Google_Playstore.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Google Playstore(Android Market Analysis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Google Play is Google's official store and portal for Android apps, books, magazines, music, games, movies and other contents which is pre-installed on Android-powered phones, tablets or Android TV devices. Our study focuses on gathering and analyzing app features on the Google App Store and provide insights on various parameters such as Ratings, Reviews, Type, Categories, Price, Installs etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Our analysis is based on the dataset obtained from kaggle, which hosts dataset with information starting from January 2011 to January 2019. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hypothesis: “Are educational and gaming apps widely downloaded and top ranked categories on Google play store(Android market)?”\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Please find the analysis and conclusion at the end of this Notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "#Reading the original datasets\n",
    "app_store_df = pd.read_csv(\"Resources/googleplaystore_apps.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Munging & Data Wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App               9657\n",
       "Category          9657\n",
       "Rating            8194\n",
       "Reviews           9657\n",
       "Size              9657\n",
       "Installs          9657\n",
       "Type              9657\n",
       "Price             9657\n",
       "Content Rating    9657\n",
       "Genres            9657\n",
       "Last Updated      9657\n",
       "Current Ver       9649\n",
       "Android Ver       9657\n",
       "dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Clearing duplicates\n",
    "app_store_df = app_store_df.drop_duplicates(subset=\"App\", keep=\"last\")\n",
    "app_store_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Jan-18</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>87510</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>1-Aug-18</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sketch - Draw &amp; Paint</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>215644</td>\n",
       "      <td>25M</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>8-Jun-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>967</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>20-Jun-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Paper flowers instructions</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>167</td>\n",
       "      <td>5.6M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>26-Mar-17</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 App        Category  Rating  \\\n",
       "0     Photo Editor & Candy Camera & Grid & ScrapBook  ART_AND_DESIGN     4.1   \n",
       "2  U Launcher Lite – FREE Live Cool Themes, Hide ...  ART_AND_DESIGN     4.7   \n",
       "3                              Sketch - Draw & Paint  ART_AND_DESIGN     4.5   \n",
       "4              Pixel Draw - Number Art Coloring Book  ART_AND_DESIGN     4.3   \n",
       "5                         Paper flowers instructions  ART_AND_DESIGN     4.4   \n",
       "\n",
       "   Reviews  Size    Installs  Type  Price Content Rating  \\\n",
       "0      159   19M     10000.0  Free    0.0       Everyone   \n",
       "2    87510  8.7M   5000000.0  Free    0.0       Everyone   \n",
       "3   215644   25M  50000000.0  Free    0.0           Teen   \n",
       "4      967  2.8M    100000.0  Free    0.0       Everyone   \n",
       "5      167  5.6M     50000.0  Free    0.0       Everyone   \n",
       "\n",
       "                    Genres Last Updated         Current Ver   Android Ver  \n",
       "0             Art & Design     7-Jan-18               1.0.0  4.0.3 and up  \n",
       "2             Art & Design     1-Aug-18               1.2.4  4.0.3 and up  \n",
       "3             Art & Design     8-Jun-18  Varies with device    4.2 and up  \n",
       "4  Art & Design;Creativity    20-Jun-18                 1.1    4.4 and up  \n",
       "5             Art & Design    26-Mar-17                   1    2.3 and up  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_store_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Jan-18</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>87510</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>1-Aug-18</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sketch - Draw &amp; Paint</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>215644</td>\n",
       "      <td>25M</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>8-Jun-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>967</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>20-Jun-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Paper flowers instructions</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>167</td>\n",
       "      <td>5.6M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>26-Mar-17</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 App        Category  Rating  \\\n",
       "0     Photo Editor & Candy Camera & Grid & ScrapBook  ART_AND_DESIGN     4.1   \n",
       "2  U Launcher Lite – FREE Live Cool Themes, Hide ...  ART_AND_DESIGN     4.7   \n",
       "3                              Sketch - Draw & Paint  ART_AND_DESIGN     4.5   \n",
       "4              Pixel Draw - Number Art Coloring Book  ART_AND_DESIGN     4.3   \n",
       "5                         Paper flowers instructions  ART_AND_DESIGN     4.4   \n",
       "\n",
       "   Reviews  Size    Installs  Type  Price Content Rating  \\\n",
       "0      159   19M     10000.0  Free    0.0       Everyone   \n",
       "2    87510  8.7M   5000000.0  Free    0.0       Everyone   \n",
       "3   215644   25M  50000000.0  Free    0.0           Teen   \n",
       "4      967  2.8M    100000.0  Free    0.0       Everyone   \n",
       "5      167  5.6M     50000.0  Free    0.0       Everyone   \n",
       "\n",
       "                    Genres Last Updated         Current Ver   Android Ver  \n",
       "0             Art & Design     7-Jan-18               1.0.0  4.0.3 and up  \n",
       "2             Art & Design     1-Aug-18               1.2.4  4.0.3 and up  \n",
       "3             Art & Design     8-Jun-18  Varies with device    4.2 and up  \n",
       "4  Art & Design;Creativity    20-Jun-18                 1.1    4.4 and up  \n",
       "5             Art & Design    26-Mar-17                   1    2.3 and up  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Renaming the categories\n",
    "app_store_df[\"Category\"] = app_store_df[\"Category\"].replace(\n",
    "    {\"MEDICAL\": \"HEALTH_AND_FITNESS\",\"BOOKS_AND_REFERENCE\":\"EDUCATION\",\"LIBRARIES_AND_DEMO\":\"EDUCATION\",\\\n",
    "     \"COMICS\":\"EDUCATION\",\\\n",
    "    \"EVENTS\":\"ENTERTAINMENT\",\"PHOTOGRAPHY\":\"ART_AND_DESIGN\",\"PERSONALIZATION\":\"ART_AND_DESIGN\",\\\n",
    "    \"COMMUNICATION\":\"NEWS_AND_MAGAZINES\",\"FINANCE\":\"BUSINESS_AND_FINANCE\",\"PRODUCTIVITY\":\"BUSINESS_AND_FINANCE\",\\\n",
    "    \"BUSINESS\":\"BUSINESS_AND_FINANCE\",\"BEAUTY\":\"LIFESTYLE\",\"DATING\":\"LIFESTYLE\",\\\n",
    "    \"FOOD_AND_DRINK\":\"LIFESTYLE\",\"SHOPPING\":\"LIFESTYLE\",\"SOCIAL\":\"LIFESTYLE\",\\\n",
    "    \"PARENTING\":\"FAMILY\",\"MAPS_AND_NAVIGATION\":\"TRAVEL_AND_LOCAL\",\"VIDEO_PLAYERS\":\"TOOLS\",\"GAME\":\"COMPUTER_GAMES\"})\n",
    "app_store_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Renaming the Content Rating\n",
    "app_store_df[\"Content Rating\"] = app_store_df[\"Content Rating\"].replace(\n",
    "   {'Everyone': 'EVERYONE', 'Everyone 10+': 'AGE_GROUP(10+)',\\\n",
    "   'Unrated':'UNRATED','Teen': 'AGE_GROUP(13+)',\\\n",
    "   'Adults only 18+':'ADULT ONLY','Mature 17+':'ADULT ONLY'})\n",
    "content_rating = app_store_df.groupby([\"Content Rating\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Resetting Rating\n",
    "app_store_df[\"Rating\"] = app_store_df[\"Rating\"].astype(str)\n",
    "app_store_df[\"Rating\"] = app_store_df[\"Rating\"].replace({\"nan\": \"0.0\"})\n",
    "rating_reset = app_store_df.groupby([\"Rating\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Category Vs Count of Apps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_df = app_store_df.groupby([\"Type\"])\n",
    "free_app_df = grouped_df.get_group(\"Free\")\n",
    "paid_app_df = grouped_df.get_group(\"Paid\")\n",
    "free_count = pd.DataFrame(free_app_df[\"Category\"].value_counts())\n",
    "paid_count = pd.DataFrame(paid_app_df[\"Category\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FAMILY</th>\n",
       "      <td>1779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIFESTYLE</th>\n",
       "      <td>1114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUSINESS_AND_FINANCE</th>\n",
       "      <td>1081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOOLS</th>\n",
       "      <td>910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMPUTER_GAMES</th>\n",
       "      <td>844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ART_AND_DESIGN</th>\n",
       "      <td>614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HEALTH_AND_FITNESS</th>\n",
       "      <td>586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEWS_AND_MAGAZINES</th>\n",
       "      <td>541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDUCATION</th>\n",
       "      <td>433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRAVEL_AND_LOCAL</th>\n",
       "      <td>333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPORTS</th>\n",
       "      <td>303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTERTAINMENT</th>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUTO_AND_VEHICLES</th>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HOUSE_AND_HOME</th>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEATHER</th>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Category\n",
       "FAMILY                    1779\n",
       "LIFESTYLE                 1114\n",
       "BUSINESS_AND_FINANCE      1081\n",
       "TOOLS                      910\n",
       "COMPUTER_GAMES             844\n",
       "ART_AND_DESIGN             614\n",
       "HEALTH_AND_FITNESS         586\n",
       "NEWS_AND_MAGAZINES         541\n",
       "EDUCATION                  433\n",
       "TRAVEL_AND_LOCAL           333\n",
       "SPORTS                     303\n",
       "ENTERTAINMENT              140\n",
       "AUTO_AND_VEHICLES           82\n",
       "HOUSE_AND_HOME              73\n",
       "WEATHER                     71"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "free_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FAMILY</th>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ART_AND_DESIGN</th>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HEALTH_AND_FITNESS</th>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOOLS</th>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMPUTER_GAMES</th>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BUSINESS_AND_FINANCE</th>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LIFESTYLE</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EDUCATION</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NEWS_AND_MAGAZINES</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPORTS</th>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TRAVEL_AND_LOCAL</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WEATHER</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUTO_AND_VEHICLES</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ENTERTAINMENT</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Category\n",
       "FAMILY                     187\n",
       "ART_AND_DESIGN             102\n",
       "HEALTH_AND_FITNESS          97\n",
       "TOOLS                       82\n",
       "COMPUTER_GAMES              82\n",
       "BUSINESS_AND_FINANCE        57\n",
       "LIFESTYLE                   31\n",
       "EDUCATION                   31\n",
       "NEWS_AND_MAGAZINES          29\n",
       "SPORTS                      24\n",
       "TRAVEL_AND_LOCAL            17\n",
       "WEATHER                      8\n",
       "AUTO_AND_VEHICLES            3\n",
       "ENTERTAINMENT                3"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paid_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar graph showing Count of Free Apps per Category\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(free_count.index.values, free_count['Category'], color='#3BCCFF', alpha=0.7, align=\"center\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.yticks(rotation=45)\n",
    "plt.title(\"Apps per Category - Free\", fontsize=25)\n",
    "plt.xlabel(\"Category\", fontsize=20)\n",
    "plt.ylabel(\"Number of apps\", fontsize=20)\n",
    "plt.savefig(\"Resources/Free apps per Category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Bar graph showing Count of Paid Apps per Category\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.bar(paid_count.index.values, paid_count['Category'], color='#FFD400', alpha=0.7, align=\"center\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.yticks(rotation=45)\n",
    "plt.title(\"Apps per Category - Paid\", fontsize=25)\n",
    "plt.xlabel(\"Category\", fontsize=20)\n",
    "plt.ylabel(\"Number of apps\", fontsize=20)\n",
    "plt.savefig(\"Resources/Paid apps per Category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Jan-18</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7485</th>\n",
       "      <td>CONTRACT KILLER: ZOMBIES</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>4.4</td>\n",
       "      <td>144545</td>\n",
       "      <td>13M</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Action</td>\n",
       "      <td>1-Dec-11</td>\n",
       "      <td>1.1.0</td>\n",
       "      <td>2.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7486</th>\n",
       "      <td>CK Shop</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13</td>\n",
       "      <td>8.1M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>9-May-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>5.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7487</th>\n",
       "      <td>FlexBook</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>104</td>\n",
       "      <td>12M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Education;Education</td>\n",
       "      <td>21-May-18</td>\n",
       "      <td>1.0.6</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7488</th>\n",
       "      <td>Can Knockdown 3</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>4.1</td>\n",
       "      <td>349503</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Arcade</td>\n",
       "      <td>26-Aug-15</td>\n",
       "      <td>1.31</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7489</th>\n",
       "      <td>Fu*** Weather (Funny Weather)</td>\n",
       "      <td>WEATHER</td>\n",
       "      <td>4.7</td>\n",
       "      <td>20001</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Weather</td>\n",
       "      <td>26-Jul-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7490</th>\n",
       "      <td>OB-GYN USMLE Stp2 CK 300 Q &amp; A</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>4.4</td>\n",
       "      <td>34</td>\n",
       "      <td>4.9M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>16-May-15</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7484</th>\n",
       "      <td>Ck Coif</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>22M</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>30-Apr-16</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7491</th>\n",
       "      <td>CK Active</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.7M</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>27-Feb-18</td>\n",
       "      <td>3.0.6</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7493</th>\n",
       "      <td>Night Camera Blur Effect</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.6</td>\n",
       "      <td>100</td>\n",
       "      <td>2.5M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Photography</td>\n",
       "      <td>5-Aug-18</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7494</th>\n",
       "      <td>Camera V7 24 Megapixel</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2480</td>\n",
       "      <td>2.5M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Photography</td>\n",
       "      <td>1-Aug-18</td>\n",
       "      <td>4</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7495</th>\n",
       "      <td>CL Mobile Pro - Classifieds for Craigslist</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1288</td>\n",
       "      <td>18M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>9-Jul-18</td>\n",
       "      <td>48</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7496</th>\n",
       "      <td>cloudLibrary</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10774</td>\n",
       "      <td>35M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Books &amp; Reference</td>\n",
       "      <td>28-Jun-18</td>\n",
       "      <td>3.8.10</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7497</th>\n",
       "      <td>CL Reader for Craigslist(For sale, jobs, renta...</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>4.1</td>\n",
       "      <td>61</td>\n",
       "      <td>6.3M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>14-Sep-17</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7498</th>\n",
       "      <td>CL Pro App for Craigslist</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>119</td>\n",
       "      <td>1.3M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>1-Jul-17</td>\n",
