimrQ6s0MTcOqbTEm1AoUlY+ftvpJBIHXHlZdDS1eaLI960z1lJiFmvEJc6otMSTnRNvn3vU6SQSLwrycKem48XrdBKRmLMwOB+/7dPE3Dii0hJPgkFNvJUDEwpCdSWDNa9FZDc7J+YaaLQlXqi0xIudewpp4q0cqJxM+nkHOJ1CJCbV23XMD36i00RxQqUlHmjirRwEV/ZGeoQ6Oh1DJGYVm0WsDa/RxNw4oNIS64ww5GRq4q00X14OaR4tMifyQ74Kf8k2s1wjLjFOpSXWBQPwvCbeykGoKANcdHV3dTqJSEz7NPiJFp6LcSotsSwUhBnTwNfgdBKJd4X5WmROZB/ChPg0MA9Dp4lilkpLrAoGYMmnsHmD00kkEWSupzc9nU4hEvPKrTI2hTdpfkuMUmmJRZYFO6ph9itOJ5EE4crLorPR1ukYInFhVXgFPrtB67fEIJWWWGSE4cmpYGhCmLSQ/Fw8qRm48TidRCTmWVjMC8zFxHQ6inyPSkusCQbgrZlQXuJ0EkkkAT/U1TDQM9DpJCJxodauYWVouU4TxRiVllhihCEvGxbPczqJJKLcTPp5BjidQiRubDI2UmlVYNoacYkVKi2xJBiEZx9xOoUkKNfmDfQ0OjsdQySuLAh8qmX+Y4hKS6wIBeHZh6Ghzukkkqjyc0h3aZE5kQPRSCOLgvN1mihGqLTEglAIVi6FTWudTiKJrKwEl9tLBzo4nUQkrhSaheQZW7RabgxQaYkF4RC8+ZLTKSTR2RaUFjAkZajTSUTizrLQUgytlus4lRanBQPw8pMQaHQ6iSSDzA30ppfTKUTijoHB4uAinSZymEqLkwwjcrXQ1yudTiJJwpW7ma5aZE6kWQrNAsrNMixdTeQYlRYnmQa89ITTKSSZ5OfgTW2LW//rizTLktBiTLRSrlP0k8spwQC8+1/Ysd3pJJJMfPXga6Cvu6/TSUTiks/28WVopU4TOUSlxQmWBdsrYcFHTieRZJSXzQDvIKdTiMStjcYGfHYDtm07HSXpqLQ4wQjDc49GruYQiTLX5vX0NLs6HUMkbtnYLAjO195EDlBpibZgEJZ8CsVbnU4iyWpLNm1tLTIncjC2W1VkGZu1dkuUqbREW7AR3nnN6RSSzEoKcaWkkoGuIhI5GCtDy7V2S5SptERTMAAvPh5Zsl/EKZYJZSUM9g5xOolIXNPaLdGn0hItlgVF+bBxjdNJRCBrA33dfZxOIRL3Cs0CKq0KLM1RjAqVlmgxwjDrWadTJI2QZTFxZRbLquv3eN85K7OYnl++X8/1ZY2P4YvWUdwYarptda2PM5Zv5rjPN/JG6a6Xrf8rt5R3yncc3AtoZa7cTLqF2zsdI2HVFNUw+8/vMP2UJ3jqrGdYOG0xRjAy96Eyt4r//v4NHjnhMZ678EU2zcncr+cs/qqY/4x9iNrS2qbbStaU8Mx5z/P4j59i3ez1u3z8wmmL2fjBppZ7UbJXy4JLsbR2S1SotESDEY6selta6HSSpBA0Lf6yqZAc/55Pwz1ZUEHuXu7b03PdmlXE9y9snJJTws97duGhw/txb24p1aFvfiEFw3yxo4Fze3Q6mJfQ+vJySE3JcDpFQjLDJrNveBdPqodfv/ALzrnvp+Qu2sKSxz/HCBm8fcO7HHLYIfz2v5MY/9tj+PiueZStL/vB5zSCBnOnfMr3vxHn/3shoy88gon3n82CBxbi3xHZDsRX5aNwZREjfjq8tV6mfMcOewf5Rh6mVsptdSot0WBZ8L+XnU6RFHJ9AX7+VS6F3xkV+a7NDY28WVbNoIw2+/V8j27dRtdU72635/mDTDikI8d3bk8Hr4fiQOR4TxdWcEXfQ/C4XM1/EdFQuwOCAXq5ezudJOGUbSinpqiGn959Jl0HdaXv2D6c+IcfkfnRZrbnVVNXWscJfzieTn07MeqCIzhkSDcKVxf/4HN+/tQXZHTe/Yqv6q3VDP3xUPof24827dtQWxIZhVnxwkrGXToWt0c/4qNlZXg59m5/3khL03d0awsGYf6HkV8S0uq+rPVxQpf2vH707pNMTdvmH5uL+eugnnTyevb5XBvq/by7bQd/H7z7BoM926Swqb6RkkCI2rBJjzYpbAuGWVXjY2Ksj7LslJ/LQC0y1+K6DOjMRdMvIDUj9dsbXWCGTNI6pIEL1r+zEduyKV1byvat1fQY3n2vz1e+aRubPszk1BtP3u2+9od2oGJzBbWldQTqgrTv0Y6GygaKVpcw/KxhrfHyZC/8tp8N4XW6BLqV7f4npLQs04CP3nY6RdL4Za+9L5r2XFElnVM8XHBoZ14v/eHtE8JWpODcPHjPBeevg3ry18xCwpbN//XvTo82KdydXcLv+8XBKMs3XJnr6HXY2U7HSDgZnTPof2z/pvdty+br19fQZ0xvOvbqwEl/PIEl05fy2aNLsE2b4646lgHH9d/jc5lhk7l3z+PUv5xMWsfdR1pOvv5EPrztI8ywybFXjKfdIe349P4FjP/tMRplccCa8NeMSBmJV79aW40+s60pEIDZr0QudRZH5fuDPFdYyf/GDt2vj3+6sIJD26QwsUdnCvYw/2XCIR1Z0WUkIcumQ4qHskCIr2p93D60F9PyynhvWw1jOmTwz+F9SY/VXx75ObQ3tchca1v44GIqsiqZ9PKvsAyLHYU1jLrgCEZdcAQVmytYOG0x3Q87hMNO3/17c8ULq2jXoz0jzhrOjsKa3e4f+uMh/HHBHzDDBmnt06grr6dkbSmn//00lkxfyqaPNtNrdE/OuvMnpKSnROPlJrUwYVaFVnBs6vGkuPT5bg0x+tM0Qfjq4fMFTqdIerZtc2tWEX/o350+6an7/PgcX4CXi6u467Afnu+R5nHTISUyCvNkQQVX9+vO2jo/H1TU8MG4wzBteLmkqkVeQ6sozMedmk4b0pxOkpBs22bBAwtZ8+ZaJv7zbLoN7sbGDzMpWVvKGTf/mEMP78Hon43imN8czedPfbHb46u2VPH1f79mwi0//sHjpKR5SWsf+RqueG4Fx/5uHGXry8icm8Xv3rwMy7T46nUttRAtm41MgrbW4motKi2tJRiAV5+NTMIVR5UGw6yu9fNwfjljPtvAmM82sKbOz9OFlfx+Xf5uHz+3spZ6w+ScldmM+WwD53+ZDcDEVVm8t233uUklgRDr6v38tHtH1tT5ObJ9Bu28Ho7v3I61df5Wf33NZoShspzB3sFOJ0k4tmXz8V3zWPPmOibefzZDTo18jss3ldN1UBdc7m9PIfY4vEfTBNrvyv40h0B9kBcunskjJzzGS7+MTOZ/4eKZe7xMura0jrIN5QybcBil68voecShpLZNpf+x/fZ5dZK0HBubZaGlWnCulej0UGuwLCgtgg1fOZ1EgB6pKcwbv+ukxBs3FXJ0xwyu6rf7BMhJvbtybvdvJ9OWBsNcvjaPGaMHcni73U+nPLF1G1f3647b5cIFTas1mLZNzG8Cm7WRvicMZxMbnU6SUBZNW8zmj7M4/z/nMvjkbyc7tzukHQVfFOzysdvzq+nUp+NuzzHml2MY8dMRTe/Xl9fxxjX/46LpF+5x4u7yZ1cw/nfjvilErqYdiC3D3u1SaWldBeZWaq0aurq74YqTOW7xQiMtrSEchte0kFys8Lpd9M9os8tbG7eLjl4PPdpEzjuHLIvKYBjTtumU4t3lY3t98zG92qTS7nuTcosag2xsaOSnh0R+6RzRPoNVNT42NzTySVUdR3aI7bVQXDmb6B7u4HSMhFK6rozVr37Nj645jkMP74Gvytf0dvjZI/Bt97PwP4uoKaohe34OK19YxdhfHw1EJt76qnxYpkV6xzQ69+vU9Nb+0MjXqUPP9qS23fU0Z01xDdsytzFswmEAHHp4d4pXl1CRXUnuwlx6HnFodD8JwtLQEgx0JVFL00hLS7Ms2JoDBXlOJ5ED8HWtn8vW5jH/2OH7Ne9lpycKKrimX/emv6aO6dSWc7p34jdfb2Fcp7ZM6r33q5liQn4ObbwZaM+3lpM9PweAJdM/Z8n0z3e57y8r/8zPn7qIRQ99xku/eoV23dpy0nUnMOqCIwAoWVvKG1e/xVUfXEHHXruPvuzNF8+s4Ngrxzd9H/Y5ug/DzxzGf3//Bn2P7sOYXx7VQq9O9lelVUGFuY2enl64XRofaCku2475Aez4EgzAtLtha67TSUT2i/3wS7zLx1RaFU5HEUko3dyHMDHtPF1J1IJU/1qSZUFhvgqLxJeCLQz2aMdnkZZWZVVSZVWhsYGWo9LSksKhyLosIvEkcx297B5OpxBJSCtDyzW3pQWptLQQ27YxXB5Ii+2JlyLf59qSTSctMifSKiqsbeywqjXa0kJUWlqIaUNpwMa4/haMqc/A2B85HUlk/xRswZ2aoaXHRVrJytAKjba0EJWWFuI3LNZUBZhb0ECWkUb4yj9jPPgCnHi609FEflgoCDuqGOTRInMiraHMKqXernc6RkJQaWkBhmWzuTqybLNpw5baEHMLG9jU6CH4q6sxHp4JZ0x0OKXID8jJpJ93z5v2icjB+zK0kpAdcjpG3FNpaQEh06bcv+vQn2XD1vow8wobWF8PjRdcivHoLJh4iUMpRfbOlbWRHuFO+/5AEWmWAnOrSksLUGk5SIZlk7Vj75tj2UBRQ5hPihpYU2PgO/MijMdehYsvA7dnr48Tiar8HNJdmowr0ppWh1cRVnE5KCotB8myobhh/5YTLfUZzC/2sXp7mLqTz8aYPgsm/R94938FVpFWsa0UXC66uGJ8BV+ROJZr5GCiTXQPhkrLQTAtm/y64AHvRbbNb7CoxMfKigA7xp2K8ejL2Ff+WZdLi7OK8hmkHZ9FWo2FxcbwegxbVxI1l0rLQdpa1/xNW6oCJktK/XxR3sj2UcdiTHsB69q/QzttYCcOyFxPb3o6nUIkoWUam5yOENdUWprJtm0qGw2C5sEvGLQjaLKsrJGlZX4qhxyJ+cAzWDfeCV26tUBSkf3j2pJFF0OjfSKtqdFupMQs0WJzzaTS0kw7L21uSXUhixXbGllc4qe8z2GY9z2B9fd/Qo9eLXockT3amosnNQO3fiyItKp14TUY2lq9WfTTqZlCps32gNkqz90QtviyIsDC4gaKu/XHvOthzNsfhH6DWuV4IgA0+qGulgGegU4nEUlo5VYZAXvvV53K3qm0NINh2eTWtv43nN+wWVMVYH5RA4Xte2De8i/Mex6FoSNa/diSpHI3098zwOkUIglvfXgtYVujLQdKpaUZXEBxffS+2QKmzfrtQT4pbCCvTReMv9yNef9TMHps1DJIcnBlbeBQo4vTMUQSXraRjQuX0zHijkrLAbJsm5KGMIYDc6hClk1mdZB5hfXk0JbwNX/DmPosHKPNGaWF5OWQgRaZE2ltYULkG1uwbK3bciBUWg6QZUNenbMrGhoWZNeEmFfYQJbRhtAVf8aY9iKcPMHRXJIAyopxeb10QJfdi7S2dcY6TFpnbmSiUmk5QL6wRV0oNprxziuY5hU0sNHvJviL30c2Z/zJeU5Hk3hlW1BSxOCUIU4nEUl41dZ27f58gFRaDkA4ShNwD5QFFHyzOeO6emg879eRLQLO+6XT0SQebV5PH1dvp1OIJIW14a+1keIBUGk5AG6g3Be7yy/bRPZB+qTIx9c7DBomXIDx2Gvw88u1OaPsN1duJl3D7ZyOIZIU8o08rY10APSZ2k+2bbPNb9ACC+BGRZnPYEGxjy+rQtSeeBbG9FnYl12jzRll3/Jz8aZoZVyRaDAxKTILtULuflJp2U+GBYVRvMy5pVQ0Giwu8bGiIkDN2FMimzNedSNktHU6msSqhjrw++jr7u90EpGkkGVsJqwVcveLSst+crmgsjF2Tw3ty/ZvNmdcVt5I1eHjMP7zPNYfb4H2HZ2OJrEoL5uB3gFOpxBJCsVmsVZs2U8qLfvBsm1KG8IkwuBdTdDki/LI5owVg0dhTp2B9Ze7oOshTkeTGOLavJ6epr4nRKLBxiLfyNeaLftBpWU/mDYUNiTW0F1dyGLltkYWlfgp6zUU897HsW65H3rqqhEB8rNpZ6c5nUIkaWQZmzGI39H8aFFp2Q+2bVPdSpsjOs0XtlhdGWBBcQNFXfph3vEQ5h3ToL82Z0xqRQW4UtqQgSbkikRDuVWGhUZa9kWlZR8s26YoDifgHqhGw2ZtVYBPixooaNsd8+Z/YU6ZDoeNdDqaOMEyobyEwd6hTicRSRq5Ro5OEe2DSss+WDYUJdipoR8SNG02VAeZV9hAXkpnjBvvxLj/KRh9jNPRJNqyNtLXrdOFItGSY2RpWf99UGnZh7Blx8yy/dEUtmwydwSZV1BPjt2W8DU3YTzwLIw/yeloEiWunEy6hds7HUMkaVRZVVoddx9UWn6AadkUOrw5otMMG3JqI5szbg61IXT5dZHNGU850+lo0tryc0j1ak6LSDRlG5sxbU3I3RuVlh9gAyUxvGx/NJnf7G49r6CBDX43gZ9fgfHIy3DWhU5Hk9ZSUw2hEL3cvZxOIpI0co1crIRYYKN1qLT8ANO2aQgn36mhH2IRWRn4k8IG1tZZ+Cf+IrI54wW/Are+nRLO1lwGegY7nUIkadTYOzA00rJX+i2zF7Zts02jLHtlAyUNBp8W+fi62qDh9PMxHp0Fv7gCPNqcMWFkrqOXrUXmRKKp0CzQXkR7odKyF4ZlU+ZXadkfZf7I5oyrqoLUnjAB49FZ2Jf/EVLbOB1NDpIrL5v2ZrrTMUSSylYzX3sR7YXX6QCxyu12URXHew05obLRZHGJny5pHg4/6kQ6jD8Zz9qVuF5+Cvw+p+NJcxRtxZ2aTmqwDSGCTqcRSQqlZgkeNGK9Jxpp2YvaoImp0blmqQ6YLC3zs6zcT9XwsRgPPo91/a3QsbPT0eRAhUNQtY3B3iFOJxFJGgYGVVaV0zFikkrLHhiWTWmDRlkOVk3Q4ovyRpaU+Nk2cCTmv57G+us90K2H09HkQGRtpJ+nr9MpRJJKnrFFE3L3QKVlL7bp1FCLqQ9brNrWyKJiH6WHDsacMh3rH/+G3v2cjib7wZWzie6hDk7HEEkqRWYhti593o3mtOyBYdn4dKlzi/MZFl9VBkivDjK0cx/63vYfKC/B89ITsDXH6XiyN3k5tPFkoA1oRaKn1q7BsMOkuFKcjhJTNNLyPbZtU66rhlpVo2mz7pvNGbdmHILx9/sw7n0cho9yOprsyfYKsCwOcevSZ5FoKjALtIHi96i0fI9hQ7nWZ4mKoGmzsTrIJ4X15Hk7YPz5dox/zYCjxjsdTb6vMI9BHk3GFYmmAjMfQ5c+70Kl5XvcLqgKqLREU9iCzTtCzC2oJ9tKJ3z1ZIz/PA/Hn+p0NNlp0zp6ownUItFUapbi0SyOXai0fE9DyMLS3CdHmDbk1oaYW9hAZtBL6NI/YDz0Epz2U6ejJT1XXhadDG2eKBJNBgY7rGqnY8QUlZbvsG2bCl015DjLhvy6MHMLGtjgcxG4+HKMR16Bsy9yOlryKsjDnZqBV3/1iURViVmseS3fodLyHYZls73RdDqGfMPmO5sz1pr4z74EY/qr8LPfaHPGaAsGYMd2bZ4oEmVlVpmW9P8O/eT/Do/bxY6gRlpijQ2U+CKbM35VHab+tHMjmzP++vfg1V/+UZObST+v1tYRiaYKc5tGOL9DpeU7gqaNlmeJbeV+g4XfbM5Yc+zpGI++gv276yAtzeloCc+VtZFDw52cjiGSVIIECdiNTseIGapv37Fd81niRmWjSWWjny5tPIw48gQ6jjsJz7pVuGY+Bf4Gp+Mlprxs0l2ajCsSbWVWGUPcQ52OERM00vINw7KpDGg+S7ypDpp8Xubn8zI/lcOOxnzwOaw/367NGVtDRRm4XHRGn1uRaCoxiwnZIadjxASVlu+oVmmJW7Uhi+XljXxW4qe83/DI5ow3TYFDtLZIi7FtKN7K4BT9xScSTdvMbbicDhEjVFq+Q/sNxb/6sMWXFQEWFjdQ0mMQ5j3TsW6dCr37Ox0tMWSupzc9nU4hklRq7RpQbQFUWprUBDXKkkj8hs3XlQHmFzVQ2LEX5m0PYN79MAwe5nS0uObakkVnLTInEnVVVqXTEWKCSgtg2jYV2iQxIQVMm3Xbg3xS2EB+WjeMv07BuO8JOPwop6PFp625eFMzcOtHh0hUFZtFmLb+uNZPHsCyYIdGWhJayLLZ9M3mjFs87TGuvwXj38/A2OOcjhZf/D6or6O/Z4DTSUSSSrlZjon+uFZpATxuqA2ptCSDsAVZO0LMLWggy0wjfOWNkc0Zf3Sa09HiR+5mBngGOp1CJKlUW9u1eSIqLQAYVuRNkodpw5ZvNmfcFPQS/M01kc0ZTz/H6Wgxz5W1gUNNXfYsEk0hQhhazl+lBaAhrFGWZGXZsLUuzLzCBtY3uGj82WUYj74CEy9xOlrsyssmw053OoVI0qmxap2O4LikLy22bevKIcEGihoimzOuqTHxnXlRZHPGiy7V5ozfV1qMy5tCe9o7nUQkqVRaFdi27XQMRyX9T2PThtqgzg3Jt0p9BvOLfayuDlN3yjkY02fBb64Gb6rT0WKDbUFpkRaZE4my7VZV0p8iSvrSYttQr9NDsgfb/AaLSnysrAiyY/xpGI/OxL7iT9qcEWDzBvq4ejudQiSp7LB2YKORlqTmcUN9SCMtsndVAZMlpX6+KA+wffRxGNNewvrD36FdB6ejOcaVm0nXcFunY4gklRprR9JfQZT0pSVs2ZjJXVxlP+0Imiwra2RpmZ/KoUdiPvAM1o13QKeuTkeLvvwcUlJUWkSiKUyYEMm9cWLSl5YGjbLIAaoLWazY1sjiEj/lfYZh3v8k1t/ug+5JtCdPfR00+ujr7ud0EpGkUmvVOB3BUUldWmzb1kq40mwN39mcsbj7AMy7H8G8/T/Qd4DT0aIjL5sBXi0yJxJNFWZyX0GU1KXFsG3qNNIiB8lv2KzZuTlj+0Mx/zEV8+5HYMgIp6O1Ktfm9fQyuzkdQySpVNvbCSfxFUTJPaMHF/Vavl9aSMC0Wb89SNaOEEM6dWXA5Ltx7diO59UZsOFrp+O1vLwc2mmROZGo2mFVQxJfQZTUIy0eF/i1fr+0sJ2bM84rrCfH1Y7wtTdjTH0GjvmR09FaVnEBrpQ2pJPhdBKRpFFv1Sf1FURJXVpsIhvoibQGw4LsmhDzChvIMtIIXfFnjAdfgJPOcDpayzAN2FbKEO8Qp5OIJI0gQacjOCqpS0tI1zpLFOzcnHFeYQMbGz0Ef3kVxsMzYcK5Tkc7eJs30sfdx+kUIkklYAecjuCYpC4tAUOlRaLHsqGgPrI547p6aDz/NxiPzoLzfuF0tGZz5WZySFh7EIlEk9/2OR3BMUldWjSfRZxgA8UNYT4p8vF1jYFvwoUYj70KP78c3B6n4x2YvGxSvZrTIhJNdXa90xEck7SlxbZtGjShRRxW9s3mjF9Whak78azI5oyXXhM/mzPWVEM4zKHuJFpYT8RhtVZN0q7VkrSlxbShUSMtEiMqGiObM66oCLDjmFMwHn0Z+/c3QFocjGLk5zDIM9jpFCJJw2c3YGA4HcMRSVtabNtWaZGYs71pc8ZGth8xHuOhF7CuvRnad3Q62t5tXk8vu7vTKUSSRoPdgEVy/v5K2tKCy6WJuBKzmjZnLPVTMWQ05tQZWH+5C7rE3gq0rrxsOphaZE4kWnxWAy5cTsdwRNKWFo9Lp4ck9tWFLFZ+szljWe+hmPc9gXXz/dCzt9PRvlWYjzs1nVTiZB6OSJxrsH14iLNJ+y0kaUuLbYMGWiReNIQtVlcEWFDcQHHXfph3PIR5+4PQf5DT0SAcgu3bGKxF5kSiIkzI6QiOSdrSErLUWCT+NBo2a6oCfFrUQEH7Hhg3/wtzynQ4bKSzwbI20dfdz9kMIkmk0W50OoIjkre0aDVciWNB02bD9iCfFDaQl9IZ48Y7Me5/CkaPdSSPK3sTPcIdHDm2SDIK2sm5nH/S7rpkaKRFEkDYssncESSnJsjAjm0Zcs3fcPnq8b7xIqxaGr0g+dm08WSQpFdhikRdsp4iStqRlrBKiyQQw4acbzZn3BxqQ+h312NMexFO/kl0AlRVgG3TzX1IdI4nkuSSdaQlaUuL5rRIIjJtyKsLMa+ggQ1+N4FfXInxyMtw5vmtf/CCPAZ7NBlXJBpUWpKM5rRIIrOAwvownxQ2sK7Oxn/uryJbBJz/S3C30v/2m9fRmx6t89wisotkeMuRNQAAHG9JREFU3ek5KUuLbds6PSRJYefmjJ8W+fi62qDhjAsiO0u3wuaMrtwsOhpxsO2ASAIIEsS2k2+tsaSciGvZmtMiyafMb1DmN+ie7mXEiWfS9pSz8Kz8DNdrz0GoBYaaC7bgSc3AG/Qm7b4oItEStkOYWHiTbOwhuV7tN2xAi+FKsqpoNFhc4o9szjjmJIyHZ2JffSNktD24Jw4GoGY7AzwxsOCdSIILEUrK/YeSs7TYuuRZZHvAZGmZn2XlfqpGjMN88Hms626BDp2a/6Q5mfT39G+5kCKyRyE7RORP8OSSlKUFdHpIZKeaoMUX5Y18VuKnYtAozH/PwJp8N3Q78Em1ruyNHGocROkRkf0StkNJWFmSdE4LaKRF5Pvqw5HNGdt63QzrOYSeU6bjKszD/eLjUFa0f0+Sl0O6Szs+i7S2kBaXSx4ul+a0iOyNz7D4qjKyOWNRl76YdzyIecc0GLAfa7BsKwW3h05otEWkNYXsMC5cTseIuqQsLQCmrZEWkR/SaNis/WZzxq1tu/P/7d15kGXXQd/x3zl3eft7vXfPohlpNFpmpJGszbak2IqEgQiqXBgcnAScyFTFzmKSECBUioKQckJYTEE5wTFFKSYVCtspKmUgFNhWbFLEBow3rSOhdUYazd6z9vruuyd/vOnRSLP18rrfPe98P1Uuq2d6pm+/bvX96tyzZD/zi+p87L9IN916+T/knPTqK7o+uWHjLhQIUEcZ0RISkgVYnoWO09PTC/rS/jN6MRlS9q9+Xtl/+i3p9nsu/QeefVJbtWljLxIITKj3sCCjJbw2BdaunUvPnljQF/ed0fOuqvZHfkrZxx+V3vGuN72fefE5DWdrXD4N4IqcXJD3siCjReqOYgNYucxJz5/qHs64dyHR4j/6qLJf/+/Sg3+n+w4vv6A4rcqG++MFWHfd3XDDy5Zgf6rQLMDadJz08um2vrDvrJ6aMZp//4e6hzO++7ulM6e1zbJfC7BeQr2HGefCG3PoOKcv7DvDCiKgh4ykzbVYu0ZKSiKjtuZ00p3q92UBA8nKaMJOypqwxh6C3acFQG85SQdmMh2YyTRVjdUqxZJG+31ZwECyRhpvhfd4KMxocTq3VCy4QSZgQxyazXRolkMTgfWSWqMdzTS4aS1hjStdILCvMwAA3gs3WqgWAICnQr2HBRktPBQCAPgs1AkOQUaLxOMhAAB8E2y0RFQLAMBTod7DgowW56TYBvoVBwB4L7YmyJ3dg4wWiWgBAPgr1HtYsNGSBPoFBwD4L9R7WJDRYky4lQoA8F9sTZDLnsOMFklxkJ85AGAQxDbMVbBB3rqtCXdoDQDgv8QahXgbCzJajDFECwDAW4k1MgE+HwoyWiQpDXWROwDAe6Hew8KNFkZaAACeCvUeFmy08HgIAOCrhJGWsBAtAABfJQHOZ5FCjpZAKxUA4L9Q72HBRkuozwMBAP4L9R4WbLQYI8Vhfs0BAB6LjYLcDVcKOFo6TqqwLS4AwDOV2KoT4AnPUsDRIudUZqgFAOCZcmwkF2a1BBstxhhGWgAA3qnENsjdcKWAoyUyPB4CAPinGlsFungo3GgxxqieBPvpAwA8VUsYaQlSlZEWAIBnQr53hfuZS0zEBQB4pxLwvSvoaCmF+lAQAOCtUE94lgKPFieJaS0AAF8k1ijMxc5dQd+ycxf2s0EAgF+qsVGe9/sq+ifsO7ZzaqRRv68CAIBlaaSRZMIdawk6WmJr1EyDfgkAAB5ppVZxoMudpcCjxRijoRIjLQAAPwyVomD3aJECjxZJajDSAgDwRD3we1bYn726M7EDXj0GAPBEZLr3rJAFHy2dnNEWAEDxNdJInXDn4EoiWmSM1EiY1wIAKLZGahX2OAvRoshIrVLwLwMAoOBaabinOy8J/m7NCiIAgA9CXzkkES2SpDqPhwAABce9imiRJMW2+z8AAIoo4T4liWiR1F1B1GQ7fwBAQTXTSJ2AzxxaQrRIslYaYV4LAKCghsuRIu7YRIskRcZoohr3+zIAALikiUosG/gkXIloOY8VRACAouIe1UW0XKCW8HIAAIqlzr3pPF6JCzCvBQBQNCNl7k1LiJZzYms0XuEbAwBQLGOVSHHgByUuIVouMFphMi4AoFhGy9yblhAtFyhFRjw6BAAURWKNSqEfOHQBbtEX6OROwyWKFgBQDCPlSJ3c9fsyCoNouUBsjUaZ1wIAKIjRMvNZLkS0XMAYownmtQAACmK8Egd/svOFiJa3qKdWRC0AoN8i070n4Q28Gm+R59IYM7UBAH02Wo7FdJY3I1reIrbSVI15LQCA/tpUixUz8v8mRMtbGGM0VU36fRkAgMBNVZnP8lZEyyXE1nAOEQCgb2qJVcQEy4twZ74EI2mSVUQAgD6ZrMYiWS5GtFxCZI0214kWAEB/bKnFjLRcAtFyGa1SJHZOBgBstMhIzRILQi6FaLmMPHca4xERAGCDjVVi5ax1viSi5TJia7SpSrQAADbWpmrM1v2XQbRchjFGkzWiBQCwsSZrLHW+HKLlCiJj1GDpMwBggzQSq4hguSzuyFdgJG1mtAUAsEE211nqfCVEyxVE1mhbM+33ZQAAArGtkbLU+QqIlqtIrFGTUzYBAOuslVolBMsVcTe+Cmuka+qcRQQAWF/X1BPRLFdGtFyFNUbXNIgWAMD62tpIZZmEe0VEyzIYYzRSZndCAMD6GC1HoleujmhZhshI23hEBABYJ9c0Eo6OWQaiZRmsMdpcT1iGBgDoue72GgmPhpaBaFkm56RxziICAPTYeCWW46ihZSFalim20nYm5AIAemx7M1HM3XhZeJmWyRijiWrMM0cAQM9ERpqocNbQchEtK5BLmmJbfwBAj0zVYuX9vgiPEC0rkFijna1Svy8DADAgdrZK7IK7AkTLCtUSy7b+AIA1a6ZWtYT7yUrwaq2QNdIODlEEAKzRjlbKtv0rRLSskDVGW+qJYr7RAACrFBtpC3uzrBjRsgpO0laWPwMAVmlrIxFbs6wc0bIKMRNyAQBrsLNVUsyzoRUjWlYpjYxGOUQRALBCo+VIKZt+rQrRskqRka5vMSEXALAyO1spG5WuEtGySsYYjVdilfjOAwAsUykyGmMH3FUjWtbo2iYTcgEAy8M9Y22IljWIrNF1zZLoZQDA1RhJ1zVLipiAu2pEyxpZI22pU84AgCvbWk/YTG6NiJY1iq3RzcMsfwYAXNlNwyxzXiuipQfSyGiqyunPAIBLm6rGLHPuAaKlB2JrdPMIoy0AgEu7eYRRll4gWnqkGls2mwMAXGS0HKkac7vtBV7FHomMtIvRFgDAW+waKbGZXI8QLT1ijFEzjTRcYrQFANA1XIrUTCM2k+sRoqWHIiPtZrQFAHDObkZZeopo6SFjjFqlSEMlXlYACN1QyapVYpSll7i79lh3tKXc78sAAPTZ7pEyoyw9RrT0mDFGQ6VIrZSXFgBC1Uqthhhl6TnurOsgMtJtY4y2AECobhtjlGU9EC3rwBijRhpposIuuQAQmslqrAYrhtYF0bJOYmt021iZE6ABICBG0p7RMrvfrhOiZR2lkdG2BidAA0AotjUSzhhaR0TLOoqtYfY4AARiafUooyzrh2hZZ8ZINwyx4RwADLobh0qiV9YX0bLOYmu0o5WqxHALAAysctT9WR9RLeuKaNkAlu39AWCg7R4ticVC649o2QDWGG2uJWokvNwAMGiaqdWmaiJLtaw77qIbxLDhHAAMpD2jZeaybBCiZYPYc4cpsuEcAAyOiUrMoYgbiGjZQLE1umOcJdAAMAgiI90xwRLnjUS0bLDYGu0aZlIuAPhu10hJMSMsG4po2WCRNdreTNXkFGgA8FYztdreYInzRuPO2QfWSHdNVPp9GQCAVbprosLk2z4gWvrAGKNKbLWjmfb7UgAAK7SjmaoSWybf9gHR0iexNbp5pKQys3IBwBvlqPuzm8m3/UG09JGV9LZx9m4BAF/cMV7mxtlHvPZ9ZK3RSDnWVJW9WwCg6DZVYw2XY1lGWfqGaOmz2Bq9bbysmH8HAKCwYiPdPl7hsVCf8Z/4BRAZo1tGy3r82Hy/LwUF8+2v/Kl+71d+7k2/dsu9D6hcq+ubj/3xRe8/MrVZ//bTf3DFv/OxzzyqI6++on/wbz52/tdefvpxffbj/04LszN6+JF/pnc8/L7zv/dHv/3r2nTdjbr7Pd+/xs8G8Ncto2wMWgRESwFE1mhLPdHrM20dnev0+3JQIIf3v6xb7/vbet8//5nzv5akJckYfd+HPnr+186enNYnf+rDevf7fuSKf9+3/+wL+tLv/rZuf+C73/Trn//kr+gdD/+Arrlht/7bL/xr3Xrfg6q1hnR6+pie/85f6/t/7F/09hMDPDJRibWlnrAnSwEQLQURW6O7Jqr68qtntZi7fl8OCuLw/pe06bob1BwZu+j3KrX6+X/+/Cd/VdtuvkX3v/eHL/n3dDqZPv/Jj+sbj/1vjW7actHvH3ltn/bc96DGt25XpVbX8UMHVGsN6Sv/83f0wA/9qGwU9e6TAjySWqO7JngsVBTMaSmQ2LLpHN7s8P6XNb51+xXf55W9T+jpv/i/eu+Hf+Ky77M4N6ejr72iH/+NT2vbrj0X/f7w+KQOvPCcThw+qLmzZ9Qam9Cp40f14pPf0h0PfO+aPw/AV3dNVhRxpywMRloKxBqj4XKkaxuJXjnT7vfloM+ydlvHD76mvX/15/ri//gt5Xmu29/1XfqeH/2I4vSNjQm//NlPa8/felBT1+687N9VqTf0T375U5f9/Yc/9FF95ld/Tp12poc+8Ihao+P6X7/5y3rw/f+QURYE69pGouFSJMsmcoVBtBRMbI12j5Z1bL6js+2835eDPjr2+n7lnY7SckUf/Nlf0vGDr+kPPvVrmp+b1Q+em+Ny4sghPfuNr+mjv/bomj7Wnvsf1M13P6as3Val3tDJo4f0yjOP6wf+6U/rT37nN/WtL/+Jtu+6TT/8Ez+vtMzeQhh89cRq9ygnOBcNg14FFBnp7ZMV8a9K2Ka2X69f+NyX9P5/+bPavONG7bn/Ib33Iz+pr//p59XpZJKkJ/78MY1t2qptN9+65o+XlMqq1BuSpP/z2U/rob/7iPY/95S+/Wdf1E9+6nPKOx199Q8/t+aPAxSdVfdnMKuFiodoKSBjjMqx1e6RUr8vBX1Waw696e3Ja65VJ8s0c+qkJOnZb3xNt97/YE8/5onDB7X/2ad027vfo317n9S2m25RuVrTDXe8XfuefaqnHwsool0jJZU5W6iQiJaCiq3R9maqsTLzCUL15Fe/rH//979XWfuN+U0HXnxOlXpDjeFROef06nPPaMeeO3v6cR/7zKN66AOPyNruD23nuqvZ8k5HEivbMNjGypG2N1MeCxUU0VJgsTW6e7KihK9SkHbsuVPOOf3+J/6jjr62T3u//v/0x49+Qg/80AdljNGJIwe1MDejqe07LvqzWbut09PHzoXG8h0/+Jpee36vbnvXeyRJW2/YpZee/JZef+lv9NTXvqJtN93Sk88NKKLESndPsry5yLgdFlxkjO5kGXSQas0h/eP/8J918sgh/caPf1C//4lf1Du/7wf10AcekSSdPTEtSao2Whf92X17n9DHfuRhnTx2eEUf87HPPKrv+ns/dn5YfMetd+htD3yP/utPf1hpuaL73/uBtX1SQIHdOVFRxCOhQjNuaewXhZXlTs+fXNDzJxf7fSkAMJBuGEp1w1CJUZaCY6TFA7E1umGopPEK81sAoNfGKxHB4gmixRPd+S1VVTkOGgB6php3f7YSLH4gWjwSGeneTTX2DgCAHuBnqn+IFo9YY1SOmJgLAL1w50RF5ciwTb9HiBbPRNZovBJrZyu9+jsDAC5pZyvVeCVWxGMhrxAtHoqt0Y3DJY0xMRcAVmysEunGYSbe+oho8VRsje5hYi4ArEg17v7sJFj8RLR4LDLSO6eqTCIDgGXgZ6b/iBaPWWNUia3umWRiLgBczT2TFVViy8RbjxEtnous0Ug51u1j5X5fCgAU1tvGyhopM/HWd0TLAIit0ZZ6opuGWFEEAG9103CqzfWEeSwDgGgZELE1un6opG31pN+XAgCFsa2e6PoWK4UGBdEyQGJrtGesrIlK3O9LAYC+m6jE2jNWJlgGCNEyYCJrdPdkRUMlvrQAwjVUsrp7ssIclgHDnW0Axdbo3qmaauzhAiBAtdjq3qkaIywDiGgZUJGV7t9cU4kNCQAEpBQZ3b+5qoi720DiyzqgrDFKI6P7NrGREoAwREa6b1NVKYcgDiyiZYBZY1SNLeECYOAtBUuVzeMGGtEy4CJr1EwjwgXAwFoKlmYaMfF2wBEtASBcAAwqgiUsREsgCBcAg4ZgCQ/REhDCBcCgIFjCRLQEhnAB4DuCJVxES4AIFwC+IljCRrQEinAB4BuCBURLwAgXAL4gWCBJxjnn+n0R6K9O7jSb5frawVktdPh2AFAspXO7e1djS7AEjmiBJCl3Tosdp6++PqOZjG8JAMVQi63u31xVYg3BAqIFb8idUyeX/uLQjE4u5P2+HACBGyotndYsGbbmh4gWXEKWO33j8JyOzGX9vhQAgZqoxLp7sqKY0RVcgGjBJXVypyeOzevVs+1+XwqAwGyrJ9ozVuZxEC5CtOCystzpxZMLeu7kYr8vBUAgbhpOdX2rxAgLLolowRVludOBs209fmy+35cCYMDdPlbWlnpCsOCyiBZcVZY7Tc9n+uvDc2JFNIBei4x0z2RFI+WYYMEVES1YlqW9XP7y4KzmKBcAPVKJjO7dVFWFPViwDEQLlm1pSfRfHZ7V9Hyn35cDwHMj5UjvmKwqspJlSTOWgWjBinVyp6ePz+uVM6wsArA61zYS3TLKCiGsDNGCVclyp9dn2nr86Lz4BgKwXEbdCbebmXCLVSBasGpZ7jTbzvWXh2Y1zzwXAFdRjozeOVVVNbEEC1aFaMGa5LlTx0lfPzyr48xzAXAZo+VIb5/snihvCRasEtGCnujkTs+dWNALp9iIDsCb7Wylumm4xPwVrBnRgp7Jcqfjc5m+dXRObc5bBIKXWOnOiYpG2X8FPUK0oKc6uVPmugcu8rgICNdYOdLdkxVFxjDCgp4hWrAustxp3+lFPTO9wOoiICBW0q6RkrY3U0ZX0HNEC9ZNljvNZ7m+fnhOZ3leBAy8emL19smKyjGrg7A+iBasK+e6q4ueYTM6YKBd20y0e6SsyEiG3W2xTogWbIgsdzox39E3j8xpMedbDhgUqTW6a7Ki4VLE6ArWHdGCDbN0dtE3j8zpyFzW78sBsEYTlVh3TVQ4OwgbhmjBhstypwNn23r6+LwyvvsA78RGumW0rC1sxY8NRrSgLzq5U8c5fefovA7NMuoC+GJTNdbt4xVFRixlxoYjWtBXWe40PZ/pO0fnOb8IKLByZHTHeFnDbBSHPiJa0Hd57pRLenZ6QS+d5hgAoGh2NFPdPFKSFecGob+IFhRGljvNZbm+eWROpxfZ1wXot2ZqdddERRX2XUFBEC0oFOecciftO7OovdML4okRsPEic25X20Yqy74rKBCiBYW0dIbRt4/Mszwa2EATlVh3TJQVc2YQCohoQaFludOphY6eODavMxwFAKybZmq1Z7SsFpvEocCIFhRe7pyckw7OtvX08QUt8MwI6JlyZLR7tKRN1YRHQSg8ogXeWIqXl04t6m9OMt8FWIvISDcOlbSjlcoYdrSFH4gWeCfLu/HyzPS89p9pi29gYPmMpG2N7uGGlg3i4BmiBd7KcqfFjtOTx+d1mF11gauarMbaM1pWGhnmrcBLRAu8l+VOZxY7evL4vE4uMFkXeKtWanXbWFmNlEm28BvRgoHgnFPHSacWOto7vaDphU6/Lwnou5FSpF0jJbVKkSIm2WIAEC0YKEvxcrada+/0vI7OES8Iz3gl0q6RsuqJJVYwUIgWDKylYwH2Ti9wkjSCMFWNtWukxLb7GFhECwbe0oTdvdPzOjBDvGDwbK7F2jVSVokJthhwRAuCkeVOWe6098SCXmOpNDxnJG1tJNo1XFJsiRWEgWhBcLK8eyjjy6cX9MrpNjvswiulyOjaZqLrmiVZI2IFQSFaEKxO3v3WPzaX6YVTizo+z6RdFNdoOdLOVqqxSiyJTeEQJqIFwVtacbTYcXrhVPfRUca/FSiA2HQfAe1slZRGhpVACB7RAlwgy52MpAMzbb10alGnF9msDhuvmVrtaKXaUkvkxCMgYAnRAlxC7rrzXmbauV44taBDMxkHNGJdRUaaqsXa2SqpllhZDjEELkK0AFfRzp2spCNzmfadbuvoXMbKI/SEkTReibW9mWiiEiuXlDCqAlwW0QIsk3NOWS4ZI70+09b+M21NM3kXqzBSjrStkWjz0uMf5qoAy0K0AKuQn5u865zTq2faevVsm/kvuKJmanVNPdE1jUTGdCfV8vgHWBmiBVijpfkv7dxp/+lFvT6T6UybgIHUSKw212Jta6ZKrGGeCrBGRAvQQ53cyUnqOKfDM5kOzmY6Nsck3lBERhqrxNpUizVVjWWNkRF7qgC9QrQA66Q7B8bJWqPTCx0dmMl0eDbTDKMwA6WWWE1WY22pxWqWIuW5U2wNc1SAdUC0ABtkaRQmy50Oz2Y6OJPp+DyjML6JjDRa7o6mTFbjbqCI0RRgIxAtQB8455Q5yRrp7GKuw7PdgJme7xAxBROZ7mqf0XI3UuqpVe5Y8QP0A9ECFEDunDq5FFlptp3r6FymY/MdnZjvaJ6K2VDlyGi4HGmsHGm8Equa2PNfGybRAv1FtAAFtLQnjDVS7qQTCx0dm8t0YqGj04sdMS2mNxIrNdNIw6VIY5VYQ6VIkZFyMZICFBHRAnii45zyc//Fn+XS2XZHJxc6OrWY68xirjOLPFq6nMhIjTRSI7VqpVZDpUj1JFJspU4uWStFBApQeEQL4LGlE6qdujfmdu50djG/IGY6ms3yYEZmEitVY6tGGqmZWg2XItVTq8QadVx323xOSgb8RbQAA2hpoq9cdxTBSFroOM1nTrNZrpl2rtks11yWaz5zmsvy7vsXWGykSmzP/c+oElvVEqvqubfTyMip+zhNcooNy46BQUO0AAFyFxxDoHNbyjsnLeZOi53u/jLt3J1/u33u7SzvLtnOLng7X+GPEGuk2BrF1ig5//86/3YaGaXn/jmxRsm5t41R9/GXc+e3wSdKgLAQLQCuyp07qiCXus+i5CR1Q2J1f98b/2xMdyTIEiEAroJoAQAAXrD9vgAAAIDlIFoAAIAXiBYAAOAFogUAAHiBaAEAAF4gWgAAgBeIFgAA4AWiBQAAeIFoAQAAXiBaAACAF4gWAADgBaIFAAB4gWgBAABeIFoAAIAXiBYAAOAFogUAAHiBaAEAAF4gWgAAgBeIFgAA4AWiBQAAeIFoAQAAXiBaAACAF4gWAADgBaIFAAB4gWgBAABeIFoAAIAXiBYAAOAFogUAAHiBaAEAAF4gWgAAgBeIFgAA4AWiBQAAeIFoAQAAXiBaAACAF4gWAADgBaIFAAB4gWgBAABeIFoAAIAXiBYAAOAFogUAAHiBaAEAAF4gWgAAgBeIFgAA4AWiBQAAeIFoAQAAXiBaAACAF4gWAADgBaIFAAB4gWgBAABeIFoAAIAXiBYAAOAFogUAAHiBaAEAAF4gWgAAgBeIFgAA4AWiBQAAeIFoAQAAXiBaAACAF4gWAADgBaIFAAB44f8Dp/tRzllEE6IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.set_style(\"whitegrid\")\n",
    "plt.pie([positiveCount,negativeCount,neutralCount], colors=['#9af497','#ff6654','#b1ddf1'],autopct='%1.1f%%',textprops={'fontsize': 14})\n",
    "plt.legend(labels=['Positive','Negative','Neutral'], prop={'size': 16})\n",
    "#plt.savefig('TitleSentimentsPie.png') \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}