       "      <td>CL Pro for Craigslist - Canada 150</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7492</th>\n",
       "      <td>USMLE CK Clinical Knowledge Flashcards 2018 Ed</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.6M</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Education</td>\n",
       "      <td>21-Jun-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7499</th>\n",
       "      <td>Castle Clash: Heroes of the Empire US</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4578890</td>\n",
       "      <td>24M</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Strategy</td>\n",
       "      <td>17-Jul-18</td>\n",
       "      <td>1.4.51</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7483</th>\n",
       "      <td>CK Call NEW</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.2M</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Communication</td>\n",
       "      <td>26-Apr-17</td>\n",
       "      <td>3.8.8</td>\n",
       "      <td>2.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7481</th>\n",
       "      <td>CK Pharmacies</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3</td>\n",
       "      <td>9.4M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>28-Jun-18</td>\n",
       "      <td>7.4.8</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7466</th>\n",
       "      <td>ck-modelcars Shop</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.5</td>\n",
       "      <td>118</td>\n",
       "      <td>6.4M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>15-Jun-18</td>\n",
       "      <td>5.29.0</td>\n",
       "      <td>5.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7467</th>\n",
       "      <td>Brainf*ck Interpreter</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.9M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>3-Sep-16</td>\n",
       "      <td>1.0.6</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7468</th>\n",
       "      <td>ck-modelcars-UK Shop</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.6</td>\n",
       "      <td>69</td>\n",
       "      <td>6.4M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>15-Jun-18</td>\n",
       "      <td>5.29.0</td>\n",
       "      <td>5.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7469</th>\n",
       "      <td>CK Multimedia - Gaming Accessories</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10</td>\n",
       "      <td>2.0M</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>3-Feb-17</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7470</th>\n",
       "      <td>CK SKILLZ</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.6M</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>15-May-18</td>\n",
       "      <td>1.1.7</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7471</th>\n",
       "      <td>CK-12 Physics Simulations</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.1</td>\n",
       "      <td>30</td>\n",
       "      <td>24M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Education;Education</td>\n",
       "      <td>18-Apr-18</td>\n",
       "      <td>1.0.7</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7482</th>\n",
       "      <td>INFAMY RO</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2167</td>\n",
       "      <td>3.7M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Role Playing</td>\n",
       "      <td>14-Dec-17</td>\n",
       "      <td>202</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7472</th>\n",
       "      <td>CKZ ORIGINS</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>4.5</td>\n",
       "      <td>219821</td>\n",
       "      <td>10M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Action</td>\n",
       "      <td>28-Oct-13</td>\n",
       "      <td>2.0.1</td>\n",
       "      <td>2.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7474</th>\n",
       "      <td>CK Life</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>60M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>2-Aug-18</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7476</th>\n",
       "      <td>CK Employee Portal</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7</td>\n",
       "      <td>15M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Business</td>\n",
       "      <td>5-Jan-17</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7477</th>\n",
       "      <td>FML F*ck my life + widget</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1415</td>\n",
       "      <td>209k</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>21-May-10</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8326</th>\n",
       "      <td>Guide to Nikon Df</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>663k</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>29.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Photography</td>\n",
       "      <td>18-Feb-14</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9903</th>\n",
       "      <td>Eu sou Rico</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.6M</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>30.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>9-Jan-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>A Manual of Acupuncture</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>3.5</td>\n",
       "      <td>214</td>\n",
       "      <td>68M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>33.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>2-Oct-17</td>\n",
       "      <td>2.1.35</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5358</th>\n",
       "      <td>I am Rich Person</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.2</td>\n",
       "      <td>134</td>\n",
       "      <td>1.8M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>37.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>18-Jul-17</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2414</th>\n",
       "      <td>LTC AS Legal</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.3M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>39.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>4-Apr-18</td>\n",
       "      <td>3.0.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4134</th>\n",
       "      <td>Norwegian For Kids &amp; Babies F</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>14M</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>39.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Education</td>\n",
       "      <td>24-Sep-15</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6557</th>\n",
       "      <td>Dr.Dice - Sic bo analyzer</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>8.5M</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>46.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>5-Nov-16</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2390</th>\n",
       "      <td>Language Therapy: Aphasia</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>28M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>74.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>25-Jun-18</td>\n",
       "      <td>3.1.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2365</th>\n",
       "      <td>Vargo Anesthesia Mega App</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>92</td>\n",
       "      <td>32M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>79.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>18-Jun-18</td>\n",
       "      <td>19</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9728</th>\n",
       "      <td>Lean EQ</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>10M</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>89.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Business</td>\n",
       "      <td>14-Feb-17</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6622</th>\n",
       "      <td>BP Fitness Lead Scanner</td>\n",
       "      <td>ENTERTAINMENT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.7M</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>109.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Events</td>\n",
       "      <td>23-Aug-17</td>\n",
       "      <td>0.0.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6690</th>\n",
       "      <td>cronometra-br</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.4M</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>154.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Productivity</td>\n",
       "      <td>24-Nov-17</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9717</th>\n",
       "      <td>EP Cook Book</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.2M</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>200.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>26-Jul-15</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5353</th>\n",
       "      <td>I am rich VIP</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>411</td>\n",
       "      <td>2.6M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>299.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>21-Jul-18</td>\n",
       "      <td>1.1.1</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5355</th>\n",
       "      <td>I am extremely Rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>2.9</td>\n",
       "      <td>41</td>\n",
       "      <td>2.9M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>379.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>1-Jul-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5364</th>\n",
       "      <td>I Am Rich</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>3.6</td>\n",
       "      <td>217</td>\n",
       "      <td>4.9M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>389.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>22-Jun-18</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9915</th>\n",
       "      <td>Eu Sou Rico</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4M</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>394.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>11-Jul-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4197</th>\n",
       "      <td>most expensive app (H)</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.5M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>16-Jul-18</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9932</th>\n",
       "      <td>I'm Rich/Eu sou Rico/أنا غني/我很有錢</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>40M</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>1-Dec-17</td>\n",
       "      <td>MONEY</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5352</th>\n",
       "      <td>I am Rich Plus</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>856</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>19-May-18</td>\n",
       "      <td>3</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5349</th>\n",
       "      <td>I am rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3547</td>\n",
       "      <td>1.8M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>12-Jan-18</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5354</th>\n",
       "      <td>I Am Rich Premium</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1867</td>\n",
       "      <td>4.7M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>12-Nov-17</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5356</th>\n",
       "      <td>I am Rich!</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>93</td>\n",
       "      <td>22M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>11-Dec-17</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5357</th>\n",
       "      <td>I am rich(premium)</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>3.5</td>\n",
       "      <td>472</td>\n",
       "      <td>965k</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>1-May-17</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5360</th>\n",
       "      <td>I Am Rich Pro</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.4</td>\n",
       "      <td>201</td>\n",
       "      <td>2.7M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>30-May-17</td>\n",
       "      <td>1.54</td>\n",
       "      <td>1.6 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5362</th>\n",
       "      <td>I am rich (Most expensive app)</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>129</td>\n",
       "      <td>2.7M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Finance</td>\n",
       "      <td>6-Dec-17</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5371</th>\n",
       "      <td>I AM RICH PRO PLUS</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36</td>\n",
       "      <td>41M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>25-Jun-18</td>\n",
       "      <td>1.0.2</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4362</th>\n",
       "      <td>💎 I'm rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>718</td>\n",
       "      <td>26M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>11-Mar-18</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5367</th>\n",
       "      <td>I am Rich</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>4.3</td>\n",
       "      <td>180</td>\n",
       "      <td>3.8M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>399.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>22-Mar-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4367</th>\n",
       "      <td>I'm Rich - Trump Edition</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.6</td>\n",
       "      <td>275</td>\n",
       "      <td>7.3M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>400.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>3-May-18</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9657 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    App              Category  \\\n",
       "0        Photo Editor & Candy Camera & Grid & ScrapBook        ART_AND_DESIGN   \n",
       "7485                           CONTRACT KILLER: ZOMBIES        COMPUTER_GAMES   \n",
       "7486                                            CK Shop                 TOOLS   \n",
       "7487                                           FlexBook                FAMILY   \n",
       "7488                                    Can Knockdown 3        COMPUTER_GAMES   \n",
       "7489                      Fu*** Weather (Funny Weather)               WEATHER   \n",
       "7490                     OB-GYN USMLE Stp2 CK 300 Q & A    HEALTH_AND_FITNESS   \n",
       "7484                                            Ck Coif             LIFESTYLE   \n",
       "7491                                          CK Active    HEALTH_AND_FITNESS   \n",
       "7493                           Night Camera Blur Effect        ART_AND_DESIGN   \n",
       "7494                             Camera V7 24 Megapixel        ART_AND_DESIGN   \n",
       "7495         CL Mobile Pro - Classifieds for Craigslist             LIFESTYLE   \n",
       "7496                                       cloudLibrary             EDUCATION   \n",
       "7497  CL Reader for Craigslist(For sale, jobs, renta...                 TOOLS   \n",
       "7498                          CL Pro App for Craigslist             LIFESTYLE   \n",
       "7492     USMLE CK Clinical Knowledge Flashcards 2018 Ed                FAMILY   \n",
       "7499              Castle Clash: Heroes of the Empire US                FAMILY   \n",
       "7483                                        CK Call NEW    NEWS_AND_MAGAZINES   \n",
       "7481                                      CK Pharmacies    HEALTH_AND_FITNESS   \n",
       "7466                                  ck-modelcars Shop             LIFESTYLE   \n",
       "7467                              Brainf*ck Interpreter                FAMILY   \n",
       "7468                               ck-modelcars-UK Shop             LIFESTYLE   \n",
       "7469                 CK Multimedia - Gaming Accessories             LIFESTYLE   \n",
       "7470                                          CK SKILLZ    HEALTH_AND_FITNESS   \n",
       "7471                          CK-12 Physics Simulations                FAMILY   \n",
       "7482                                          INFAMY RO                FAMILY   \n",
       "7472                                        CKZ ORIGINS        COMPUTER_GAMES   \n",
       "7474                                            CK Life    HEALTH_AND_FITNESS   \n",
       "7476                                 CK Employee Portal  BUSINESS_AND_FINANCE   \n",
       "7477                          FML F*ck my life + widget                FAMILY   \n",
       "...                                                 ...                   ...   \n",
       "8326                                  Guide to Nikon Df        ART_AND_DESIGN   \n",
       "9903                                        Eu sou Rico  BUSINESS_AND_FINANCE   \n",
       "2402                            A Manual of Acupuncture    HEALTH_AND_FITNESS   \n",
       "5358                                   I am Rich Person             LIFESTYLE   \n",
       "2414                                       LTC AS Legal    HEALTH_AND_FITNESS   \n",
       "4134                      Norwegian For Kids & Babies F                FAMILY   \n",
       "6557                          Dr.Dice - Sic bo analyzer                FAMILY   \n",
       "2390                          Language Therapy: Aphasia    HEALTH_AND_FITNESS   \n",
       "2365                          Vargo Anesthesia Mega App    HEALTH_AND_FITNESS   \n",
       "9728                                            Lean EQ  BUSINESS_AND_FINANCE   \n",
       "6622                            BP Fitness Lead Scanner         ENTERTAINMENT   \n",
       "6690                                      cronometra-br  BUSINESS_AND_FINANCE   \n",
       "9717                                       EP Cook Book    HEALTH_AND_FITNESS   \n",
       "5353                                      I am rich VIP             LIFESTYLE   \n",
       "5355                                I am extremely Rich             LIFESTYLE   \n",
       "5364                                          I Am Rich                FAMILY   \n",
       "9915                                        Eu Sou Rico  BUSINESS_AND_FINANCE   \n",
       "4197                             most expensive app (H)                FAMILY   \n",
       "9932                  I'm Rich/Eu sou Rico/أنا غني/我很有錢             LIFESTYLE   \n",
       "5352                                     I am Rich Plus                FAMILY   \n",
       "5349                                          I am rich             LIFESTYLE   \n",
       "5354                                  I Am Rich Premium  BUSINESS_AND_FINANCE   \n",
       "5356                                         I am Rich!  BUSINESS_AND_FINANCE   \n",
       "5357                                 I am rich(premium)  BUSINESS_AND_FINANCE   \n",
       "5360                                      I Am Rich Pro                FAMILY   \n",
       "5362                     I am rich (Most expensive app)  BUSINESS_AND_FINANCE   \n",
       "5371                                 I AM RICH PRO PLUS  BUSINESS_AND_FINANCE   \n",
       "4362                                         💎 I'm rich             LIFESTYLE   \n",
       "5367                                          I am Rich  BUSINESS_AND_FINANCE   \n",
       "4367                           I'm Rich - Trump Edition             LIFESTYLE   \n",
       "\n",
       "     Rating  Reviews                Size    Installs  Type   Price  \\\n",
       "0       4.1      159                 19M     10000.0  Free    0.00   \n",
       "7485    4.4   144545                 13M   5000000.0  Free    0.00   \n",
       "7486    0.0       13                8.1M      1000.0  Free    0.00   \n",
       "7487    4.3      104                 12M     10000.0  Free    0.00   \n",
       "7488    4.1   349503                 19M  10000000.0  Free    0.00   \n",
       "7489    4.7    20001  Varies with device   1000000.0  Free    0.00   \n",
       "7490    4.4       34                4.9M     10000.0  Free    0.00   \n",
       "7484    0.0        0                 22M        10.0  Free    0.00   \n",
       "7491    0.0        0                9.7M        10.0  Free    0.00   \n",
       "7493    3.6      100                2.5M     10000.0  Free    0.00   \n",
       "7494    4.0     2480                2.5M    100000.0  Free    0.00   \n",
       "7495    4.1     1288                 18M    100000.0  Free    0.00   \n",
       "7496    4.0    10774                 35M    100000.0  Free    0.00   \n",
       "7497    4.1       61                6.3M      1000.0  Free    0.00   \n",
       "7498    4.0      119                1.3M     10000.0  Free    0.00   \n",
       "7492    0.0        0                3.6M         5.0  Free    0.00   \n",
       "7499    4.6  4578890                 24M  50000000.0  Free    0.00   \n",
       "7483    0.0        0                4.2M        10.0  Free    0.00   \n",
       "7481    2.7        3                9.4M       100.0  Free    0.00   \n",
       "7466    4.5      118                6.4M      5000.0  Free    0.00   \n",
       "7467    4.0       24                1.9M      1000.0  Free    0.00   \n",
       "7468    4.6       69                6.4M      5000.0  Free    0.00   \n",
       "7469    4.7       10                2.0M       500.0  Free    0.00   \n",
       "7470    0.0        0                8.6M        50.0  Free    0.00   \n",
       "7471    4.1       30                 24M      5000.0  Free    0.00   \n",
       "7482    4.1     2167                3.7M     50000.0  Free    0.00   \n",
       "7472    4.5   219821                 10M   1000000.0  Free    0.00   \n",
       "7474    0.0        3                 60M       100.0  Free    0.00   \n",
       "7476    5.0        7                 15M      1000.0  Free    0.00   \n",
       "7477    4.2     1415                209k    100000.0  Free    0.00   \n",
       "...     ...      ...                 ...         ...   ...     ...   \n",
       "8326    0.0        1                663k        10.0  Paid   29.99   \n",
       "9903    0.0        0                2.6M         0.0  Paid   30.99   \n",
       "2402    3.5      214                 68M      1000.0  Paid   33.99   \n",
       "5358    4.2      134                1.8M      1000.0  Paid   37.99   \n",
       "2414    4.0        6                1.3M       100.0  Paid   39.99   \n",
       "4134    0.0        0                 14M         5.0  Paid   39.99   \n",
       "6557    0.0        2                8.5M        10.0  Paid   46.99   \n",
       "2390    0.0       10                 28M      1000.0  Paid   74.99   \n",
       "2365    4.6       92                 32M      1000.0  Paid   79.99   \n",
       "9728    0.0        6                 10M        10.0  Paid   89.99   \n",
       "6622    0.0        0                6.7M         1.0  Paid  109.99   \n",
       "6690    0.0        0                5.4M         0.0  Paid  154.99   \n",
       "9717    0.0        0                3.2M         0.0  Paid  200.00   \n",
       "5353    3.8      411                2.6M     10000.0  Paid  299.99   \n",
       "5355    2.9       41                2.9M      1000.0  Paid  379.99   \n",
       "5364    3.6      217                4.9M     10000.0  Paid  389.99   \n",
       "9915    0.0        0                1.4M         0.0  Paid  394.99   \n",
       "4197    4.3        6                1.5M       100.0  Paid  399.99   \n",
       "9932    0.0        0                 40M         0.0  Paid  399.99   \n",
       "5352    4.0      856                8.7M     10000.0  Paid  399.99   \n",
       "5349    3.8     3547                1.8M    100000.0  Paid  399.99   \n",
       "5354    4.1     1867                4.7M     50000.0  Paid  399.99   \n",
       "5356    3.8       93                 22M      1000.0  Paid  399.99   \n",
       "5357    3.5      472                965k      5000.0  Paid  399.99   \n",
       "5360    4.4      201                2.7M      5000.0  Paid  399.99   \n",
       "5362    4.1      129                2.7M      1000.0  Paid  399.99   \n",
       "5371    4.0       36                 41M      1000.0  Paid  399.99   \n",
       "4362    3.8      718                 26M     10000.0  Paid  399.99   \n",
       "5367    4.3      180                3.8M      5000.0  Paid  399.99   \n",
       "4367    3.6      275                7.3M     10000.0  Paid  400.00   \n",
       "\n",
       "      Content Rating               Genres Last Updated  \\\n",
       "0           EVERYONE         Art & Design     7-Jan-18   \n",
       "7485  AGE_GROUP(13+)               Action     1-Dec-11   \n",
       "7486        EVERYONE                Tools     9-May-18   \n",
       "7487        EVERYONE  Education;Education    21-May-18   \n",
       "7488        EVERYONE               Arcade    26-Aug-15   \n",
       "7489      ADULT ONLY              Weather    26-Jul-18   \n",
       "7490        EVERYONE              Medical    16-May-15   \n",
       "7484        EVERYONE            Lifestyle    30-Apr-16   \n",
       "7491        EVERYONE     Health & Fitness    27-Feb-18   \n",
       "7493        EVERYONE          Photography     5-Aug-18   \n",
       "7494        EVERYONE          Photography     1-Aug-18   \n",
       "7495      ADULT ONLY             Shopping     9-Jul-18   \n",
       "7496        EVERYONE    Books & Reference    28-Jun-18   \n",
       "7497        EVERYONE                Tools    14-Sep-17   \n",
       "7498        EVERYONE             Shopping     1-Jul-17   \n",
       "7492        EVERYONE            Education    21-Jun-18   \n",
       "7499  AGE_GROUP(10+)             Strategy    17-Jul-18   \n",
       "7483        EVERYONE        Communication    26-Apr-17   \n",
       "7481  AGE_GROUP(10+)     Health & Fitness    28-Jun-18   \n",
       "7466        EVERYONE             Shopping    15-Jun-18   \n",
       "7467      ADULT ONLY        Entertainment     3-Sep-16   \n",
       "7468        EVERYONE             Shopping    15-Jun-18   \n",
       "7469        EVERYONE             Shopping     3-Feb-17   \n",
       "7470        EVERYONE     Health & Fitness    15-May-18   \n",
       "7471        EVERYONE  Education;Education    18-Apr-18   \n",
       "7482        EVERYONE         Role Playing    14-Dec-17   \n",
       "7472      ADULT ONLY               Action    28-Oct-13   \n",
       "7474  AGE_GROUP(13+)     Health & Fitness     2-Aug-18   \n",
       "7476        EVERYONE             Business     5-Jan-17   \n",
       "7477        EVERYONE        Entertainment    21-May-10   \n",
       "...              ...                  ...          ...   \n",
       "8326        EVERYONE          Photography    18-Feb-14   \n",
       "9903        EVERYONE              Finance     9-Jan-18   \n",
       "2402        EVERYONE              Medical     2-Oct-17   \n",
       "5358        EVERYONE            Lifestyle    18-Jul-17   \n",
       "2414        EVERYONE              Medical     4-Apr-18   \n",
       "4134        EVERYONE            Education    24-Sep-15   \n",
       "6557        EVERYONE        Entertainment     5-Nov-16   \n",
       "2390        EVERYONE              Medical    25-Jun-18   \n",
       "2365        EVERYONE              Medical    18-Jun-18   \n",
       "9728        EVERYONE             Business    14-Feb-17   \n",
       "6622        EVERYONE               Events    23-Aug-17   \n",
       "6690        EVERYONE         Productivity    24-Nov-17   \n",
       "9717        EVERYONE              Medical    26-Jul-15   \n",
       "5353        EVERYONE            Lifestyle    21-Jul-18   \n",
       "5355        EVERYONE            Lifestyle     1-Jul-18   \n",
       "5364        EVERYONE        Entertainment    22-Jun-18   \n",
       "9915        EVERYONE              Finance    11-Jul-18   \n",
       "4197        EVERYONE        Entertainment    16-Jul-18   \n",
       "9932        EVERYONE            Lifestyle     1-Dec-17   \n",
       "5352        EVERYONE        Entertainment    19-May-18   \n",
       "5349        EVERYONE            Lifestyle    12-Jan-18   \n",
       "5354        EVERYONE              Finance    12-Nov-17   \n",
       "5356        EVERYONE              Finance    11-Dec-17   \n",
       "5357        EVERYONE              Finance     1-May-17   \n",
       "5360        EVERYONE        Entertainment    30-May-17   \n",
       "5362  AGE_GROUP(13+)              Finance     6-Dec-17   \n",
       "5371        EVERYONE              Finance    25-Jun-18   \n",
       "4362        EVERYONE            Lifestyle    11-Mar-18   \n",
       "5367        EVERYONE              Finance    22-Mar-18   \n",
       "4367        EVERYONE            Lifestyle     3-May-18   \n",
       "\n",
       "                             Current Ver         Android Ver  \n",
       "0                                  1.0.0        4.0.3 and up  \n",
       "7485                               1.1.0          2.1 and up  \n",
       "7486                                 1.1          5.0 and up  \n",
       "7487                               1.0.6          4.1 and up  \n",
       "7488                                1.31          4.0 and up  \n",
       "7489                  Varies with device  Varies with device  \n",
       "7490                                 1.2          2.0 and up  \n",
       "7484                                   1          2.3 and up  \n",
       "7491                               3.0.6          4.0 and up  \n",
       "7493                                 4.2          4.2 and up  \n",
       "7494                                   4          4.1 and up  \n",
       "7495                                  48          4.1 and up  \n",
       "7496                              3.8.10          4.1 and up  \n",
       "7497                                 1.9          4.1 and up  \n",
       "7498  CL Pro for Craigslist - Canada 150          4.0 and up  \n",
       "7492                                   1        4.0.3 and up  \n",
       "7499                              1.4.51          4.1 and up  \n",
       "7483                               3.8.8          2.2 and up  \n",
       "7481                               7.4.8        4.0.3 and up  \n",
       "7466                              5.29.0          5.0 and up  \n",
       "7467                               1.0.6          2.3 and up  \n",
       "7468                              5.29.0          5.0 and up  \n",
       "7469                                 1.5          3.0 and up  \n",
       "7470                               1.1.7          4.1 and up  \n",
       "7471                               1.0.7          4.1 and up  \n",
       "7482                                 202          4.3 and up  \n",
       "7472                               2.0.1          2.1 and up  \n",
       "7474                               2.0.0          4.4 and up  \n",
       "7476                               1.0.1          4.1 and up  \n",
       "7477                                 3.1          1.5 and up  \n",
       "...                                  ...                 ...  \n",
       "8326                               2.0.0        4.0.3 and up  \n",
       "9903                                   1          4.0 and up  \n",
       "2402                              2.1.35          4.0 and up  \n",
       "5358                                   1        4.0.3 and up  \n",
       "2414                               3.0.1          4.1 and up  \n",
       "4134                                   1          4.0 and up  \n",
       "6557                                   1        4.0.3 and up  \n",
       "2390                               3.1.1        4.0.3 and up  \n",
       "2365                                  19        4.0.3 and up  \n",
       "9728                                   1          4.1 and up  \n",
       "6622                               0.0.1          4.1 and up  \n",
       "6690                               1.0.0          4.1 and up  \n",
       "9717                                   1          3.0 and up  \n",
       "5353                               1.1.1          4.3 and up  \n",
       "5355                                   1          4.0 and up  \n",
       "5364                                 1.5          4.2 and up  \n",
       "9915                                   1        4.0.3 and up  \n",
       "4197                                   1          7.0 and up  \n",
       "9932                               MONEY          4.1 and up  \n",
       "5352                                   3          4.4 and up  \n",
       "5349                                   2        4.0.3 and up  \n",
       "5354                                 1.6          4.0 and up  \n",
       "5356                                   1          4.1 and up  \n",
       "5357                                 3.4          4.4 and up  \n",
       "5360                                1.54          1.6 and up  \n",
       "5362                                   2        4.0.3 and up  \n",
       "5371                               1.0.2          4.1 and up  \n",
       "4362                               1.0.0          4.4 and up  \n",
       "5367                                   1          4.2 and up  \n",
       "4367                               1.0.1          4.1 and up  \n",
       "\n",
       "[9657 rows x 13 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sorting apps by Price\n",
    "app_store_df.sort_values(by='Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App               9657\n",
       "Category          9657\n",
       "Rating            9657\n",
       "Reviews           9657\n",
       "Size              9657\n",
       "Installs          9657\n",
       "Type              9657\n",
       "Price             9657\n",
       "Content Rating    9657\n",
       "Genres            9657\n",
       "Last Updated      9657\n",
       "Current Ver       9649\n",
       "Android Ver       9657\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "app_store_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Photo Editor &amp; Candy Camera &amp; Grid &amp; ScrapBook</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>159</td>\n",
       "      <td>19M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Jan-18</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U Launcher Lite – FREE Live Cool Themes, Hide ...</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>87510</td>\n",
       "      <td>8.7M</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>1-Aug-18</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sketch - Draw &amp; Paint</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>215644</td>\n",
       "      <td>25M</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>8-Jun-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Pixel Draw - Number Art Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>967</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>20-Jun-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Paper flowers instructions</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>167</td>\n",
       "      <td>5.6M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>26-Mar-17</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Smoke Effect Photo Maker - Smoke Editor</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.8</td>\n",
       "      <td>178</td>\n",
       "      <td>19M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>26-Apr-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Infinite Painter</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>36815</td>\n",
       "      <td>29M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>14-Jun-18</td>\n",
       "      <td>6.1.61.1</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Garden Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>13791</td>\n",
       "      <td>33M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>20-Sep-17</td>\n",
       "      <td>2.9.2</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Kids Paint Free - Drawing Fun</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>121</td>\n",
       "      <td>3.1M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>3-Jul-18</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Text on Photo - Fonteee</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>13880</td>\n",
       "      <td>28M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>27-Oct-17</td>\n",
       "      <td>1.0.4</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Name Art Photo Editor - Focus n Filters</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8788</td>\n",
       "      <td>12M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>1.0.15</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Tattoo Name On My Photo Editor</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.2</td>\n",
       "      <td>44829</td>\n",
       "      <td>20M</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>2-Apr-18</td>\n",
       "      <td>3.8</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Mandala Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4326</td>\n",
       "      <td>21M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>26-Jun-18</td>\n",
       "      <td>1.0.4</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3D Color Pixel by Number - Sandbox Art Coloring</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1518</td>\n",
       "      <td>37M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>3-Aug-18</td>\n",
       "      <td>1.2.3</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Learn To Draw Kawaii Characters</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.2</td>\n",
       "      <td>55</td>\n",
       "      <td>2.7M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>6-Jun-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Photo Designer - Write your name with shapes</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3632</td>\n",
       "      <td>5.5M</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>350 Diy Room Decor Ideas</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>27</td>\n",
       "      <td>17M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Nov-17</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>FlipaClip - Cartoon animation</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.3</td>\n",
       "      <td>194216</td>\n",
       "      <td>39M</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>3-Aug-18</td>\n",
       "      <td>2.2.5</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ibis Paint X</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.6</td>\n",
       "      <td>224399</td>\n",
       "      <td>31M</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>30-Jul-18</td>\n",
       "      <td>5.5.4</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Logo Maker - Small Business</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>450</td>\n",
       "      <td>14M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>20-Apr-18</td>\n",
       "      <td>4</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Boys Photo Editor - Six Pack &amp; Men's Suit</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>654</td>\n",
       "      <td>12M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>20-Mar-18</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Superheroes Wallpapers | 4K Backgrounds</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>7699</td>\n",
       "      <td>4.2M</td>\n",
       "      <td>500000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>12-Jul-18</td>\n",
       "      <td>2.2.6.2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>HD Mickey Minnie Wallpapers</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.7</td>\n",
       "      <td>118</td>\n",
       "      <td>23M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>7-Jul-18</td>\n",
       "      <td>1.1.3</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Harley Quinn wallpapers HD</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.8</td>\n",
       "      <td>192</td>\n",
       "      <td>6.0M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>25-Apr-18</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Animated Photo Editor</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>203</td>\n",
       "      <td>6.1M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>21-Mar-18</td>\n",
       "      <td>1.03</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Pencil Sketch Drawing</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.9</td>\n",
       "      <td>136</td>\n",
       "      <td>4.6M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>12-Jul-18</td>\n",
       "      <td>6</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Easy Realistic Drawing Tutorial</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.1</td>\n",
       "      <td>223</td>\n",
       "      <td>4.2M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>22-Aug-17</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Pink Silver Bow Keyboard Theme</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1120</td>\n",
       "      <td>9.2M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>12-Jul-18</td>\n",
       "      <td>6.7.12.2018</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Anime Manga Coloring Book</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5035</td>\n",
       "      <td>11M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>19-Jul-18</td>\n",
       "      <td>2.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Easy Origami Ideas</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1015</td>\n",
       "      <td>11M</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>6-Jan-18</td>\n",
       "      <td>1.1.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5214</th>\n",
       "      <td>Turbo AI™ - Personal assistant</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>2.6</td>\n",
       "      <td>91</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Productivity</td>\n",
       "      <td>16-Jul-18</td>\n",
       "      <td>0.0.52</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5602</th>\n",
       "      <td>PS4 Second Screen</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>2.4</td>\n",
       "      <td>11773</td>\n",
       "      <td>3.3M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>13-Jun-18</td>\n",
       "      <td>18.6.2</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708</th>\n",
       "      <td>App Seguridad AV Villas</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>2.3</td>\n",
       "      <td>251</td>\n",
       "      <td>5.7M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>12-Oct-17</td>\n",
       "      <td>1.0.5</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5734</th>\n",
       "      <td>A&amp;W Restaurants</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.7</td>\n",
       "      <td>14</td>\n",
       "      <td>13M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Food &amp; Drink</td>\n",
       "      <td>6-Jun-18</td>\n",
       "      <td>2.7.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5906</th>\n",
       "      <td>AZ REMOTE CONTROL</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>2.1</td>\n",
       "      <td>149</td>\n",
       "      <td>2.8M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>28-Mar-16</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5911</th>\n",
       "      <td>BA4You</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>2.1</td>\n",
       "      <td>87</td>\n",
       "      <td>26M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Business</td>\n",
       "      <td>26-Apr-18</td>\n",
       "      <td>1.6.0.0</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5939</th>\n",
       "      <td>Loreal - BA Makeup</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>1.9</td>\n",
       "      <td>8</td>\n",
       "      <td>6.7M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>18-Apr-18</td>\n",
       "      <td>1.1.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5976</th>\n",
       "      <td>Truck Driving Test Class 3 BC</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0M</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>1.49</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Education</td>\n",
       "      <td>9-Apr-12</td>\n",
       "      <td>1</td>\n",
       "      <td>2.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5993</th>\n",
       "      <td>BC Pizza</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.6M</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>12-Jan-16</td>\n",
       "      <td>1</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6006</th>\n",
       "      <td>BD Provider App</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>1.4</td>\n",
       "      <td>45</td>\n",
       "      <td>13M</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>12-Sep-16</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6097</th>\n",
       "      <td>BF Scale Health Fitness Tool</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>2.2</td>\n",
       "      <td>19</td>\n",
       "      <td>9.6M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>29-Nov-17</td>\n",
       "      <td>2.1</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6133</th>\n",
       "      <td>BG TV App</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>1.7</td>\n",
       "      <td>6</td>\n",
       "      <td>2.9M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>21-Dec-17</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6317</th>\n",
       "      <td>BJ Bridge Standard American 2018</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.9M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Card</td>\n",
       "      <td>21-May-18</td>\n",
       "      <td>6.2-sayc</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6600</th>\n",
       "      <td>Wireless BP</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>1.8</td>\n",
       "      <td>30</td>\n",
       "      <td>887k</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>27-May-16</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6617</th>\n",
       "      <td>BP Toolbox</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>2.1</td>\n",
       "      <td>32</td>\n",
       "      <td>9.6M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>22-May-18</td>\n",
       "      <td>5.9</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6618</th>\n",
       "      <td>bp Magazine for Bipolar</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5</td>\n",
       "      <td>18M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>12-Feb-18</td>\n",
       "      <td>26</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6620</th>\n",
       "      <td>UM BP Track</td>\n",
       "      <td>HEALTH_AND_FITNESS</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>29M</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Medical</td>\n",
       "      <td>27-Jun-17</td>\n",
       "      <td>7.9.0 (5192)</td>\n",
       "      <td>5.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6661</th>\n",
       "      <td>Pick-a-Paint</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.6</td>\n",
       "      <td>242</td>\n",
       "      <td>36M</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>14-May-18</td>\n",
       "      <td>1.2.1</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6921</th>\n",
       "      <td>Bell and Wyson Camera BW Pix +</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8</td>\n",
       "      <td>12M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>14-Nov-16</td>\n",
       "      <td>2.0.18.23</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6946</th>\n",
       "      <td>Bitcoin BX Thailand PRO</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>1.7</td>\n",
       "      <td>21</td>\n",
       "      <td>21M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>4.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>22-Oct-17</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7124</th>\n",
       "      <td>CB Mobile Access</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>1.5</td>\n",
       "      <td>57</td>\n",
       "      <td>25M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>26-Feb-18</td>\n",
       "      <td>4.3.6</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7252</th>\n",
       "      <td>CF Climb</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0M</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>7-Jun-18</td>\n",
       "      <td>3.9.9.2</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7634</th>\n",
       "      <td>Co-op Connections</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.6</td>\n",
       "      <td>8</td>\n",
       "      <td>18M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>3-May-18</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7675</th>\n",
       "      <td>Hercules CP Mobile</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>1.4</td>\n",
       "      <td>20</td>\n",
       "      <td>4.1M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>6-Jul-18</td>\n",
       "      <td>2.1.5</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8256</th>\n",
       "      <td>Quiz DC</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>1.4</td>\n",
       "      <td>33</td>\n",
       "      <td>3.1M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Trivia</td>\n",
       "      <td>25-Dec-17</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363</th>\n",
       "      <td>DG Smart life</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>2.1</td>\n",
       "      <td>14</td>\n",
       "      <td>28M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>7-Sep-17</td>\n",
       "      <td>1.0.5</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8855</th>\n",
       "      <td>DT Smart</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>1.6</td>\n",
       "      <td>39</td>\n",
       "      <td>8.9M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Tools</td>\n",
       "      <td>7-Dec-17</td>\n",
       "      <td>1.1.4</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8930</th>\n",
       "      <td>Sports DV</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>2.1</td>\n",
       "      <td>86</td>\n",
       "      <td>29M</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>17-Jul-18</td>\n",
       "      <td>3.0.3</td>\n",
       "      <td>4.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10080</th>\n",
       "      <td>EY TaxChat</td>\n",
       "      <td>BUSINESS_AND_FINANCE</td>\n",
       "      <td>1.2</td>\n",
       "      <td>44</td>\n",
       "      <td>27M</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Finance</td>\n",
       "      <td>9-Apr-18</td>\n",
       "      <td>3.24.0</td>\n",
       "      <td>6.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10559</th>\n",
       "      <td>FK Atlantas</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2</td>\n",
       "      <td>26M</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Sports</td>\n",
       "      <td>21-Feb-18</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>191 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     App  \\\n",
       "0         Photo Editor & Candy Camera & Grid & ScrapBook   \n",
       "2      U Launcher Lite – FREE Live Cool Themes, Hide ...   \n",
       "3                                  Sketch - Draw & Paint   \n",
       "4                  Pixel Draw - Number Art Coloring Book   \n",
       "5                             Paper flowers instructions   \n",
       "6                Smoke Effect Photo Maker - Smoke Editor   \n",
       "7                                       Infinite Painter   \n",
       "8                                   Garden Coloring Book   \n",
       "9                          Kids Paint Free - Drawing Fun   \n",
       "10                               Text on Photo - Fonteee   \n",
       "11               Name Art Photo Editor - Focus n Filters   \n",
       "12                        Tattoo Name On My Photo Editor   \n",
       "13                                 Mandala Coloring Book   \n",
       "14       3D Color Pixel by Number - Sandbox Art Coloring   \n",
       "15                       Learn To Draw Kawaii Characters   \n",
       "16          Photo Designer - Write your name with shapes   \n",
       "17                              350 Diy Room Decor Ideas   \n",
       "18                         FlipaClip - Cartoon animation   \n",
       "19                                          ibis Paint X   \n",
       "20                           Logo Maker - Small Business   \n",
       "21             Boys Photo Editor - Six Pack & Men's Suit   \n",
       "22               Superheroes Wallpapers | 4K Backgrounds   \n",
       "24                           HD Mickey Minnie Wallpapers   \n",
       "25                            Harley Quinn wallpapers HD   \n",
       "27                                 Animated Photo Editor   \n",
       "28                                 Pencil Sketch Drawing   \n",
       "29                       Easy Realistic Drawing Tutorial   \n",
       "30                        Pink Silver Bow Keyboard Theme   \n",
       "32                             Anime Manga Coloring Book   \n",
       "33                                    Easy Origami Ideas   \n",
       "...                                                  ...   \n",
       "5214                      Turbo AI™ - Personal assistant   \n",
       "5602                                   PS4 Second Screen   \n",
       "5708                             App Seguridad AV Villas   \n",
       "5734                                     A&W Restaurants   \n",
       "5906                                   AZ REMOTE CONTROL   \n",
       "5911                                              BA4You   \n",
       "5939                                  Loreal - BA Makeup   \n",
       "5976                       Truck Driving Test Class 3 BC   \n",
       "5993                                            BC Pizza   \n",
       "6006                                     BD Provider App   \n",
       "6097                        BF Scale Health Fitness Tool   \n",
       "6133                                           BG TV App   \n",
       "6317                    BJ Bridge Standard American 2018   \n",
       "6600                                         Wireless BP   \n",
       "6617                                          BP Toolbox   \n",
       "6618                             bp Magazine for Bipolar   \n",
       "6620                                         UM BP Track   \n",
       "6661                                        Pick-a-Paint   \n",
       "6921                      Bell and Wyson Camera BW Pix +   \n",
       "6946                             Bitcoin BX Thailand PRO   \n",
       "7124                                    CB Mobile Access   \n",
       "7252                                            CF Climb   \n",
       "7634                                   Co-op Connections   \n",
       "7675                                  Hercules CP Mobile   \n",
       "8256                                             Quiz DC   \n",
       "8363                                       DG Smart life   \n",
       "8855                                            DT Smart   \n",
       "8930                                           Sports DV   \n",
       "10080                                         EY TaxChat   \n",
       "10559                                        FK Atlantas   \n",
       "\n",
       "                   Category Rating  Reviews  Size    Installs  Type  Price  \\\n",
       "0            ART_AND_DESIGN    4.1      159   19M     10000.0  Free   0.00   \n",
       "2            ART_AND_DESIGN    4.7    87510  8.7M   5000000.0  Free   0.00   \n",
       "3            ART_AND_DESIGN    4.5   215644   25M  50000000.0  Free   0.00   \n",
       "4            ART_AND_DESIGN    4.3      967  2.8M    100000.0  Free   0.00   \n",
       "5            ART_AND_DESIGN    4.4      167  5.6M     50000.0  Free   0.00   \n",
       "6            ART_AND_DESIGN    3.8      178   19M     50000.0  Free   0.00   \n",
       "7            ART_AND_DESIGN    4.1    36815   29M   1000000.0  Free   0.00   \n",
       "8            ART_AND_DESIGN    4.4    13791   33M   1000000.0  Free   0.00   \n",
       "9            ART_AND_DESIGN    4.7      121  3.1M     10000.0  Free   0.00   \n",
       "10           ART_AND_DESIGN    4.4    13880   28M   1000000.0  Free   0.00   \n",
       "11           ART_AND_DESIGN    4.4     8788   12M   1000000.0  Free   0.00   \n",
       "12           ART_AND_DESIGN    4.2    44829   20M  10000000.0  Free   0.00   \n",
       "13           ART_AND_DESIGN    4.6     4326   21M    100000.0  Free   0.00   \n",
       "14           ART_AND_DESIGN    4.4     1518   37M    100000.0  Free   0.00   \n",
       "15           ART_AND_DESIGN    3.2       55  2.7M      5000.0  Free   0.00   \n",
       "16           ART_AND_DESIGN    4.7     3632  5.5M    500000.0  Free   0.00   \n",
       "17           ART_AND_DESIGN    4.5       27   17M     10000.0  Free   0.00   \n",
       "18           ART_AND_DESIGN    4.3   194216   39M   5000000.0  Free   0.00   \n",
       "19           ART_AND_DESIGN    4.6   224399   31M  10000000.0  Free   0.00   \n",
       "20           ART_AND_DESIGN    4.0      450   14M    100000.0  Free   0.00   \n",
       "21           ART_AND_DESIGN    4.1      654   12M    100000.0  Free   0.00   \n",
       "22           ART_AND_DESIGN    4.7     7699  4.2M    500000.0  Free   0.00   \n",
       "24           ART_AND_DESIGN    4.7      118   23M     50000.0  Free   0.00   \n",
       "25           ART_AND_DESIGN    4.8      192  6.0M     10000.0  Free   0.00   \n",
       "27           ART_AND_DESIGN    4.1      203  6.1M    100000.0  Free   0.00   \n",
       "28           ART_AND_DESIGN    3.9      136  4.6M     10000.0  Free   0.00   \n",
       "29           ART_AND_DESIGN    4.1      223  4.2M    100000.0  Free   0.00   \n",
       "30           ART_AND_DESIGN    4.2     1120  9.2M    100000.0  Free   0.00   \n",
       "32           ART_AND_DESIGN    4.5     5035   11M    100000.0  Free   0.00   \n",
       "33           ART_AND_DESIGN    4.2     1015   11M    100000.0  Free   0.00   \n",
       "...                     ...    ...      ...   ...         ...   ...    ...   \n",
       "5214   BUSINESS_AND_FINANCE    2.6       91  2.8M      5000.0  Free   0.00   \n",
       "5602                 FAMILY    2.4    11773  3.3M   1000000.0  Free   0.00   \n",
       "5708   BUSINESS_AND_FINANCE    2.3      251  5.7M     50000.0  Free   0.00   \n",
       "5734              LIFESTYLE    1.7       14   13M      1000.0  Free   0.00   \n",
       "5906                  TOOLS    2.1      149  2.8M     50000.0  Free   0.00   \n",
       "5911   BUSINESS_AND_FINANCE    2.1       87   26M      5000.0  Free   0.00   \n",
       "5939                  TOOLS    1.9        8  6.7M      1000.0  Free   0.00   \n",
       "5976                 FAMILY    1.0        1  2.0M        50.0  Paid   1.49   \n",
       "5993              LIFESTYLE    2.3        3  2.6M       500.0  Free   0.00   \n",
       "6006     HEALTH_AND_FITNESS    1.4       45   13M      5000.0  Free   0.00   \n",
       "6097     HEALTH_AND_FITNESS    2.2       19  9.6M      1000.0  Free   0.00   \n",
       "6133                 FAMILY    1.7        6  2.9M       100.0  Free   0.00   \n",
       "6317         COMPUTER_GAMES    1.0        1  4.9M      1000.0  Free   0.00   \n",
       "6600     HEALTH_AND_FITNESS    1.8       30  887k       500.0  Free   0.00   \n",
       "6617     HEALTH_AND_FITNESS    2.1       32  9.6M      1000.0  Free   0.00   \n",
       "6618              LIFESTYLE    1.8        5   18M      1000.0  Free   0.00   \n",
       "6620     HEALTH_AND_FITNESS    2.0        1   29M        50.0  Free   0.00   \n",
       "6661              LIFESTYLE    1.6      242   36M     50000.0  Free   0.00   \n",
       "6921              LIFESTYLE    2.0        8   12M      1000.0  Free   0.00   \n",
       "6946   BUSINESS_AND_FINANCE    1.7       21   21M       100.0  Paid   4.99   \n",
       "7124   BUSINESS_AND_FINANCE    1.5       57   25M      1000.0  Free   0.00   \n",
       "7252              LIFESTYLE    1.5        2  3.0M       100.0  Free   0.00   \n",
       "7634              LIFESTYLE    1.6        8   18M      1000.0  Free   0.00   \n",
       "7675                  TOOLS    1.4       20  4.1M      1000.0  Free   0.00   \n",
       "8256         COMPUTER_GAMES    1.4       33  3.1M      1000.0  Free   0.00   \n",
       "8363                  TOOLS    2.1       14   28M      1000.0  Free   0.00   \n",
       "8855                  TOOLS    1.6       39  8.9M      1000.0  Free   0.00   \n",
       "8930              LIFESTYLE    2.1       86   29M     10000.0  Free   0.00   \n",
       "10080  BUSINESS_AND_FINANCE    1.2       44   27M      1000.0  Free   0.00   \n",
       "10559                SPORTS    1.5        2   26M         5.0  Free   0.00   \n",
       "\n",
       "       Content Rating                   Genres Last Updated  \\\n",
       "0            EVERYONE             Art & Design     7-Jan-18   \n",
       "2            EVERYONE             Art & Design     1-Aug-18   \n",
       "3      AGE_GROUP(13+)             Art & Design     8-Jun-18   \n",
       "4            EVERYONE  Art & Design;Creativity    20-Jun-18   \n",
       "5            EVERYONE             Art & Design    26-Mar-17   \n",
       "6            EVERYONE             Art & Design    26-Apr-18   \n",
       "7            EVERYONE             Art & Design    14-Jun-18   \n",
       "8            EVERYONE             Art & Design    20-Sep-17   \n",
       "9            EVERYONE  Art & Design;Creativity     3-Jul-18   \n",
       "10           EVERYONE             Art & Design    27-Oct-17   \n",
       "11           EVERYONE             Art & Design    31-Jul-18   \n",
       "12     AGE_GROUP(13+)             Art & Design     2-Apr-18   \n",
       "13           EVERYONE             Art & Design    26-Jun-18   \n",
       "14           EVERYONE             Art & Design     3-Aug-18   \n",
       "15           EVERYONE             Art & Design     6-Jun-18   \n",
       "16           EVERYONE             Art & Design    31-Jul-18   \n",
       "17           EVERYONE             Art & Design     7-Nov-17   \n",
       "18           EVERYONE             Art & Design     3-Aug-18   \n",
       "19           EVERYONE             Art & Design    30-Jul-18   \n",
       "20           EVERYONE             Art & Design    20-Apr-18   \n",
       "21           EVERYONE             Art & Design    20-Mar-18   \n",
       "22     AGE_GROUP(10+)             Art & Design    12-Jul-18   \n",
       "24           EVERYONE             Art & Design     7-Jul-18   \n",
       "25           EVERYONE             Art & Design    25-Apr-18   \n",
       "27           EVERYONE             Art & Design    21-Mar-18   \n",
       "28           EVERYONE             Art & Design    12-Jul-18   \n",
       "29           EVERYONE             Art & Design    22-Aug-17   \n",
       "30           EVERYONE             Art & Design    12-Jul-18   \n",
       "32           EVERYONE             Art & Design    19-Jul-18   \n",
       "33           EVERYONE             Art & Design     6-Jan-18   \n",
       "...               ...                      ...          ...   \n",
       "5214         EVERYONE             Productivity    16-Jul-18   \n",
       "5602         EVERYONE            Entertainment    13-Jun-18   \n",
       "5708         EVERYONE                  Finance    12-Oct-17   \n",
       "5734         EVERYONE             Food & Drink     6-Jun-18   \n",
       "5906         EVERYONE                    Tools    28-Mar-16   \n",
       "5911         EVERYONE                 Business    26-Apr-18   \n",
       "5939         EVERYONE                    Tools    18-Apr-18   \n",
       "5976         EVERYONE                Education     9-Apr-12   \n",
       "5993         EVERYONE                Lifestyle    12-Jan-16   \n",
       "6006         EVERYONE         Health & Fitness    12-Sep-16   \n",
       "6097         EVERYONE         Health & Fitness    29-Nov-17   \n",
       "6133         EVERYONE            Entertainment    21-Dec-17   \n",
       "6317         EVERYONE                     Card    21-May-18   \n",
       "6600         EVERYONE                  Medical    27-May-16   \n",
       "6617         EVERYONE         Health & Fitness    22-May-18   \n",
       "6618   AGE_GROUP(10+)                Lifestyle    12-Feb-18   \n",
       "6620         EVERYONE                  Medical    27-Jun-17   \n",
       "6661         EVERYONE                Lifestyle    14-May-18   \n",
       "6921         EVERYONE                Lifestyle    14-Nov-16   \n",
       "6946         EVERYONE                  Finance    22-Oct-17   \n",
       "7124         EVERYONE                  Finance    26-Feb-18   \n",
       "7252         EVERYONE                Lifestyle     7-Jun-18   \n",
       "7634         EVERYONE                 Shopping     3-May-18   \n",
       "7675         EVERYONE                    Tools     6-Jul-18   \n",
       "8256         EVERYONE                   Trivia    25-Dec-17   \n",
       "8363         EVERYONE                    Tools     7-Sep-17   \n",
       "8855         EVERYONE                    Tools     7-Dec-17   \n",
       "8930         EVERYONE                Lifestyle    17-Jul-18   \n",
       "10080        EVERYONE                  Finance     9-Apr-18   \n",
       "10559        EVERYONE                   Sports    21-Feb-18   \n",
       "\n",
       "              Current Ver   Android Ver  \n",
       "0                   1.0.0  4.0.3 and up  \n",
       "2                   1.2.4  4.0.3 and up  \n",
       "3      Varies with device    4.2 and up  \n",
       "4                     1.1    4.4 and up  \n",
       "5                       1    2.3 and up  \n",
       "6                     1.1  4.0.3 and up  \n",
       "7                6.1.61.1    4.2 and up  \n",
       "8                   2.9.2    3.0 and up  \n",
       "9                     2.8  4.0.3 and up  \n",
       "10                  1.0.4    4.1 and up  \n",
       "11                 1.0.15    4.0 and up  \n",
       "12                    3.8    4.1 and up  \n",
       "13                  1.0.4    4.4 and up  \n",
       "14                  1.2.3    2.3 and up  \n",
       "15                    NaN    4.2 and up  \n",
       "16                    3.1    4.1 and up  \n",
       "17                      1    2.3 and up  \n",
       "18                  2.2.5  4.0.3 and up  \n",
       "19                  5.5.4    4.1 and up  \n",
       "20                      4    4.1 and up  \n",
       "21                    1.1  4.0.3 and up  \n",
       "22                2.2.6.2  4.0.3 and up  \n",
       "24                  1.1.3    4.1 and up  \n",
       "25                    1.5    3.0 and up  \n",
       "27                   1.03  4.0.3 and up  \n",
       "28                      6    2.3 and up  \n",
       "29                      1    2.3 and up  \n",
       "30            6.7.12.2018  4.0.3 and up  \n",
       "32                    2.2    4.0 and up  \n",
       "33                  1.1.0    4.1 and up  \n",
       "...                   ...           ...  \n",
       "5214               0.0.52  4.0.3 and up  \n",
       "5602               18.6.2    4.1 and up  \n",
       "5708                1.0.5    4.0 and up  \n",
       "5734                2.7.0    4.1 and up  \n",
       "5906                  1.9    3.2 and up  \n",
       "5911              1.6.0.0    4.0 and up  \n",
       "5939                1.1.1  4.0.3 and up  \n",
       "5976                    1    2.1 and up  \n",
       "5993                    1    4.2 and up  \n",
       "6006                    1    4.1 and up  \n",
       "6097                  2.1    4.3 and up  \n",
       "6133                    1    4.1 and up  \n",
       "6317             6.2-sayc    4.0 and up  \n",
       "6600                  1.1    4.3 and up  \n",
       "6617                  5.9    4.3 and up  \n",
       "6618                   26    4.1 and up  \n",
       "6620         7.9.0 (5192)    5.0 and up  \n",
       "6661                1.2.1    3.0 and up  \n",
       "6921            2.0.18.23    2.3 and up  \n",
       "6946                    5  4.0.3 and up  \n",
       "7124                4.3.6    4.2 and up  \n",
       "7252              3.9.9.2    2.3 and up  \n",
       "7634                  1.5    4.1 and up  \n",
       "7675                2.1.5    4.3 and up  \n",
       "8256                  1.1    4.1 and up  \n",
       "8363                1.0.5    4.1 and up  \n",
       "8855                1.1.4    4.1 and up  \n",
       "8930                3.0.3    4.3 and up  \n",
       "10080              3.24.0    6.0 and up  \n",
       "10559                   1    4.1 and up  \n",
       "\n",
       "[191 rows x 13 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Resetting Rating\n",
    "app_store_df[\"Rating\"] = app_store_df[\"Rating\"].astype(str)\n",
    "app_store_df[\"Rating\"] = app_store_df[\"Rating\"].replace({\"nan\": \"0.0\"})\n",
    "rating_reset = app_store_df.groupby([\"Rating\"])\n",
    "rating_reset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Organizing based on new categories and writing into a separate file\n",
    "app_store_df.to_csv(\"Resources/googleplaystore_apps_organized.csv\",index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 Billion Downloads Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                                           20\n",
       "unique                                          20\n",
       "top       Messenger – Text and Video Chat for Free\n",
       "freq                                             1\n",
       "Name: App, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Count of unique Apps with 1 billion downloads\n",
    "count_apps = app_store_df[app_store_df[\"Installs\"] == 1000000000][\"App\"]\n",
    "count_apps.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       20\n",
       "unique       1\n",
       "top       Free\n",
       "freq        20\n",
       "Name: Type, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Verify if the apps downloaded a billion times are Free or Paid\n",
    "top_type = app_store_df[app_store_df[\"Installs\"] == 1000000000][\"Type\"]\n",
    "top_type.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'4.5'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top Rating for apps downloaded a billion times \n",
    "top_rating = app_store_df[app_store_df[\"Installs\"] == 1000000000][\"Rating\"]\n",
    "top_rating.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App    20\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Creating a dataframe of count of Apps with 1 billion downloads\n",
    "count_apps = app_store_df.loc[app_store_df[\"Installs\"] == 1000000000]\n",
    "count_apps_group = pd.DataFrame(count_apps[\"App\"].value_counts())\n",
    "count_apps_group.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie Chart showing Frequency and top 5 Apps downloaded 1 billion times\n",
    "labels = [\"Google Play Movies & TV\", \"Maps - Navigate & Explore\", \"Google Chrome: Fast & Secure\", \"Hangouts\", \"Facebook\"]\n",
    "sizes = [5, 4, 4, 3, 3]\n",
    "explode = [0.1, 0 , 0, 0, 0]\n",
    "colors = [\"#FFD400\", \"#FF3333\", \"#48FF48\", \"#3BCCFF\", \"#C0C0C0\"]\n",
    "\n",
    "#Build Pie Chart\n",
    "plt.pie(sizes, startangle = 70, explode = explode, colors = colors, labels = labels, autopct = \"%1.1f%%\", shadow = True)\n",
    "plt.title(\"Top Apps Downloaded 1 Billion Times\", fontsize=16)\n",
    "\n",
    "#Tell Matplotlib that we want the chart to have equal axes\n",
    "plt.axis(\"equal\")\n",
    "plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "\n",
    "#Save figure\n",
    "plt.savefig(\"Resources/Top Apps Downloaded 1 Billion Times.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Free vs Paid Apps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App               20\n",
       "Category          20\n",
       "Rating            20\n",
       "Reviews           20\n",
       "Size              20\n",
       "Installs          20\n",
       "Type              20\n",
       "Price             20\n",
       "Content Rating    20\n",
       "Genres            20\n",
       "Last Updated      20\n",
       "Current Ver       20\n",
       "Android Ver       20\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Get a total count of Price for Paid Apps greater than $100\n",
    "selected_price = app_store_df.sample(n=9500)\n",
    "selected_price = selected_price[selected_price[\"Price\"].astype(int) > 100]\n",
    "\n",
    "selected_price.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App               753\n",
       "Category          753\n",
       "Rating            753\n",
       "Reviews           753\n",
       "Size              753\n",
       "Installs          753\n",
       "Type              753\n",
       "Price             753\n",
       "Content Rating    753\n",
       "Genres            753\n",
       "Last Updated      753\n",
       "Current Ver       751\n",
       "Android Ver       753\n",
       "dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Isolate Paid Apps data\n",
    "paid_apps_df = app_store_df.loc[app_store_df[\"Type\"] == \"Paid\"]\n",
    "paid_apps_df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "App               8904\n",
       "Category          8904\n",
       "Rating            8904\n",
       "Reviews           8904\n",
       "Size              8904\n",
       "Installs          8904\n",
       "Type              8904\n",
       "Price             8904\n",
       "Content Rating    8904\n",
       "Genres            8904\n",
       "Last Updated      8904\n",
       "Current Ver       8898\n",
       "Android Ver       8904\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Isolate Free Apps data\n",
    "free_apps_df = app_store_df.loc[app_store_df[\"Type\"] == \"Free\"]\n",
    "free_apps_df.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Content Rating Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Content Rating\n",
       "ADULT ONLY         396\n",
       "AGE_GROUP(10+)     322\n",
       "AGE_GROUP(13+)    1036\n",
       "EVERYONE          7901\n",
       "UNRATED              2\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Group age for the target users using Free Apps\n",
    "by_type = app_store_df.groupby(\"Content Rating\")[\"Type\"]\n",
    "                                    \n",
    "by_type.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>Content Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EVERYONE</th>\n",
       "      <td>652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE_GROUP(13+)</th>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE_GROUP(10+)</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADULT ONLY</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Content Rating\n",
       "EVERYONE                   652\n",
       "AGE_GROUP(13+)              52\n",
       "AGE_GROUP(10+)              31\n",
       "ADULT ONLY                  18"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paid_apps_df = app_store_df.loc[app_store_df[\"Type\"] == \"Paid\"]\n",
    "paid_age_group = pd.DataFrame(paid_apps_df[\"Content Rating\"].value_counts())\n",
    "paid_age_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "652 52 31 18\n"
     ]
    }
   ],
   "source": [
    "v = paid_age_group.loc[\"EVERYONE\", \"Content Rating\"]\n",
    "w = paid_age_group.loc[\"AGE_GROUP(13+)\", \"Content Rating\"]\n",
    "x = paid_age_group.loc[\"AGE_GROUP(10+)\", \"Content Rating\"]\n",
    "y = paid_age_group.loc[\"ADULT ONLY\", \"Content Rating\"]\n",
    "print(v, w, x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>Content Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EVERYONE</th>\n",
       "      <td>7249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE_GROUP(13+)</th>\n",
       "      <td>984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADULT ONLY</th>\n",
       "      <td>378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE_GROUP(10+)</th>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNRATED</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Content Rating\n",
       "EVERYONE                  7249\n",
       "AGE_GROUP(13+)             984\n",
       "ADULT ONLY                 378\n",
       "AGE_GROUP(10+)             291\n",
       "UNRATED                      2"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "free_apps_df = app_store_df.loc[app_store_df[\"Type\"] == \"Free\"]\n",
    "free_age_group = pd.DataFrame(free_apps_df[\"Content Rating\"].value_counts())\n",
    "free_age_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7249 984 291 378 2\n"
     ]
    }
   ],
   "source": [
    "v = free_age_group.loc[\"EVERYONE\", \"Content Rating\"]\n",
    "w = free_age_group.loc[\"AGE_GROUP(13+)\", \"Content Rating\"]\n",
    "x = free_age_group.loc[\"AGE_GROUP(10+)\", \"Content Rating\"]\n",
    "y = free_age_group.loc[\"ADULT ONLY\", \"Content Rating\"]\n",
    "z = free_age_group.loc[\"UNRATED\", \"Content Rating\"]\n",
    "print(v, w, x, y, z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart to show % of Target Group (users) using Free Apps\n",
    "labels = [\"EVERYONE\", \"AGE_GROUP(13+)\", \"ADULT ONLY\", \"AGE_GROUP(10+)\", \"UNRATED\"]\n",
    "sizes = [7249, 984, 291, 378, 2]\n",
    "explode = [0.1, 0 , 0, 0, 0]\n",
    "colors = [\"#FFD400\", \"#FF3333\", \"#48FF48\", \"#3BCCFF\", \"#C0C0C0\"]\n",
    "\n",
    "#Build Pie Chart\n",
    "plt.pie(sizes, startangle = 35, explode = explode, colors = colors, labels = labels, autopct = \"%1.1f%%\", shadow = True)\n",
    "plt.title(\"% of Users using Free Apps\", fontsize=16)\n",
    "plt.legend(title = \"Free Apps\", loc = \"upper left\")\n",
    "plt.axis(\"equal\")\n",
    "plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "\n",
    "#Save figure\n",
    "plt.savefig(\"Resources/% of Users using Free Apps.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iVqzluQSCammwMaRUKv/j6uraxcXFJU+hUIgMji0crVZLOTk5QdnZ2f+BVBBSIBA0nAcBrGbm8boGItoJqbjt60QUrxfrY1vPOb4xVRYz7yWiBACTAbwO4AMA84noPmbOJaJukIKdo+UhOwA8CWAmEVkAGAXgp1r0OSb3q41fIAVd64Km75V1MpXOAP6oQ39BK8QcKzkhLi4u14Uh1DpQKBTs4uKSD2klUCAQmIfHAGwwaPsRwOMAHgDwHBGdJqK9AN4EMFuvn2HMUC9jEzBzsQmy9JkP4CkispeNpy8A7CGiNACfARilV+7kPQD+RJQCqdJ9OoCva7nnXQDCiYgAgIh6ENF5AA8BWElEqbLeV2X5f8nHLLnNVHpDqlsnEFRLg8txpKSkZISFhV2pvaegJZGSkuIcFhbm09R6CASC5gsRLQGwiZkbxVghonAAU5j5ycaQL2g5tOgYHwsLi4jAwMCgTp06BcfGxvrduHGjxvu95557/K9cuWJh2D5lypQOM2fO1BgbAwABAQFBcXFxvubQWSAQCFoRc1B/t58pOAN4qxHlC1oILdoYsrKy0qalpR09efJkqqWlJS9cuNClpv47d+5Md3Z2rqjLHAcOHLBmZvz555/2169fb9HPUyAQ3PkQUaiB2+xvIvqzqfUyBjNf0s971AjytzFzRmPJF7QcWs2Hd0xMTEF6eroVAAwcOLBjcHBwF39//+AFCxZUppB3d3cPzcrKUgLAtGnTXH18fEJ69erV+eTJk1bVyf3qq68cH3744dw+ffpc//bbb9W69qioqICnn37aMzw8PLBTp07B27dvtwWkVaZhw4b59uzZs7O3t3fIwoULnQHg7NmzlpGRkQG6laytW7faNdazEAgEjURkpHVTq8DMhw0yUndj5ujaRwoErZdWkWeorKwMv/zyS9t77733OgCsWbMmQ6PRVBQUFFB4eHjQqFGj8lxdXStXhH7//XfbDRs2OB4+fPhoWVkZunXrFhQeHl5kTPbPP//s+Ouvv544cuRI8bJly9qPHz++MrCvqKhIcfDgwbTExES7cePG+Z48eTIVAI4dO2aTnJx87MaNGxbh4eFBI0eOzF+1apXjgAED8ufPn59dXl6O2lx6AoHgDiMyUgUgA5GRewF8CeC/SEoqb1qlBAKBKbRoY6i0tFQRGBgYBADR0dE3Jk+efAUA5s+fr/nvf/+rBoDs7GzL1NRUa1dX10LduO3bt9sNGTLkmr29vRYA7r333mvG5O/cudPW0dGxvHPnzjf9/PxuTpgwwScnJ8fCxcWlAgAef/zxqwAQGxtbUFBQoNDFI8XGxl6zs7NjOzu78rvuuuv677//3qZnz56F48eP9ykrK1M8+OCDeb169RJ5MQTNjljEWkDKMeMMwKmaV0cAVpBWpknv0AK4KR9l8usNAJcAZAHI1j8SkXjzdt1XTcSr1UoAtNHf/34AGkiZpIcBuIzIyAQAy5GUdKYpdRQIBDXToo0hXcyQftvmzZvtd+7caZ+UlJRmb2+vjYqKCiguLr5lFUbe7VkjCQkJjqdPn7Z2d3cPBYDCwkKLhIQEhylTplwxJkN3bqw9Nja2YNeuXcd//PHHdmPHjvV98cUXL02aNCm3bncsEDQ+sYglAD4AggB0kV+DIGUzdoDxjMHmhmMRm4d/jKMLkJIKHgJwKBGJF26DDjpeANApu6ysu6ulpX57ewCvAHgZkZEbASxBUtKO26jXLRDRcADrAXRh5jS5zQdSzp80SAkKbwBYzsxfydffAVDAzAv05GQAiGTmK0RUwMx2etdmAtBltA4FcFj++TNmXm6gzwhIiSWVkAzgN5h5k3ztawD3AOjIzDflorC7mdmfiPwB/CAXf9XJehFABDOPkc8dIZUQuZuZz9f/qQlaAy3aGDLGtWvXLNq1a1dhb2+vPXjwoHVKSkobwz79+/cvePrpp33ee++9rLKyMtq2bZt6zJgxVdLGV1RUYPPmzY4HDx5M9fX1LQOATZs22c+ZM8dNZwx9++23DnFxcTd++eUXO3t7+wonJ6cKAEhMTFS///77WdevX1fs27fP/qOPPrpw4sQJla+v781XXnnlSmFhoeLAgQO2kLK6CgRNRixi3SAl1gvGP4ZPABp3B5ApEKQVJkdIOlUhFrFXIH0IHwKQIr+mJiKxpvISdSZerXYEENpeqbzuolT2qKabArrVosjIvyFlfP4OSUl12qxhJh4DsBtSIdh39NpPMXM4UFk/bD0RKfRKWpgMM88CMIuIlACu6Bss+si11+YDGMjMZ4moI4BtRHSamVN14gCMgZTXqDaWA9hHRHcz8++QdqotE4aQwBRanTE0cuTI/E8//dSlc+fOQR07diwJCwsrNOwTExNTNHz48KshISHB7u7upVFRUQWGfRITE+01Gs1NnSEEALGxsTeefvpp37Nnz1oCgIODQ0V4eHhgQUGBxaefflq5TB4eHl44YMCAThcvXlS9+uqrWT4+PmVLly51+vjjj12VSiXb2tpWrFmzRiyrC247sYh1BdAPUvmDvpCy9zZHnCHdRz+9topYxB6HlOxvG4D/S0SiURd4HQgHgOFqtb8FkSlxft0gJSN8D5GRCwF8gaSk2+ISJyI7SAkI+wHYiKrGUCXMfJqIpgBYCKDOxlAdmArgPWY+K897iojmA3gVwFNyn48AvEpEX9QmjJkriGgCgP8Q0XOQjPg612wTtE5E0sVGIioqKmDBggWZffr0qRJ4PWXKlA52dnYVs2bNutRUupkDkXSxZSAbP331joAmVOd2UwGpovmvkIyjfYlILKt5yD/Eq9UEafVB9Zm398MaS0uPeuiQA6nUxTIkJZl11coQIhoFoB8z/4uI9gCYxMwHZDfZZmYO0eurBpDFzDZ1dZPp9dGtDKkNr8nXDwF4TG8VCEQUAeATZo6S3WQ/QHK5bZOPat1kejKWA3gCwBBm3lOnhyRotbS6lSGBoDUjx/v0hFQLKxaS66u1YgFp9SAaUmK+gljE7oD0oftrIhLTahnvCUATbG1dUE9DCABcAHwIYDIiI2dBWilqLPfZYwAWyz9/J58fqKavftxXdd+YG1qCSb/qfU1tcyAZRb+ZKHc5gLuEISSoC8IYaiT2799/3Fj7okWLLt5uXQStG9kA6g2p5tMISFW/BbdiB6l21wMAEIvYYwC+BfBtIhLTjfTvAUB7v1rd1QxzewD4tMxC+Uy/ZMzbHXFLnbIGQUROAPoDCCEihmQIMhG9Vs2QcEhB1YAUu+hmcN0eQENdjKkAIvFP5XsA6G5wDmZOI6Kj+Ccouza08iEQmIzIZSMQtFBiERsSi9h5AM4C+B3AixCGUF3oAmAWgJOxiP0rFrGP6i7I2+n7AsjpamNjDmMIALApZngxgPUxydgVk4xIc8mFtBK4mpm9mdmHmT0BnAEQY9hRdpstALBUbtoFIJ6I7OXrIwCkMHNDV7AWAHiTiLxkuX4ApkGKVTLkfUgxRgJBoyBWhgSCFkQsYp0gBZ8+CcBsH9ICRAJw1TvvBMCuv729bVsLCwdzTFCqUF78+OEpd8mndwPYH5OMBACv7o5ATg1DTeExAPMM2n4E8DikHV0diegg/tlav1S3k4yZDxHRMgC75VWlywCe0ZNjK1eb17GImRfVphAzJxHRGwC2yPFFZQBeYeYjRvqmEFEKqu4cDDKY9wVmNuuKmqD1IIwhgaAFEIvYLgBeZuZRRGTT1Pq0QCogucx0xAAo7W9vb7bVm7n3jlaWKy1Vek0EYDSA+2OS8eruCHxZX9nM3NdI28d6pzX+zjDzSgArq7lm1MPAzOUAjAZP6/X5HsD31VwbZXAer/dzOgDVLYOka2mAWVfVBK0AYQwJBM2YWMTey8wvAxhMEk2tUkvl10QkXgKAeLXaFkCUDVFOgLV1sDmEn1bZXts29Ln21bx7TgBWxSTjSQDP7Y7ASXPMKRAI/qFFGEMWFhYRnTp1qszVMWLEiKslJSWK0tJSWr58eWUm2j179tiMGjXK7/Tp06nu7u6hbdq0qVAopC81PXv2vPHll19mjhw50mffvn329vb2FcyMDz74IHPo0KE3Jk2a5F5RUYFPPvnkAgCcOHFC1b9//4C///77qJ2dnfb555/32LZtWzuFQgF/f//iTz/99FzHjh3LAGm76DPPPHPps88+Ow8AM2fO1BQUFFgsWrTo4pQpUzp8/fXXzo6OjpU1jHbv3n3c2dm5KRKyCZoBsYi1BjCKtfwyKShIGEC3hQS9n4MBKOPU6o5WCoVZCrMufnRqCSlqDeHsD+BQTDJmA/hgdwRMTgMgEAhqxuzGUCxiI8wpLxGJybX1MVZ2IyUlxer+++/vrG8Mff31144jR46sLKS6c+fOE25ubrcUUpw9e/b5p556Km/Tpk32kyZN8h46dOiRefPmXQwNDQ06cOBAbvfu3Uuef/55zzfeeOOCs7Nzxbhx4zwKCgoUZ86cOaJUKrFkyRKnYcOG+aekpBxTKBRQqVS8ZcsWh6ysrGxj8z333HOXmnveIUHjE4vY9gAmsZYnkIKcSSGMoNsBM98gop/0mvoBuNHLzq6nOeT/be98+UDvONfaewKQYnpmA3g0JhlP747AX+bQQSBo7bTY3WRhYWGlbdu2Lf+///u/ynIbGzdudBw9evTVmsbpM2DAgILLly9bAoCdnR3Pmzfv/IQJE7zWrVvXtrCw0GLChAlXb9y4oVi3bp3zihUrMpVKybacPHlyrkql0m7atMkeACwsLHj06NE5c+bM0Zj5NgWtgFjE2t3H973LWj4D4C1SkHNT69SaIKIfEpFYDADxarUTgEBXpbLEW6Xq1FDZWmYsfHpWfb6UhgDYE5OMN2KSW+7/cYHgdtEi/oh01el1x2effeYAACNHjry6Zs0aRwD47bff2qjV6vLQ0NBS3bh77rmns27Mu+++295Q7o8//thu4MCBlbk0HnnkkXy1Wl0xfvx43xUrVpwFgKNHj1q5ubnddHR0rJLXolu3bkWHDx+uDEqcOnXq5fXr1zvm5uZaGM6zYsUKjU6P6Ojo5lr+QGBmYhGrvK/ivglczmeIaCYpqKnrgbVW9F1k3QBgmINDsAXRLX/LdWVHB/+LZ4KiHOs5XAlplWh7TDK8GqqLQNCaaRExQ8bcZAAwZsyYqzExMV0qKioy16xZ4/jggw9WWRWqzk325ptverz11lseV69eVe7cufOY/rWJEydeLikpobCwsFIA0Gq1kLebVoGZq1Snd3R01D700EO58+bNa29jY1PFcBJuMoEh92nvG8rlvEihUvg1tS6tGWbOJKIdQGX5jYEArkbY2g5qqOxShnbJuLn2DZUDoA+Av2OS8dTuCPxsBnkCQaujRawMVYe/v3+Zu7t76ZYtW+y3bNni8OSTT5rkIps9e/b5s2fPHp4+ffqFsWPH+upfUygUUOgFOgYHB5devHjRKi8vr8qzPHTokG1ISEiVAoyvv/76pW+++ca5sLCwRT93Qf2JRWz04NLBf5KCfhKGUNNDRGsSkaj7suMJwDXExkbVgPIblWwK6HE+t4OfOYwhAHAA8FNMMpbEJBvfci4QCKqnxX8oP/TQQ1enTp3q6eXlVarb3WUKFhYWePPNNy9rtVr68ccf21bXr23bttoHH3zwyoQJEzzLy6VFpmXLljmVlJQo4uLibuj31Wg0FXFxcXnffPONiPkQVCEWsR0Hlw7+GcA+hZUiqqn1EVSi7yKLAlBxf7t2DU5meQNUtvLZ9xsjhvBFAL/HJKNDI8gWCFosLcIYMowZev75591110aPHp2Xnp5ubegiA6rGDA0fPtzH8LpCocC0adMuLliwoMadHkuXLr1gZWWl9fX1DfH29g5Zv369w08//ZSuMLJV9o033si+du1aFfekfsxQYGBg0PHjx8U3u1ZCLGIV9xbdO4Mr+KjCShFf+wjBbeRAIhKPAlXLb4SaofzGmughF4vbOlo1VE41RAH4y8zlPASCFg0xN6zwcEpKSkZYWNgVM+kjaCakpKQ4h4WF+TS1Hs2ZAVcGhCqsFN8q7ZVmSdwnMDsvJSJxCQDEq9VBAF4dYG+PyRrNUw0RelmhLHpoyQ6rCpV1gwOwa6EYwNjdEVjXyPMIBM2eFhFALRA0J2IRa1FqfwgcAAAgAElEQVR6qXS2ykn1KilJ/A3egTBzORHpl9/oDeCmOcpvrLxvbG6FytqzoXJMwAbA2phkhAB4e3cEGvbNVyBowbQIN5lA0FwYkDsgrDy//JiVxmq6MITuXIjo10QkXgaqlN+42rmB5TfOqGzzt8aNux2GkD5vAVgXkwyRmkEgqAZhDAkEt4FYxFr0v9T/A0u1ZbKynbLByfoEjY5+4HQIAIt4M5TfWPzIq0UmlN1oDB4EsCsmGbfkUxMIBMIYEgganf7Z/UPK88vTrDRWU8mi4Yn6BI0LM18HquTr6QegoJedXVhD5KbYO+ckx8S7NUi5hhEBaaeZSNAoEBggjCGBoBHpc6LPJEsny2RlO6V/U+siMA0j5TcCXJXKEq8GlN/QMmPB07PuBEO4M4A/YpLRpakVEQjuJIQxJBA0AqGrQm37pPfZ3KZzm6UKS4VIldC8qK78Rr3/X+5087/QgLIbZoWgtV2p6vklUqnBKQIEgpaCMIYEAjPT45cewS5DXI618W9zf1PrIqgbzHwOwE6gsvzGIABXI21t6+0iu8nQLh4/t9rErbcV1hYsVfXLDlb8GQXg/5BK4U2tkkBwJ2B+YyiVIsx6mMjq1avVRBRx8ODBygDHw4cPW/Xr18/f09MzJDg4uEt0dHTnxMREOwD4+OOPnRwcHML0kx0mJydXGxxpqixfX99gw6KvCxYscPb19Q329fUNDg0N7fLLL7/Y6a65u7uHZmVlVe4q2rx5s32/fv38DeV27NgxeOHChZWZqxMSEtSvvvqqGwAkJibaBQUFdVEqlRGrVq1y0PU5ceKEKjg4uEtgYGCQv79/8AcffOBi6vOcM2eOy5IlS5xM7S+QiNoe9ZhDjMN+K42ViMtohhiU3/AC0L6rjY1Ve0tL95rG1cRG85bdqDdcdlM7vSC2pJtiV5Dc5ATgN6SSSM4oaPW0mJWh7777zrF79+4FCQkJjgBQVFREcXFxnZ555pmczMzMI6mpqceWLVt27uTJk5VZX+Pi4vLS0tKO6o6IiIgSY7LrImvv3r1pixcvdktPT7cEgG+//bbdqlWrXPbs2XP8zJkzqZ988snZsWPH+p47d86kbdU6ubt27To+e/Zs98zMTCUALFq0yPWVV17JAQA/P7+bq1atyoiLi8vVH+vl5VWWlJSUlpaWdjQ5OfnYkiVLXDMyMiz1+xw/flwVFRUVYDjvCy+8kLtixYrGKBfQItHEayx6/tFzsePdjl9btLEQW5ibL/oush4AtLENKL/RiGU36gRXlPP4a48VP+Dyq2EpIAcA/0MqRTeFXgLBnUKLMIby8/MVSUlJdqtWrcrYsGGDAwCsXLnSqXv37gVPPPFEvq5fjx49Sl588cXc6iUZpy6yXF1dK7y8vEozMzMtAWDBggWuc+fOPe/m5lYOADExMUUPP/xw7sKFC+u0xdXd3b3cy8urND09XXXo0CErlUql1ckMCAi4GR0dXWxY/sPa2pptbGwYAIqLi0mr1Zo8n729vdbDw6N0+/bt4oO9Fvym+dl1er/TNofeDpNJWf+4EkGTk5yIxGPAP+U3CMjp2oDyG41cdsMkWFvBj+f8q2i05/o21XRpB2AbUqnn7dRLILiTaBH/uNesWaPu27dvfteuXUvVanXF7t27bVNTU63Dw8OLahq3adMmB303WUFBARnrZ4osHSdPnlSVlpYqoqOjiwEgPT3dpnfv3lXG9ujRo+jYsWM2pt4fABw9elSVmZlpFRQUVLp9+3a7rl27mqRPenq6ZefOnYN8fX27vvjii9k+Pj4mF6vt3r174Y4dO5p8ef9Oxv8tfy/P8Z4H7EPt+zW1LoIGs1rv584A2vS3t9fYW1io6yPsskJZ9O2o1xtc3b4hMGsRl/1S0USf1dUZQjrsAWxCKvndDr0EgjuNFpEBd926dY6TJ0++DAAjR468qnOV6TNo0KCOGRkZ1r6+viW//vrrKUByQa1evfpcXeczJmvTpk0O/v7+9hkZGdYLFy7MsLW1rTb1PTODyKjdBQBVrskGm51KpdIuXrz4rEajqcjKyrJ0cXEpN0VXf3//shMnThzNyMiwjIuL8x81alSep6dn+aBBgzpmZmZalZWVUVZWliowMDAIACZMmHBp8uTJuQDQvn378rS0tAYlmWvJ+E3zi/B63utnG2+beseTCO4M5PIb3+k1xQAo7d+2bY/6yvx08JjbVXajWvpdeLNwuv+y2gwhHc4ANiOV7kIw59faWyBoQTT7laHs7GyLffv2tZ04caK3u7t76LJly1w3btzoEBwcXHLw4MFKF8+2bdtOff7552cMK8abgimy4uLi8tLT01O3bt2aNnPmTE9dTJC/v3/xH3/8UcXVlJycbBsYGFgMAA4ODuVXrlypzD+Sm5tr4ejoWK4vNy0t7eihQ4fSRo8efQ0AbGxstCUlJXV673x8fMoCAgKK//e//9nr7iEtLe3oli1bToaEhBTp4qZ0hhAAlJSUKGxsbEz3rbUi/Kb7DfZ+0XurMIRaBkT0i175jTbQld+wsgqqZahRzqhs8hPjxzepIRSZOb9wtv9cUw0hHV0A/IBUUSpG0Lpo9sZQQkKCw4gRI3IvXrx4+MKFC4ezs7MPeXh43OzSpUtJUlKS3Zo1a9rp+hYWFtbrfp999tlcU2UNHDiwcMSIEbnz58/XAMCUKVOyZ8yY4ZGdnW0BAHv27LFZu3at05QpU3IAoFevXjc+//xzJwAoLy/HmjVrnPr27XujJn2Cg4NLTp06VWscwqlTpyx1rr+cnByLpKQku+DgYKNB4sY4ceKEVUhISLGp/VsDmngN+c/0H+kzxec7a3drw2BUQfNFP3A6GFL5Df/6lt9Y/MjUpiq7AQAIPLeicHGn6XU1hHQMBLDcnPoIBHc65rf+gznZ7DJr4Pvvv3d67bXXsvTbhg4dmpeQkOD4888/p7/00kse06ZN83J2di5r06ZNxYwZMy7q+ulcULrzpUuXnh00aFCh4Rx2dnZcmyx93n777ezIyMig2bNnZz3xxBP558+fV/Xs2bMLEXGbNm20X3zxxRlvb+8yAJg7d27W2LFjvQICAoKYGf37978+YcKEGoO8Bw8eXDB9+nRPrVYLhUKBnTt32j788MP+169ft/jtt9/U77//fof09PTUQ4cO2UybNs2DiMDMmDRpUnZUVJTJxs1ff/1lN2/evKzae7YONPEaahfVbqzX815LLB0tRSxVC4GZrxORfvmN/gBu9LKzu6s+8pq67IbXuW+K/tN5Qn0NIR3jkEonEMwLzaKUDBENB7AeQBdmTpPbOgH4CNKq1DUA1wG8zcy7iGgsgA8BXNAT8zgzH61GvqmyrAGsZOaP9MaOAzBFPr0OYAoz75avZQCIZOYr8nlfAK8y8wMGclUAPmLmz+R+wwB0ZeZZRNQHwGIAXQE8ysw/yH285WdiAcASwFJmXmHi85wEoJCZV5nSX1A9xFxtaItJpKSkZISFhV0xkz4CE3nqqac8hw4dem3YsGE1riLVlz/++MPmww8/dP3pp5/OGLuekpLiHBYW5tMYc9+JaOI1Coe7HSZ5jveco2yrbOgHjeDO4otEJP4LAOLVamcAH7pZWub828vrlbpmndYyY8xLn1xtqmzT7TM3Fv3QcaitmRaltABGIJh/rrWniRDROgBuAH5j5neIyBrAIUiGxUa5Twgkw+NL2dCIZOZJJsg2WRYROQE4DiCcmTOJ6AEA7wIYzMxXiKg7gJ8ARDFztgnGkE5uewCpAEKY+RIR7QEQL8v0AdAWwKsANuoZQypIn8WlRGQH4AiAXsxc+WVbHvslM/c1uGdbAH8ws0ie2UCavZustTJr1qys+rr9TOHy5cuW8+fPv1B7z5aPJl5j4TTQabrX817zhSHUItHfRRYOgIeq1fUqv7HTrePFpjKE1Bd+K17rN8LGjN45BYA15spSLX/Q9wbwLwCPys1PANirM14AgJmPMPOX9ZjCZFnMnAsgHZJhBgDTAEzVGTvMfADAVwAm1kUBZr4M4BQAbyLqDKBUT2YGMx+CZGTqj7nJzKXyqRXq8LnMzEUAMogoqi56Cm5FBMnpsX//fpvRo0f76repVCrtoUOH0ppKp+rw9PQs1897ZG6GDx9+vbFkNyc08RpLh7sdZng86zHDwsZC1BhrYTDzWSLaBVSW3xgAqfzGvXWVJZXdmNck7tM2WXuLv/ceYmVpUVH9NtV6ioa05T4awdzQL0fDAGxl5hNEdFVefQkGcKCWcY8QUYze+V3MbMzdb4osAAAReUFylR3SG2sY4pEEYIwp8vTk+gHwg2RoDa2DPp4A/gvAH5JRZjQEoxqSANwNYH9ddBVURRhDekRFRRWnpaUZ9UULWh+aeI1Vmy5tXvN8zvM1YQi1TIyU39B0tbEpqE/5Dbnsxm0vw2J16e+SHzwGqGyUNxtrpdgdwEakUh8E8y0xlXXgMUgxMwDwnXxeBSLaAKATgBPMPEJuXmuKm8xEWY8QUT8AAQCeZeaaNpQQAN3vhrF4Ev02ncFWCmA8M18lIjcAOaboysyZALoSUQcAPxHRD7KbbQMAX0ixSF5E9Lc8ZIlenNBlAIGmzCOoHuEmEwiMoInXqFSuqqm+U32nKO2VIgt3y0V/F1kUgPIh9Si/0VRlN5RX0kq/d+2jtLcstqi9d4PoDsllVq+VJzlGpz+A/8jxN1MBPAIpvqa7rh8zDwcwFkB9XI2myFrLzMGQVlIWEpGr3H4UgGEtzO5yOwDkQipdosMRgH6s7Fpm7sbM0cy8QW4rhrT6ZDLyilCqrB+YeTgzdwMwBECSPEc3g4Bpa3kuQQMQxpBAYIAmXmNhYW/xTMe3Ok5SOavqlX1Y0CxISkRiGlBZfuMeAq6E1qP8xpqo2192Q3E1o/Rb5xiFo9WN27XCPxTAS/Uc+yCA1czszcw+zOwJ4AyAEwB6E1G8Xt/6fvn4xlRZzLwXkiE8WW76AMB82WgDEXWDZEj9W76+A8CT8jULAKMAbK9Fn2OQ3F41QkQeRGQj/+wAKa7qeG3j9OgMKeha0ACEMSQQ6KGJ1xAp6aGOb3acZuNp0+QFNgWNin7gdAAA2wH1KL+Ro1AWf/vk7S27QfkXb37VrjfcrHMta+9tVuYilULqMe4xABsM2n4E8DiABwA8R0SniWgvgDcBzNbr9wgR/a139DI2gRxHVJssfeYDeIqI7OWg6y8A7CGiNACfARjFzLrUIu8B8CeiFAAHIcUEfV3LPe8CEE5ySQEi6kFE5wE8BGAlEaXK/boA+FOWvRPAAmY+XItsfXoD+F8d+guMYPZvFDHJtyw1NojdEbcEtRll9erV6jFjxnQ8cOBAanh4eAkgVWQPCwsL8fX1LSktLaU2bdpox40bd/mFF17IBYApU6Z0sLOzq5g1a9YlnRx3d/fQpKSkY25ubuW2trbhRUVFB3XXXn31VbfNmzc7AMDJkydtOnXqVAwAY8aMyXn99der+Ia/+uor9fvvv9+hvLyclEolv/POOxcef/zxfAAYOnSo759//mmfkZFx2Nrams+dO6eMiYkJPHfu3JEjR45YPfjggx31Y5dmz57d/sCBA7br16/PAIBLly5ZdO/ePWjXrl1pHTt2NLnWmMAkBvm+5vuOXRe72x77Ibh9GCm/0RvAzfqU31g5eMyV21p248aVspXWMezb5mJTFIC1AvANUqkHgit3QNWK4ZZwue1jvdMh1Yz7EsCXdZgnzVRZskvKVe/8EwCfVDM2H5LhZrKOzFxERP+DFJT/P2b+C8AtRjMzb4OUe6hamDkDQF/DdiIKB5Cq27EmqD8tZmXou+++c+zevXuBYV0yT0/P0mPHjh09ffp06tq1a08tX75cs2TJEqf6zLFgwYKstLS0o4cPHz5qa2tboSthYWgI7d6923bmzJkemzdvTj99+nTqhg0bTr322mteSUlJlf5jIuLly5ebpMf06dMvnzhxwmbr1q12APDyyy+7P/PMM5eFIWReNPGaaM8JnvPUPdUBTa2LoPEozizGnog9+Vtp6y4iSrUkmgqgh61CcbWzlVWwft+/CgthkZyMH/LyAADHS0oQcewYwo4exd6CApxR2eRvGfIvzyPPD0RFiUm1kxsEF+WXL1beUxHU7kxTGEI6QgHMbcL5mxNzUH+3nyk4A3irEeW3GlqEMZSfn69ISkqyW7VqVcaGDRscqusXFBR084MPPshcsWJFo7o/5s+fr5k6dWpW586dbwJAcHBw6eTJk7PmzZtX+S3kueeeu7R06VLX8vLa660qlUr8+9//PvvSSy95/fbbb20OHjxo9+abb16qdaDAZDTxmi6uj7gucIl1EcnLWjikJHj8y+NDZu4CoKcWeCG3vNwpvl07f5VCUWlkVDBj2oULGNy2beXYlTk5mOfujh/8/LDg0iUsfmRqUfb6lWg/5ElYWDdunD2XFFTM1Q4oi3Q4eicUT34JqTSwKSYmolADt9nfRPRnU+hSG8x8ST/vUSPI3yavGgkaSIswhtasWaPu27dvfteuXUvVanXF7t27q/2v1KtXr6IzZ8406j+T48eP2/Ts2bPKFtSePXsWHT9+3EZ37ufndzM8PLxg5cqVJu2a6NOnT1GPHj0Khg0b1unjjz8+a2l5u0MFWi6aeI13u+h2c9wedTMaiyBoWVi5WuV7T/ReAgDMfKONQlFQoNVSLzu7MP1+Sy9fxki1Gu31/tYsiVCs1aJIq0W+UlX6Z1gft7zfN8Hl/tGNqjPfLKl4o3RIaR/nZJvae98WCMAqpFLbWnuaGWY+rLerSndE3249BC2LFmEMrVu3zvGxxx7LA4CRI0deNXSV6aNffoSIjNYiqa69LpDBDlRmvkXuzJkzsxcvXuym1WpN2q760ksvXfb09Cw1Vj9NUD808Zr2ls6WM7xf9B5AFnXPOCxofhDRD4lILAEAD5UqvITZq6uNzVlPlapy58+Fmzex4do1POfiUmXsxPbtsejSJTx37hysX/ywOPOzWfB4+o1b/t7NCZff1E6+MaJ0iOb3Oy3FgwekmlwCQbOn2f/zz87Otti3b1/biRMneru7u4cuW7bMdePGjQ5ardZo/71799r6+fkVA4CTk1N5Xl5elSDywsJCC2dn54qG6NS5c+eSvXv3VinbsH//ftvOnTtXSfAVHh5e0qlTp+JvvvnGpN0rCoUCiiashN3S0MRrbECY7DfDb7DSXikKr7YeVgNSeYhLZWVrO1tZ/fm4o2Nn/fIbL2VmYr67OywMjBwvlQo7AgIwp++Qi1mhvdQ3cy7CxicQJ956EmmvP4LisyfMqihXlPPTV58sftg98U4zhHQ8i1Tq19RKCAQNpdl/siYkJDiMGDEi9+LFi4cvXLhwODs7+5CHh8fNX3/91c6w7/Hjx1XTp0/3GD9+/GUAGDBgQMEvv/zSLi8vTwFIO8ACAwOLlMqGbbJ77bXXshcsWOB28uRJFQAcPXpUtWTJEtdp06ZlG/Z96623spYtW+Z6qxRBY6KJ1xCAxzye9RjUxr+Nd1PrI7g9MPNZAL8TkSWAHztYWmb6WVkdjLS1reIiSyoqwqNnzsDn8GH8kJeH58+dw0/XrgGQym4sGTfX/uy/34DXhPeQ9d3HcIl9Al7j38W5z941n65aLR7Oea7oX17r7uR6eATgP0ilO9VYEwhMwuxb603dCm8uvv/+e6fXXnstS79t6NCheQkJCY4zZ87MzszMtOrSpUuQbmv9+PHjL0+ePDkXAKKjo4ufffbZyz179gwkIjg5OZV98cUXGTo5JSUlCo1GU7nlccKECZfeeeedWgOX+/TpUzRz5swLQ4YM6VReXg5LS0ueM2fO+R49etyS+v2uu+4qDgwMLE5PT6+MYzp16pS1/rwffvjhudGjR1+r88MR1ESvdj3bPeQyxMWsqSAEdzZE9PVW2goAn6uILoTZ2lKYjY2Vi6VlB/1+Z0JDK38em5GBB9q1wzC1tIC7KSDy/Kns815WLu6w8eok7SJTKEAKC2jNtKOMWYshWVMKJ3f8/E42hHT4AXgfwMtNrYhAUF9IP4amPqSkpGSEhYWJHAetjJSUFOewsDCfptajPmjiNR6WzpZzu3zcJV5pp7ztAaCCJiVwK211AfC7JdE5JWDnrFRarfD2bnPu5k0AuCVOSGcMDVerEX7sGF8I6cUVRIrAeeugbOuAojPHcGzKUJReygSX30TAnLVwHvggAKAo4zhOvPk4uKIcHV9fgbZd7wKXlyP1xfvQZdHGanegxZyfWTjP/73mYAjp0ALojWDe19SKCAT1QRRqFbQq5DihiR3f6Hi3MIRaHX8lIvE4GMfj1WoVgI8IuLHG13eCnUX1pb2+9PEBACy6dAkWrt5FbGXdJmTx5srrtr5dELz8V1QUXseFhAVVxl5avxI+k+bBqoMPzi6djrYf/oisHz6pcSt+t3OLCud1blaGECCFXCyElLxSIGh2NPuYIYHAVOQ4oSc8x3sOtO1oK+KEWh/65Tc6A2gzsG1bVzsLi3a1DTx/8ybW5+drK15eZHRru3UHH7Tp1BVksMGBlJaoKC2GtqQIpLRE+Y1rqGkrfqdznxUu6/xKczOEdPRCapW6YAJBs0EYQ4LWRO+2EW2HO9/n3L32roKWBDOXAdAvvxEDoKSfvb1JRVlfysxE8IjnLrPKpk7/M90enoiLaxbh1Nzn4PH0DNS0Fd8jc23Rqs7jmqshpON9pIoUFYLmh/ilFbQKNPEaT7Kkp70mefUghfhn3dogoq2JSLwCAPFqdRtI5TfyDMtvGGPztWuwVFndPDJxXp13fVq5eiH00x3oumovFNa2qG4rvvP5/xZ97ff4nZJQsSGEAHiiqZUQCOqKiBkStHg08RprABO9nvcKUjmpXGodIGiJJOj9HAJAMVSt7qRffqM6/igsxMaSm8qKoX7Q3ixBRcF1nHhrFDq/V1vR8qqc/fcb8J4wu3IrvlUHH5z77F1ETXi2eK3vMBulhWnJV5sB7yKV1iKYbza1IgKBqYhvyILWwANtgtp0cuzrGNnUighuP3LF8U16Tf0BFNzVpo1JLrJHArvmhP/fVUXkpgwEvP8d2vXoX2dDKD95J4xtxae8zIrvve6zsrIobymGEAD4AhjX1EoIBHXB/CtDkZHmzduSlHRb8xYJWhaaeI0PCA/4vOQTRRZU/ZYhQYuFiL7Xld+IV6udAXTuYGl5xUuv/EZ1aJmx6OlZRr80nl0xE3ZdIuF0TzxupP6FtKnDUX49D1d/34Rzn76N7utSAUileDI/n43AeesAAK4jxuHEm08AJTf4x5mZsLUsbYlfSt9EKq1CMIvSQYJmQYv5I1y9erWaiCIOHjxYmbzw8OHDVv369fP39PQMCQ4O7hIdHd05MTHRDgA+/vhjJwcHh7DAwMAg3ZGcnFxtAVdTZfn6+ga/++677fXHLliwwNnX1zfY19c3ODQ0tMsvv/xSmR3b3d09NCsrq9Io3bx5s32/fv38DeV27NgxeOHChc66fgkJCepXX33VDQASExPtgoKCuiiVyohVq1Y56M+9dOlSJ29v7xBvb++QpUuXOpn6POfMmeOyZMkSk/vfiWjiNZYA/tXhyQ5eVq5WHk2tj6DJ0N9F1h2AdphaHayg2mPHdrp1vHg6KLry76BdZF8EydvqvZ+bBad7pM1T9sE90GPLedy1uxDRv+VWGkKAVKcw5N/boGwr/Wna+nZB5JK1pWd+vFI+OLq0pRroGogkjIJmRIsxhr777jvH7t27F+iKtBYVFVFcXFynZ555JiczM/NIamrqsWXLlp07efJkZYxAXFxcXlpa2lHdERERcUuG6LrK2rt3b9rixYvd0tPTLQHg22+/bbdq1SqXPXv2HD9z5kzqJ598cnbs2LG+586dM2lVTid3165dx2fPnu2emZmpBIBFixa5vvLKKzkA4Ofnd3PVqlUZcXFxufpjL126ZDF//vwO+/fvP5aUlHRs/vz5HXJycqr88z1+/LgqKioqwHDeF154IXfFihUaU3S8gxlk6WLp3z6ufc+mVkTQNDBzBoDdABCvVhOAgQDyIgzKbxhDV3bD3DpR3rmba5x6k4v1NUtzy77DeBWpVG3RbIHgTqJFGEP5+fmKpKQku1WrVmVs2LDBAQBWrlzp1L1794InnngiX9evR48eJS+++GJu9ZKMUxdZrq6uFV5eXqWZmZmWALBgwQLXuXPnnndzcysHgJiYmKKHH344d+HChe0Nx9aEu7t7uZeXV2l6errq0KFDViqVSquTGRAQcDM6OrrYsIjrTz/91K5Pnz7XNRpNhYuLS0WfPn2ur1+/vtacKgBgb2+v9fDwKN2+fXuzrDmkiddoAIzwecknUGGlaAm7dAT1gIi+TkSiLs2+NwDnbjY21oblN4yxKSDy/BX3juY1hq5fKvvSvje72+SozCr3zqQdgNebWgmBwBRahDG0Zs0add++ffO7du1aqlarK3bv3m2bmppqHR4eXmOhoE2bNjnou8kKCgqMBjGaIkvHyZMnVaWlpYro6OhiAEhPT7fp3bt3lbE9evQoOnbsWJ0+oI8eParKzMy0CgoKKt2+fbtd165da9XnwoULlh4eHpU7Otzd3W9euHDB5G+j3bt3L9yxY0ezq+YuJ1d8XH2X2skuxK5bU+sjaFL0d5FFA6iIbdeu1sDpAlDZymdm1+kLS21wQW7ZJ1Yx2o5252vdwdaCmIRUcm9qJQSC2mgRW+vXrVvnOHny5MsAMHLkyKs6V5k+gwYN6piRkWHt6+tb8uuvv54CJBfU6tWrz9V1PmOyNm3a5ODv72+fkZFhvXDhwgxbW9tqi74xs9Gkazr0r8kGm51KpdIuXrz4rEajqcjKyrJ0cXEpr01PY3XndLIHDRrUMTMz06qsrIyysrJUgYGBQYBUjFZXyLZ9+/blaWlp1cZR3cGEAejm8S+PqJqes6DFsz8RiScAIF6ttgRwDwFXQm1sHqpt4CSZi40AACAASURBVJqo2ItF7ZzNlqWci/PLF1K/8tB26a1tldIawJsAJjS1IgJBTTT7laHs7GyLffv2tZ04caK3u7t76LJly1w3btzoEBwcXHLw4MFKF8+2bdtOff7552euXbtWZwPQFFlxcXF56enpqVu3bk2bOXOmpy4myN/fv/iPP/6o4mpKTk62DQwMLAYABweH8itXrlTG8eTm5lo4OjqW68tNS0s7eujQoTRd5XobGxttSUlJre+dh4dH2fnz5yuX4y9cuKDq0KFDme4e0tLSjm7ZsuVkSEhIkS5uSmcIAUBJSYnCxsZGW7en1bRo4jU2AMa0H9q+naq9qlZXiKBFox84HQDAepAJ5TdyFMrib56cYbaAey4tqniv/N6ynk6HW5shpGM0Uknd1EoIBDVh/pWh27wVPiEhwWHEiBG533zzzVldW48ePQK6dOlS8tFHH7muWbOmnS7Wp7CwsF7G37PPPptrqqyBAwcWjhgxInf+/Pma5cuXX5gyZUr2jBkzPKKiok64urpW7Nmzx2bt2rVO+/btSwOAXr163fj888+dFi9efLG8vBxr1qxxio+Pv1aTPsHBwSUJCQm17vQaNmxY/qxZs9x1QdM7d+5s+9FHH5039b5PnDhh1bt37wJT+98h3AtCu/bDRdB0a4aZy4jIsPxGaV97++jaxn567+grFSprT7PoUVainV70QGl/t/3NMvbOTNgCeArAR02tiEBQHc1+Zej77793GjFiRJ5+29ChQ/MSEhIcf/755/RPP/3UxcPDI7Rbt26Bs2fPdpsxY8ZFXT/DmKFt27YZrQtkZ2fHtcnS5+23385eu3atc15enuKJJ57If/LJJ6/07Nmzi6+vb/C4ceN8vvjiizPe3t5lADB37tysU6dOWQUEBAQFBQUF+fn5lU6YMKHGIO/BgwcXpKam2mq10qLNzp07bTUaTdctW7Y4vPzyy97+/v7BAKDRaCqmTp16MSIioktERESX11577aJGo6kw9dn+9ddfdnFxcTdM7d/UaOI17QDc7/qwq1rlqGruO+EEDYCIEhORmAtUlt+IlMtvBNU0LkNlk79l6HPmMYTKy7QTrz9cHOfWPDchmJnnkSp81oI7FzIWV1IXUlJSMsLCwq6YSR+BiTz11FOeQ4cOvTZs2LBGMVb++OMPmw8//ND1p59+OmPsekpKinNYWJhPY8xdXzTxmgehQGzol6HxlmpL59pHCFowDyUi8QcAiFerewIY/7ijo92jjo4P1jRo8qg3s5LvHubW0MlZW8FjrjxZNM7r2+ZeeNWcxCKYtza1EgKBMZr9ylBrZdasWVn1dfuZwuXLly3nz59/obHkmxtNvMYRwH0dnujgLAyh1g0zX8Ot5Teu92zTpsbcQin2TjnmMYS0GHHpeWEI3crEplZAIKgOYQzpsX//fht9t1lgYGBQ165dA5taL2N4enqW6+c9MjfDhw+/HhAQ0JwKLQ4mJZHzYOe7m1oRQdMil98oBYB4tdoFQCd3S8ubXipVx+rGaJmxsJqyG3Xl3qzXCl/x/dSoIXTtOvDgy0BgHNAlDtj7d9XrefnA8BeBrsOBqEeBIyel9pyrQMyTQMgw4Kff/uk/9AXg4mVzaH1bCEUqCZeh4I7EHAHUWq1WSwqFomH+tjuAqKio4rS0tKNNrcedjlarJQB3zC4zTbzGBcDADqM7aJRtlQ61DhC0dPR3kYUD4KFqdUhN5Td2ufldPB0U3eDdhz0z3yt8u9PCaleEJs8D7usN/PARcLMMKCquen3OZ0C3QGDDx0DaaWDi+8BvnwPfbgHGDAUejQXuGw8MGwBs2gF07wJ0MGs2JPOi1YJzriJZ44x3ACQimO+Y/xsCgT7mMIaO5OTkBLm4uOS3BINIUDNarZZycv6/vTsPj7M87z3+fUYz2iVLsq0xXsAYYzD7vhpIICyTNApkIW1oSEmBJu0pbbY2gbTNCScnJA0lJIckhaQhLGEPoABjVmNjG4wt23jHqyxrG2uzttHMaGae88c7kmUheZX1zki/Ty5dsUbzSvdwyfJP9/s8z900AVjndi0DfNJkGyZ+YuI8twsRd1lrdxhjlsA+4zdazs3Pv3a4a2KW5M9vv+eIDxc9reaX3T+b8+/DBqGOLlhUBQ//yHk/2+e8DbRhG3zvNufPJ8+C6joINYPPCz0RiMbA44F4HH7+KPz5/x1p1UdHV5j2lRtZ+eyrbKiuJwd4s3KBgpCkryMOQ/F4/NbGxsbfNjY2noZuu40HSWBdPB6/1e1CoH/sxhXTbp5W7i30HtSoERm7Bo3fmAlMPisvr3t/4zf+POe82uZpJxx7JF93Vs3D3b+Zc8d+1whtr4XJpXDL9+GDD+HcU+D+70LBgBtHZ54Ef3oD5p0D76+FnQ1QG4IvfQq+9C/wSCX85Jvwqyfh5grIT6OTi5JJktX1bH5rGVUvLaQhmWQikAe8D/S6XJ7Ifh1xGDr33HN3AxUjUIvI4fgLIF46r/R8twuRtDBw/MYFQPyTEyYMu3C6C9P737cd2diNqbueCz8y55YDLpaOx2HlRvjlnXDhGfBPP4Z7fgd3/+Pe53z3VudW2lmfg9NPhLNPBm8WTCiCl3/tPKetHX7yO/jT/XDbf0BbB3zrK3CxS4NnOrvZU7WBlc+9xpqdDeQBfeNGHgdWVC6wR21to8hIGRPjOGR88lf4jwEuLbuyzPjKfGm8ckJGybIgwS2wz/iNptP2M37j8QuuO6KxG2W1r/b8cdaNB9WfmT4FpvudIATw+Wvgnt/u+5ziQvj9/3H+bC0cfy0cP+gs7B/+Bu663VlHdO4pTtfoM/8IC35/uK/i0CWSJKtr+fDNZVS9vIiQtZQBRThdoLeBrbotJplEYUgy2RVAYnJg8gFPFZZxYfD4jbxriovzhxu/0eTx9jxx0+GP3SiqX9zzzMxP53izkgd1mOCUSTBjCny4A046Ht58D04ZtL9tT4dz6yvbB799Di4/1wlIfbbsdHaPXXE+rN4EeblgDERGad9nRxdtVRtY+cyrrKkNUQBk49w6fwynC9QxOpWIjCyFIclIqRlkV+ZMyenMn52/31OFZexLjd94asBDlwGR/Y3fePCam5vjuXmHddp0XmNV5JkZV2fneHsPaZ3kL++Em/7V2Uk2awb8/m74Tarqr30RNm6Hm++ErCw4ZRb87of7Xn/XL+BHdzh//qtPwvV3wP2PwQ//1+G8ioOTSJLcUcumN96jKvgOTaku0ATgXWAhsE1dIMl0R3wCtYgb/BX+S4Bbj/vn42ZMvHLiJ9yuR1z3YpDg9QAVJSWFwM8LPJ6mP8yc+Y1sjydn8JOrs/Pab7p/4QTjOfQ9H76mDZE/lV/oLc3pGtO/THZ00bpivdMFqttNIU4XKATMB6oqF9iMGdUjciBj+i+zjE3+Cr8BPoVhz4TzJlzvdj2SFgYunD4N8FxfUnLiUEEI4L4bvxU2Hs8h7z7MatkWfWryvKyxGoQSCRLba9n0+rtUvbqE5gFdoKXAImD7UF2gAIETgIuDBB8b5ZJFRsSY/AstY94sYOrkT0/26ZBFsdbuMca8NOChq4DOiwoKhjx36nDHbpg9tbFHSi815bltvgM/O7O0d9KyYj0rn57P2obm/i5QDHgYWDlUFyhAwAfcANyOM/IkHiAwP0hQsyol4ygMSSa6AohN+sSkS9wuRNxnjHl60PiN2dN8vuYZQ4zfOOyxG527e39bcKk9Lj80ZKcpEyUSJLbuYsMb77Ly1SW0AqU4XaAl7O0CfWQdRYDAicBt1tqvGGMG7uL0AX8N/HwUyhcZUQpDklH8Ff5i4JL82fnducfmnuh2PZIWBu4iOwew1w8zfuNwxm7Y7rbeB3yXJU4qqsk90kLTwZ4Ompevo+rpV1kfaqEIJ8T0AC/gdIG6Bl8TIJANfNZaezvwMeMY6tPfgsKQZCCFIck05wNZkz89+VTjGfqnsYwf1trt8838geM3rgJazsnPv27wcw9n7Ibt6Yz/lI/HzyrZnEZnPR+6eIL41ho2vLaEqjfeYw9OF6iYvV2gHcN0gU4CbrfW3myMmTRMABrojACBc4MEq0b6NYgcTQpDkjH8Ff4sIAA0F55aeLXb9Yj7jDEDF+zOBCadnZcXnuzzfWRN0J/nnFvXPO2Eg95Kb6PhxH/Erotd6v8gYyett3XQ9P5aqp6ez/qmNorZ2wX6E7CqcoHtHnxNgEAO8Hlr7e3GmMsBDiIEDfRlQGFIMorCkGSS2UBZ3sy8tuzJ2dPcLkbSwsBdZBcCicAQ4zecsRs/mnywn9T2xpLfDn8mes0xSzMuCMUTxLfsZP2rS6h6axkdOOuAioF3Um87h+kCzcXpAn3ZGDPxEAPQQBXAPx/uxSJuUBiSTHIWEJ903aSTj+AHtYwd7wUJboX+8RuXp8Zv3Dj4iYcydsMm4vZr7V+M3DD9jYwKQq3t7O7rAjXvoQTn53sn8AywunKBDQ++JkAgF/hCqgs0Dw65CzSU4wMETgsSXHekn0hktCgMSUbwV/g9wKVAa9EZRVe5XY+khYFdoZOBvGud8RvFA590KGM3bDJhb2r6avjLM1844ODVdBCP0/thNevnL6Fq4XI6gRKcTtBCnC5QzTBdoFPZ2wUqPQq/XHwaUBiSjKEwJJniWKDQN8kXzjkmZ6bbxYi7rLUxY8yTAx6aB0SuKCq6aPBzD3bshrVJKhrvCP/9rEfTPgi17CG0bA1Vz7zKxpb2/rVAHcDTwAfDdIHygBtTXaBLYES6QMOpAH58tD65yEhTGJJMcTpgJ39y8hyT9dEt0zK+GGNeCRJshf7xG+cWeDxNJ+bk7DOnrtqX1/7KZ74242D+yb+y7q7uf539q7QNQr1OF2jd/HeoWlRFN04HqAhnSvxiYNcwXaDTcbpAf22MKRmlW8wXBAiUBwnuHo0vJnKkFIYk7aXGb8wDWovPLr7Y7XokLQy8RXY6e8dvZA980n1fPLixG+fvuqf77hPvScsg1NxG43trqHp6Phv3dPavBWoDngDWVC6wPYOvCRDIB/4y1QW6EI5qF2goHuAvgP8ZzS8qcrgUhiQTTAHKs/Kz6nKPzZ3tdjHiLmtt26DxG1fijN+4bODzDnbsxtxdv+6+78TvpVUQ6o0T27SDdcFFVC1eRQ/ObrAi4E2cs4Fqh+kCnQn8nbX2S8aYCS5vNPg0CkOSIRSGJBOcAthJ102a5fF5xtxcKDk0qfEbMYCKkpJy4IQZPl/rwPEbSWu595b/fcDbqTNrHgs/NOfv0yYINbXR8N4HTheovYsynLVAtcDjOF2gyOBrAgQKgL9KdYHOh1HvAg3n6gCB3CDBj9Qskm4UhiQTzAPai84sOtXtQiQtDB6/wWec8Rv9CWDRlFn120+9aL9jN/y7Xgg/MvvLrm+fj/US27SDta8somrpaiI4XaBi4HWcLlDdMF2gs9nbBSpKkwA0UAFO1+4VtwsRORCFIUlr/gp/GXAcsCv32NyDOidGxi5r7bb5Zv5SGDR+o6Cgf/xGzJK8//YfF+7v85TWvdHz5KzP53lcXIq/u5W6d1dT9cyrbO7ophRnUvwu4DFg7TBdoELgS6ku0LmQNl2g4VyLwpBkAIUhSXcnAvgm+rJ9pb7yAz1Zxrahxm+ck58fnuT19q8N+vOcc+uaps8edit9QcO7PU8f96kcX1Zi1FNErJfohm2seXkhVcvW0ouzDqgQeBVYCtQP0wU6D2dH2F8ZYwrTPAANdKHbBYgcDIUhSXenAdHSeaXHajCr4HRN+lwI9F5XXHxG3wMHGruRG1odeXb6Vdl53tio9oRCLdQuTXWBusKUAbk4a4EewekCRQdfEyBQBNxkrb3NGHMOpH0XaChnBQhk963xEklXCkOStlJb6k8H2gtPLTzN7XrEde8OHr/hgebT8vL6w9Afzx9+7Ia3eVP06SmXe4t8PVmjUWw0RmTDNtb8eSErV6zbpwsUBN6tXGDrh7ouQOBCnC7QF40xBRkYgAbKAc4ElrtdiMj+KAxJOivDWUi6J/fY3IOeNi5j1kfGb1xTXFzQN36j2ZPV88e/Hnrshqe1OvrEpHmespzOo/4zr7GZXaku0NbuHkpxukA7gdeAdZUL7Ee6JAECE4C/TnWBzoSM7AIN5wIUhiTNKQxJOnN+w/dgsidnH/C8GBm7UuM3nhrw0GVA5GMDxm88ePXQYzdMe13sDxMu5ZjclqN2LEM0RmT9Vj54cQFVqzaSxOkA5eMsHn63coFtGOq6AIGLcbpANxpj8sdQABroAuABt4sQ2R+FIUlnc4B48dnFkzy+fU8WlvHFGPPyEOM3ds9Ojd+o9uW1v3z91z86dqOzuffBvHn2+IL6nKNRV0MTNUtWUfXsa2wNR5iIE4A24myLXz9MF6gE+HKqC3R66vUdjfLShRZRS9pTGJJ0dgrQUXRGkU6dlv2O3/j5jR8du2HDe+K/9F6WmFtcnTuShUSi9KS6QCtXb9qnC/Rn4L3KBbZxqOsCBC7F6QJ9wRiTN8YD0EBzAgQmBAm2u12IyHAUhiQt+Sv8OcA0oDZvVt40t+sR91hrW40xLw946Cqg48LU+I01hRObVly+79gNG+lK/Dj5id5zJm3KG6k66nezc/FKqp59ne2RKKVAHvt2gXoHXxMgUArcnOoCnQpjvgs0FAOcD7zhdiEiw1EYknTV94+bzfHn+F2tRFw1xPiNWanxG7OS1vKzr+47dsPGIol/iwail/urjvh06UiU8NotfPDiW6xcsxlwTlXOBSpxukBDTmUPELgMpwv0eWNM7jgMQINdgMKQpDGFIUlX03B+o8Rb7C11uRZx18DxG+cCfLKk5NwsY8xC//H7jN2w8Vjyn7tuiF43dfFhByFrob6J6sVVThcoGmMiTghah/MP+oZhukATga9Ya281xsyFcdkFGs65bhcgsj8KQ5KuTgSi3mKvLys/a7+jFWTsstZunW/mvwtQUVLiITV+44z8gi/ELMmfDxi7YRNxe2vbTT1fmDH/sAavRqKE12xm9QtvsXLdFgxOAMoDXsDpAjUNdV2AwBU4M8I+a4zJUQAa0iy3CxDZH4UhSVczgHD+SfnqCo1jQ4zfKDslvyBnhs9b+KcTz61pmj77WACbTNgvNt0evmXms4cUhKyFuhDbF1VR9fybVKe6QIXAWvZ2geKDrwsQmAT8TaoLdFKq1sN7kePDTLcLENkfhSFJV1OAPXnH5u138riMeYPHbyQuLS6+ogvT+5vbflQOYG2STzV+M3zHrN8fdBDqidD9wWZWPf8GKzdux4uzGywXeB6nC9Q8+JoAAQN8HGct0A3GmGwFoINWoh1lks4UhiTt+Cv8eTi3J5pypuaUuV2PuGZpkOA2gIqSkmzgsrjHm31xXl75wLEbl9X9oPvO2b84YBCyFmpDbFu0gqrn36Qm1stEnBPOPwDeBDYO0wWaDNyS6gKdCOoCHaaZOP+tRdKOwpCkozIgCZA9OVu3ycavfcZvWMg7e8KEi/D54n1jN86qubf7njl37zcIhSN0ffAhq55/g9WbduDFCdrZwLPAssoFtmXwNaku0FU4XaDPqAs0ImaiMCRpSmFI0lEpqZ1kvjKfwtA4ZK2NDh6/Ec/yHnNlUdGkvrEbc2oe7P5/c749ZBBKWmxtI9sWrqDqhTep6Y33rwVaBbwFfDhMF8jP3i7QCaAu0Aia6XYBIsNRGJJ0VAp4ALwTvLpNNg6lxm+0AVSUlBRZOI/c/GlTiybYl6//+oxja54I/8+cv/tIEOruoXP1Jlb96Q1Wb9mJD6cL5AOeAd6vXGBbB1+T6gJdA9xmra0wxvgUgI6KmW4XIDIchSFJR1OBGB6Mt9A74YDPlrFon/Eb8SzvyZdNKM39zef+0ZbXvxJ+fPaX+s8RSlpsTQNbFy6n6oW3qE0kmAgUASvZ2wVKDP4CAQJTgK+mukDHg7pAR9lMtwsQGY7CkKSj6UAk77i8QpNlstwuRkZXavzGK33vJ425JpyTXzphzulmyeyJBS/MvDrX44HuHjpWbWTVc6+zetsucnB2g2UBTwLLKxfYtsGfO0DAA1yL0wX6tDHGqwA0ama6XYDIcBSGJB1NAXp8Zb4itwuR0WeMeWrA+A1/zJdzua90YnTjFedOe3rGddl1jYktC96nqvJt6gZ0gaqABcDmYbpAU4G/tdb+rTHmuNTXGcVXJcBxbhcgMhyFIUkr/gq/F5gI7MoqyJrodj3iiv7xG1Fv9qU9OXnTy86ZnneB9/9uv/Pe2Fs76sjF6QJ5gCdwukB7Bn+SVBcogLMj7FPGmCwFIFeVBAh4ggSTbhciMpjCkKSbPMACNqswK8ftYmR0WWu3zDfz3wNn/Ea0oPBv2suKcpM1y9c9W9vcgHMu0Ar2doE+8g9rgMB0nC7QV40xx4K6QGnC4Ozo63C7EJHBFIYk3WT3/cFb4M3e3xNl7Bk4fqNlYsklYM4pLG6qnugJrQeCQNUwXaAs4JM4XaCAukBpqxiFIUlDCkOSbnJwOkN48j3qDI0//WHI5tlefImXJvlC9wFbhukCHcveLtB0UBcozWkdoKQlhSFJN/3doKy8LHWGxpclQYLb+95Zum7nMmDZ4CcFCHiBv8DpAl1rjPEoAGWMYrcLEBmKwpCkm/4A5Mn1KAyNL4/u74MBAsfhbIm/xRgzFdQFykD5B36KyOhTGJJ0039rLCtPC6jHiyHGbwD9XaAKnC7Q1eoCZTz9giNpSWFI0k02qblknhx1hsYLY8xLQYL9C6MDBI5nbxdoSuo5rtUnI0Z/pyUtKQxJuslBYWg8ejRAwAd8BqcL9AnjcLsuGVnq9kpaUhiSdNPfGbLWulyKjAZrba8x5nJr7X8bY/ygLtAYpl9wJC0pDEm6yQeSALbX9rpci4wCY4wP+KYCkIi4xeN2ASKDZLM3DMVdrkVERla32wWIDEVhSNJNlNT3ZbI3qc6QyNjS5XYBIkNRGJJ0EwGyAJKxpDpDImOLwpCkJYUhSTdxUuM4bExrhkTGGIUhSUsKQ5JuekmFIXWGRMYchSFJSwpDkm76O0PJqNYMiYwxWkAtaUlhSNJNfwBKRtUZEhlj1BmStKQwJOlGnSGRsSkeJBhxuwiRoSgMSbrpD0DxznjUzUJEZETpFpmkLYUhSTf9t8ai9dFONwsRkRHV4XYBIsNRGJJ0098Z6qnu0Q9PkbGjxu0CRIajMCTppovUoNZkTzKRiCTCLtcjIiNju9sFiAxHYUjSTScDvi8T3QndKhMZGxSGJG0pDElaCVWG4jjdIR9AojPR7m5FIjJCdrhdgMhwFIYkHbUAOQC9bb17XK5FREaGOkOSthSGJB01kQpDsd2xVpdrEZGRoTAkaUthSNJRA5ALEKmPtLlci4gcuQhQ73YRIsNRGJJ01AhkAUR2KgyJjAE7gwSt20WIDEdhSNJRK6mRHN2butts0uqHqEhm0y0ySWsKQ5KO+rtBiXAiHt8Tb3KzGBE5YgpDktYUhiQdtZE6eBEg2hDVWgORzLba7QJE9kdhSNJOqDIUw9lenwfQU91T525FInKE3nO7AJH9URiSdLUJKALoXNepMCSSuTqADW4XIbI/CkOSrj4ktb2+fXl7yCZswuV6ROTwLA8STLpdhMj+KAxJuqojtaPMxmwy1hJrdLkeETk8ukUmaU9hSNJVA84iagMQrYvqVplIZnrX7QJEDkRhSNJSqDLUd2JtAUB4e1g7ykQykzpDkvYUhiSdbaRvEfUHWkQtkoG2Bgm2uF2EyIEoDEk62wr4ADo/6GxOxpJRl+sRkUOjrpBkBIUhSWf9i6ixENkV0Sm2IplFYUgygsKQpLNGIEnq+7RzTedmd8sRkUP0ltsFiBwMhSFJW6HKUBzYBkwAaH69eYuGtopkjO1BghvdLkLkYCgMSbp7j9Qi6mhttDvWFNNCapHM8LLbBYgcLIUhSXebGDC0tXtTt26ViWQGhSHJGApDku5COENb8wHa3mlTGBJJf93A224XIXKwFIYkrYUqQxbnBNtSgPb320Pxrni7u1WJyAHMDxLUURiSMRSGJBOsYcD3anhrWN0hkfT2nNsFiBwKhSHJBNVAL+AF6FjRoTAkkqastVHgJbfrEDkUCkOS9kKVoV5gFTARoPn15h3J3mTM3apEZCjGmNeCBDvdrkPkUCgMSaZYAeQAJHuSifDm8HqX6xGRoT3rdgEih0phSDJF360xA9D8avNKF2sRkSFYa7uA592uQ+RQKQxJRghVhjpxzhwqA2h9u7W2t623yd2qRGQgY8zjukUmmUhhSDLJG0Bh3zvt77dXuViLiHzUb9wuQORwKAxJJlkH9ADZAI3PNq6xCZtwtyQRAbDWLgsSXO12HSKHQ2FIMkaoMhTDmYJdDhALxXrCW8Mb3K1KRACMMeoKScZSGJJM8y6Q1fdOy5stWkgt4jJrbRvwlNt1iBwuhSHJNPXANlLjOZpfba6Od8Rb3S1JZHwzxjwSJNjjdh0ih0thSDJKalbZa0AxABbaV7RndHeo+r5qFp+6mMWnLWb1X60mEUlgrWXzXZtZNGcR78x9h+pfVA95bU9ND8uvWc47c9/hnVPeIVwdBuCDmz5g8RmL2Xzn3sO6t969ldCLodF4STL+6BaZZDSv2wWIHIY1QBTwAb2NzzauLru87GPGazLu+zlSF2HnL3Yyb8M8svKyWH3jahqebAALkV0RLtt0GcZjiO4eeublmpvXcMJdJzDp6knEu+IYj6FzjbOzed6aeSy7bBm97b0kwgna329n9r/NHs2XJ+OAtXbhfDN/k9t1iBwJdYYk44QqQxFgEamF1NHaaHfn+s6M3cVi45ZET4JkPEkinCB3ai67fr2LE/79BIzHAJBTnvOR67o2dGHjlklXTwLAW+glKz8L4zMke5LYpCUZS2KyDFv/fSsn/vDEUX1dMj4YY37ldg0iR0phSDLVEgZ0Nhsea1hikzbpYj2HJXdaLjO/PZOFxy5kzyazQwAAFEdJREFUwTEL8E7wMumaSYS3hWl8qpGl5y1lRWAF3Vu6P3Jt9+ZufCU+Vn12FUvOXsKm72zCJiyFcwvJPTaXpecsZcqNUwhvDYOF4rOLXXiFMpbZpN2Exm/IGKAwJJmqBthCanhr94fde7o/7F7nbkmHrretl90v7uaKHVfw8fqPk+hOUP9YPcloEk+uh0tWXML026az7qsffWk2bml7p42TfnYSFy+/mJ7tPdQ9XAfA3J/P5dLVl3L8t45ny79tYfYPZ7PtR9tYfeNqdj20a7RfpoxRxmN+ECSYcb+EiAymMCQZKbWQ+gWgqO+xhicb3rHWulfUYWh5o4W84/PInpyNx+fB/1k/bUvbyJ2ei/9zfgD8N/j71wENlDs9l6Kzi8iflY/H66H8+nI6Vnbs85zQiyEmnDeBRHeCznWdnPX0WdQ/Wk8irLMq5cgk48lNwNNu1yEyEhSGJJNtBHaS2mbfuaqzObw1s6bZ5x6bS/t77STCzg6yljdbKJxbSPn15bS+5ZwY0Lqwlfw5+R+5dsL5E4i3xYk1xZznvdVKwSkF/R9P9ibZef9Ojv/O8STCCYxx1h/1rSUSORIer+euIMHM+u1DZBgKQ5KxUt2h54EJfY/VP1r/tk1mTnuo5MIS/J/3s/ScpSw5fQkkYcbtM5j13VmEngux+PTFbP7eZk777WkAtK9oZ92tzi0zk2U46Wcn8f5V77P49MVYa5lx24z+z13zQA3TvjKNrPwsis4owlrL4tMXU3ppKb4SnyuvV8aGZDy5Fk2nlzHEZNptBZGB/BX+LOBHOPPKOgDm/GTODYVzC89wtTCRsa0iSPDPbhchMlLUGZKMFqoMJXDWLZT1PVb/h/q3M3FnmUgmSMaTqxSEZKxRGJKx4AOgFigB6NrQ1da1vitjzx0SSWcer+cut2sQGWkKQ5LxUt2hZ0iFIYCaX9e8lYwmI+5VJTL2JOPJ5UGCQbfrEBlpCkMyVqzF2VlWBs6p1C1vtrzlbkkiY4e11nq8nn9wuw6Ro0FhSMaEUGUoCTyFs7PMAOx6cNeKWFOswdXCRMaIZCT52yDB5W7XIXI0KAzJWLIRWAYcA0ASW/eHupczaau9SDpKRpOtWXlZ33a7DpGjRWFIxozUuUNPpd7NAWhb1FbXtb5rpXtViWS+ZCx5R5Bgx4GfKZKZFIZkTAlVhlpwBkce0/fYzl/sfDMRSYTdq0okc8U744tfL3r9cbfrEDmaFIZkLFoANJAa0xELxXqa5ze/4W5JIpnHxm2vJ9dzs9t1iBxtCkMy5oQqQ73A73G22nsA6n5ftyraGNW4dpFDEO+O3/Oq79UdbtchcrQpDMmYFKoMbQbeoe92mYXa39W+bBM6mVrkYCTCiR2+Cb673a5DZDQoDMlY9iyQAHIB2pe1h1oXtursIZEDsElrMfxNkGCv27WIjAaFIRmzQpWhPcCTDFxMff/OJT27era5V5VI+utt7f3Na3mvLXK7DpHRojAkY91iYAvgB8DCjnt2PJ/oSXS7WpVImupt692WPSn7DrfrEBlNCkMypoUqQ3HgQZzv9XyAyK5Id/2j9c9bncUoso9kLBmLNkSvDxKMu12LyGhSGJIxL1QZ2g08BEwh9T3f9FLTto4VHUtdLUwkzfRs77nznVPeWed2HSKjTWFIxosq4E1get8D23+y/c1YU6zevZJE0kfPzp7XF5286F636xBxg8KQjAsDRnWEgEkANmaT1fdWP5uMJWOuFifislhLrCFSG7nB7TpE3KIwJONGqDIUAX6Fs3YoB6BrQ1fb7hd2v+RqYSIuSkQSsa51XRXvXfqeNhXIuKUwJONKqDK0C3gUmAYYgPrH6te2V7W/52phIi6w1tK1tus7y65YtsLtWkTcpDAk49FC4H1gat8D2+7e9lp4e3iTeyWJjL6utV1PLD1/6S/crkPEbQpDMu6EKkNJ4A9AJ1AGQBK75ftbnovujta5WZvIaOla37Vsy/e3aAirCApDMk6FKkOdwH04a4cKARJdifjWH2x9It4Z3+NqcSJHWXhreMfOX+78VOocLpFxT2FIxq3U+qFf4OwuywGI1ka7d/znjseT0WTE1eJEjpJIfWR37e9qP1nzm5oWt2sRSRcKQzKuhSpD64H/wVlQnQXQubqzedeDu560CZtwtTiREdbb2ttR/2j9Z7f9eJvWx4kMoDAkAu8ALwLHkdph1vJ6y87Qc6EXNbJDxop4dzxS/0T9rR/+64dL3K5FJN0oDMm4lzqQ8Xmcoa7H9T1e/1j92rZFbW+5VpjICEnGkvHGpxu/u+EfNjzjdi0i6UhhSIT+HWYPA5twbpkBUH1v9Tt7lu3Rb9KSsWzC2tALoft2P79bW+hFhqEwJJISqgzFgAeAFmBy3+Pbf7T9DQUiyUQ2bhONzzQ+1PBYw52pDqiIDMFoTYTIvvwV/nLg+zjrh/p33My6a9YnSi4sudS1wkQOQTKWjNc9XPdY00tNX0+NohGRYSgMiQzBX+GfBnw39e7eQHTnrKtKLiqZ505VIgcnGU3Gah6oear17dZ/DFWG2t2uRyTdKQyJDGO4QDTzmzMvK/tY2ZXuVCWyf4lwIrLz/p2P7nl3z3cUhEQOjsKQyH74K/xTge+l3u0PRDO+PuOCSddNChhj3ClMZAjxrni4+t7q33ZUdXw/dcq6iBwEhSGRA0gFon8BfEBT3+PT/mbameXXl3/GeJSIxH297b1dO36644GutV0/DFWGwm7XI5JJFIZEDkJqUfW/AAVAqO/x8hvK50y9aernPNmebNeKk3Ev1hJr337P9vvCH4bvCVWGom7XI5JpFIbksBljEsDaAQ89CeQCOdba7w143lnAE9baucaYapxp8X2jLhZZa+8wxjwMXAG04+zi+qa19k1jzP8Fsqy1/5r6XMcBC4BzgDDwU+DTQBLYAPyDtbY29VwL/Je19lup978NFFprf2CM+QFwGwM6PcDHrLXDDmn1V/jLgG8DE4GGvseLzymePPObM//SW+wtO7j/ciIjJ7wj3Fh9b/W9kZrIL1LHQ4jIIVIYksNmjOmy1hYOeuwkIGitnTXgsXuAbmvt3akwdJ61tnnQdQ8DL1lrnzXGfBx40Fp7ojEmD1gF3GCt3WiMeQF4xlr7uDHmZ0ApcLu1NmGMuQX4OnChtdYaYyI4oeV8a23zEGGoy1r7s0N5zf4KfzHwDeBYoBawANnl2bmz/2P2F3Jn5M7a3/UiI6ltcduG6vuq/8v22j9oAr3I4dOhizKirLUfAnuMMRcOePhGnK7RwXqX1CnQ1toe4JvAr4wxAaAoFYTygVuAb1jrDFS11v4eiAJ9O73iwIM44WVEhCpDHcB/4gS0mYAXILY7Ftn4Txsfa69qf2+kvpbIcJLxZLzu4brFO36640e21z6sICRyZBSG5EjkGWNWD3j7YurxJ4C/BDDGXAS0WGu3DLhuwYBrhgoq1wEv9L1jrX0FaAUeAf4+9fBsoMZa2zHo2hXAqQPefwC4yRgzYYiv840BdSw4uJcMqcWpvwb+BMwA8gBs3Npt/3vbq6HnQy9q4r0cLfGOeMe2u7e9EvpT6N+BJ0KVIX2viRwhr9sFSEbrsdaeNcTjTwJLjTHfwglFTwz6+McH3yZL+U9jzE+BcuCiQR97AMhLdZ7AWVc01D3efR631nYYYx4B7gB6Bj33vkO9TdYn9Q/Qi/4Kfy3OrbkwTmCj7vd1q3t29DTP+NqML2blZxXu7/OIHIqenT112+7eFoztjv1nqDK02e16RMYKdYZkxFlrdwHVOAuiPwc8fZCXfgen4/N94A+DPpZMvfXZChxnjCka9LxzcBZSD/Rz4G9xdoKNqFBlqAr4IdALTO17vPXt1trNd21+KNYUqx/prynjU9vitvWbvrHpodju2HcVhERGlsKQHC1PAPcB2/p2dx0Ma20SuB/wGGOu3c/zunEC038ZY7IAjDE3A/nAW4Oe24oTyP72UF/EwQhVhmpwAtF2nHVEHoCebT0d67+2/ndtS9oW2qRN7udTiAwrGUtGU+uD7rVxe0+oMtRy4KtE5FAoDMmRGLxm6J4BH3sGZ+3OUAunB64ZemTwB62zxfH/4Jzrsz/fAyLAZmPMFuALOLvOhrp9di8wadBj3xhU/8wDfL1hpcYe3Au8iROIcgBsr03u+MmOt6vvrf5d757eoW4NigwrUhup/fDbH1am1gc9rDOERI4Oba0XGUH+Cr8BLgduxglq/ecYZeVneWd+Z+ZVxecUX6QxHrI/NmETTcGm92sfqq3C8kvdFhM5uhSGRI6C1AiPW4ETcM4j6u372KRrJ82c+pWp13sLvUPtcJNxLro72rDzvp3vd63veg94SLfFRI4+hSGRo8Rf4fcB1+IsIu8ktdsMwFvqzZ71L7OuKzy18Gy36pP0YuM23vx68/u7Htz1IQmeAN7StnmR0aEwJHKU+Sv8M4G/A6bgdIn6/4Erv6F8zpQbp3zKW+Atdqk8SQORukhN9X9VrwhvCa/D6QYd9KYDETlyCkMio8Bf4c8BKoBPAW04M9gAyCrM8s742oxLSi4umefxeXxu1SijLxFOdDW91LS8/vH6nVieB+ZrvpjI6FMYEhlF/gr/HJwuUQlQz4AuUd7MvKIZX5txVcHcgjO1wHpsS/Yme/e8u2fZrl/v2pnoTmwB/idUGdrldl0i45XCkMgo81f484HrgatxdpyFBn685NKSY6bdPO26nGNyjnWjPjl6bNLarg1dq2oeqNkQrYtGgaeABZotJuIuhSERl/gr/NNxhtieiXPrbM/Aj0/54pS55Z8uv9pb7C11oz4ZWT07e7buemjX8q41XTHgfeC5UGUodKDrROToUxgScVHqXKJTgZuAY3C6RP0z1Dx5nqwZt8+4sHRe6WWeHE+uS2XKEYg1xxobnmhY3PJ6SxjYgjNcdZvbdYnIXgpDImkgtQ3/UpxTtHOBBqD/1om31Js97SvTzi+5qOQiDX/NDLGWWKjl9ZblDU80tGBpAv4IfBCqDGk0i0iaURgSSSP+Cn8hEEi99QKNQP9f0qz8LO/Um6eeXXpZ6SXeIm+JS2XKMKy1RGoiW5peblrePL85itPlexZYHKoM9R7gchFxicKQSBryV/inAJ8FzgdiOLfP+jsKxmc8U74wZW7ZlWUX55TnTHOpTEmxcRvv2tj1QeNTjSs613R6AQO8DLwWqgx1uVyeiByAwpBIGkuN9bgOmIcThhoZcPsMoOxjZdPLK8ovzpuVN9d4tCd/NCV6Et3tK9qX1z9avy7WGCvAOSrhDeDNUGVIg3lFMoTCkEgG8Ff4J+Nsxb8S8AC7cbbl98ufnV9cXlF+RtGZRWf4Sn2TXShz3IiGorV73t2zsuGPDTXJSLII5xDNPwPvqRMkknkUhkQyiL/CPwG4BPgkUIizHb998PNKLi6ZMvGaiWcWzi08TQuuR0Zva+/uzjWda5teaVrfvak7G8gDdgKVwBqtCRLJXApDIhnIX+HPBs7CGfExDefWWRPO+qJ+xmvMpOsmzSq9rPSM/Nn5J3t8nuzRrzZzxTvje7rWda1tfr15XceKjnZgMpAFrATmA1tDlSH9EBXJcApDIhksdU7RTOAC4HKcbkUUaGbAqA+ArKIsn/8z/pOLzy8+NXda7kxPtidntOvNBIlwoqt7U/f6lrda1rYtatsNTAKygS5gIc7OsEZXixSREaUwJDJGpM4qmoNzXtH5OB2MLpzTrff5i258xlM6r3Ra8XnFswpmF8zKLs+ebrKMZ9SLTgM2YRPRULQ2vCW8rf399m1tS9pCJJmME4CiwFKcE6O3hipDif1+MhHJSApDImNQav7ZqcDHgZNTD3ek3j5y6J93gje77ONlxxWdWTQr//j8Wb4yX/noVTu6bMImYy2xhkh1ZGfn2s7q1gWt1fGOeAKYCOTj3HJcjhOCNmuKvMjYpzAkMsb5K/xlOOuLLgBOTD1scRZfD7nzKffY3MLSeaXH5c3Mm5IzJafcN8nn9xZ6J4xOxSPHWkuiM9HW29rbFKmNNHSu6dzZtqStNtGZ6AUKgBKc3XkAHwCLgY2hylDPcJ9TRMYehSGRccRf4c/FWWM0FzgPmIoTjHpxbqdFhrvWN9GXU3RWkb9gdkF5zvQcf44/x+8r85Wnw9ojm7Q20ZXY09va2xRtjO6O1EaawlvDTZ1rO5tTwQecrs8EwJd6fzewAtgA7FAAEhm/FIZExrHUVv1ZwOnAOUAxe9cXdeN0jvZ7myh/dn5x7nG5JTnlOUW+Sb4iX4mv2DvBW5RVkFXgyfXkZ+Vm5XtyPfkmy2Qdan02YRPJaDKc6EmEkz3O/ye6Et2J7kQ43hEP9+7p7Y7URNo613Q2JboSAw+jzMbp/BTgnAZtcBaVrwE24oSf1kOtR0TGJoUhEQH6d6aV42zVnwbMBo7HOc/I4gSKXpyQ1M2g3WoH4i32+rKKs7KNMeDBGGMMBkyWMTj/w3hSf05io7uj4Xhb/EDrdXJwOj4FOLe7+ursBGqA7cA2oCZUGdpzKPWKyPihMCQiw0oFpALAn3qbCZwAzMDZrdYXPkzqzzGcwDTw7VB3YHlwbmX5cDo8fX/u+3rJAV+zE6gGdgB1OGctNYUqQ92H/mpFZLxSGBKRQ+av8Htw1t8U4dxaKwLKcM7kKRn0sRz23nrrC0+Df/D0ve/B2c3Vt/OtHWct057UWzj11oUTesIj/+pEZLxRGBKRo8pf4e+b4t73xjB/7rsNF9OpziIymhSGREREZFwblyfOioiIiPRRGBIREZFxTWFIRERExjWFIRERERnXFIZERERkXFMYEhERkXFNYUhERETGNYUhERERGdcUhkRERGRcUxgSERGRcU1hSERERMY1hSEREREZ1xSGREREZFxTGBIREZFxTWFIRERExjWFIRERERnXFIZERERkXFMYEhERkXFNYUhERETGtf8PYo+3ZfWtJmkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie chart to show % of Target Group (users) using Paid Apps\n",
    "labels = [\"EVERYONE\", \"AGE_GROUP(13+)\", \"ADULT ONLY\", \"AGE_GROUP(10+)\"]\n",
    "sizes = [652, 52, 31, 18]\n",
    "explode = [0.1, 0 , 0, 0]\n",
    "colors = [\"#48FF48\", \"#FFD400\", \"#3BCCFF\", \"#FF3333\"]\n",
    "\n",
    "#Build Pie Chart\n",
    "plt.pie(sizes, startangle = 70, explode = explode, colors = colors, labels = labels, autopct = \"%1.1f%%\", shadow = True)\n",
    "plt.title(\"% of Users using Paid Apps\", fontsize=16)\n",
    "plt.legend(title = \"Paid Apps\", loc = \"upper left\")\n",
    "plt.axis(\"equal\")\n",
    "plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "\n",
    "#Save figure\n",
    "plt.savefig(\"Resources/% of Users using Paid Apps.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## App Analysis by Popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3943</th>\n",
       "      <td>Facebook</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>78128208</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Social</td>\n",
       "      <td>3-Aug-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3904</th>\n",
       "      <td>WhatsApp Messenger</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.4</td>\n",
       "      <td>69109672</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Communication</td>\n",
       "      <td>3-Aug-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3909</th>\n",
       "      <td>Instagram</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66509917</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AGE_GROUP(13+)</td>\n",
       "      <td>Social</td>\n",
       "      <td>31-Jul-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4104</th>\n",
       "      <td>Messenger – Text and Video Chat for Free</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.0</td>\n",
       "      <td>56642847</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Communication</td>\n",
       "      <td>1-Aug-18</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3986</th>\n",
       "      <td>Clash of Clans</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.6</td>\n",
       "      <td>44881447</td>\n",
       "      <td>98M</td>\n",
       "      <td>1.000000e+08</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Strategy</td>\n",
       "      <td>15-Jul-18</td>\n",
       "      <td>10.322.16</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           App            Category Rating  \\\n",
       "3943                                  Facebook           LIFESTYLE    4.1   \n",
       "3904                        WhatsApp Messenger  NEWS_AND_MAGAZINES    4.4   \n",
       "3909                                 Instagram           LIFESTYLE    4.5   \n",
       "4104  Messenger – Text and Video Chat for Free  NEWS_AND_MAGAZINES    4.0   \n",
       "3986                            Clash of Clans              FAMILY    4.6   \n",
       "\n",
       "       Reviews                Size      Installs  Type  Price  Content Rating  \\\n",
       "3943  78128208  Varies with device  1.000000e+09  Free    0.0  AGE_GROUP(13+)   \n",
       "3904  69109672  Varies with device  1.000000e+09  Free    0.0        EVERYONE   \n",
       "3909  66509917  Varies with device  1.000000e+09  Free    0.0  AGE_GROUP(13+)   \n",
       "4104  56642847  Varies with device  1.000000e+09  Free    0.0        EVERYONE   \n",
       "3986  44881447                 98M  1.000000e+08  Free    0.0  AGE_GROUP(10+)   \n",
       "\n",
       "             Genres Last Updated         Current Ver         Android Ver  \n",
       "3943         Social     3-Aug-18  Varies with device  Varies with device  \n",
       "3904  Communication     3-Aug-18  Varies with device  Varies with device  \n",
       "3909         Social    31-Jul-18  Varies with device  Varies with device  \n",
       "4104  Communication     1-Aug-18  Varies with device  Varies with device  \n",
       "3986       Strategy    15-Jul-18           10.322.16          4.1 and up  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 5 Popular Free Apps\n",
    "popular_top5_freeapp = free_apps_df.nlargest(5, ['Reviews'])\n",
    "popular_top5_freeapp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie Chart of Top 5 Popular Free Apps\n",
    "labels = list(popular_top5_freeapp[\"App\"])\n",
    "colors = [\"#FFD400\", \"#FF3333\", \"#48FF48\", \"#3BCCFF\", \"#C0C0C0\"]\n",
    "sizes = list(popular_top5_freeapp[\"Reviews\"])\n",
    "explode = (0.1,0,0,0,0)\n",
    "\n",
    "plt.pie(sizes, labels=labels, explode=explode,colors=colors, autopct=\"%1.1f%%\", shadow=True, startangle=20)\n",
    "plt.axis(\"equal\")\n",
    "plt.title(\"Top 5 Popular Apps (Free)\", fontsize=15)\n",
    "plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "plt.savefig(\"Resources/Top 5 Popular Free Apps.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>App</th>\n",
       "      <th>Category</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Reviews</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "      <th>Type</th>\n",
       "      <th>Price</th>\n",
       "      <th>Content Rating</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Last Updated</th>\n",
       "      <th>Current Ver</th>\n",
       "      <th>Android Ver</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4347</th>\n",
       "      <td>Minecraft</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2375336</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>6.99</td>\n",
       "      <td>AGE_GROUP(10+)</td>\n",
       "      <td>Arcade;Action &amp; Adventure</td>\n",
       "      <td>24-Jul-18</td>\n",
       "      <td>1.5.2.1</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4034</th>\n",
       "      <td>Hitman Sniper</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>4.6</td>\n",
       "      <td>408292</td>\n",
       "      <td>29M</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>0.99</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Action</td>\n",
       "      <td>12-Jul-18</td>\n",
       "      <td>1.7.110758</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7415</th>\n",
       "      <td>Grand Theft Auto: San Andreas</td>\n",
       "      <td>COMPUTER_GAMES</td>\n",
       "      <td>4.4</td>\n",
       "      <td>348962</td>\n",
       "      <td>26M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>6.99</td>\n",
       "      <td>ADULT ONLY</td>\n",
       "      <td>Action</td>\n",
       "      <td>21-Mar-15</td>\n",
       "      <td>1.08</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8858</th>\n",
       "      <td>Bloons TD 5</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.6</td>\n",
       "      <td>190086</td>\n",
       "      <td>94M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>2.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Strategy</td>\n",
       "      <td>13-Jul-18</td>\n",
       "      <td>3.16</td>\n",
       "      <td>2.3.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9676</th>\n",
       "      <td>Where's My Water?</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.7</td>\n",
       "      <td>188740</td>\n",
       "      <td>69M</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>1.99</td>\n",
       "      <td>EVERYONE</td>\n",
       "      <td>Puzzle;Brain Games</td>\n",
       "      <td>5-Jul-18</td>\n",
       "      <td>1.16.0</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                App        Category Rating  Reviews  \\\n",
       "4347                      Minecraft          FAMILY    4.5  2375336   \n",
       "4034                  Hitman Sniper  COMPUTER_GAMES    4.6   408292   \n",
       "7415  Grand Theft Auto: San Andreas  COMPUTER_GAMES    4.4   348962   \n",
       "8858                    Bloons TD 5          FAMILY    4.6   190086   \n",
       "9676              Where's My Water?          FAMILY    4.7   188740   \n",
       "\n",
       "                    Size    Installs  Type  Price  Content Rating  \\\n",
       "4347  Varies with device  10000000.0  Paid   6.99  AGE_GROUP(10+)   \n",
       "4034                 29M  10000000.0  Paid   0.99      ADULT ONLY   \n",
       "7415                 26M   1000000.0  Paid   6.99      ADULT ONLY   \n",
       "8858                 94M   1000000.0  Paid   2.99        EVERYONE   \n",
       "9676                 69M   1000000.0  Paid   1.99        EVERYONE   \n",
       "\n",
       "                         Genres Last Updated Current Ver         Android Ver  \n",
       "4347  Arcade;Action & Adventure    24-Jul-18     1.5.2.1  Varies with device  \n",
       "4034                     Action    12-Jul-18  1.7.110758          4.1 and up  \n",
       "7415                     Action    21-Mar-15        1.08          3.0 and up  \n",
       "8858                   Strategy    13-Jul-18        3.16        2.3.3 and up  \n",
       "9676         Puzzle;Brain Games     5-Jul-18      1.16.0          4.2 and up  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 5 Popular Paid Apps\n",
    "popular_top5_paidapp = paid_apps_df.nlargest(5, ['Reviews'])\n",
    "popular_top5_paidapp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Pie Chart of Top 5 Popular Paid Apps\n",
    "labels = list(popular_top5_paidapp[\"App\"])\n",
    "colors = [\"#FF3333\", \"#FFD400\", \"#C0C0C0\", \"#3BCCFF\", \"#48FF48\"]\n",
    "sizes = list(popular_top5_paidapp[\"Reviews\"])\n",
    "explode = (0.1,0,0,0,0)\n",
    "\n",
    "plt.pie(sizes, labels=labels, explode=explode, colors=colors, autopct=\"%1.1f%%\", shadow=True, startangle=20)\n",
    "plt.axis(\"equal\")\n",
    "plt.title(\"Top 5 Popular Apps (Paid)\", fontsize=15)\n",
    "plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "plt.savefig(\"Resources/Top 5 Popular Paid Apps.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Revenue Calculation(Paid Apps only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>Category</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>AUTO_AND_VEHICLES</td>\n",
       "      <td>100148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>493315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ENTERTAINMENT</td>\n",
       "      <td>798110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TRAVEL_AND_LOCAL</td>\n",
       "      <td>2392293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WEATHER</td>\n",
       "      <td>4181380</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Category  Revenue\n",
       "13  AUTO_AND_VEHICLES   100148\n",
       "12          EDUCATION   493315\n",
       "11      ENTERTAINMENT   798110\n",
       "10   TRAVEL_AND_LOCAL  2392293\n",
       "9             WEATHER  4181380"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Calculate the Revenue and add a new column to df\n",
    "paid_apps_df['Revenue'] = paid_apps_df['Installs'] * paid_apps_df['Price']\n",
    "appRevenue_df = pd.read_csv(\"Resources/appRevenueChart.csv\")\n",
    "appRevenue_df.sort_values(\"Revenue\", inplace=True)\n",
    "appRevenue_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Use DataFrame.plot() in order to create a bar chart of the data\n",
    "multi_plot = appRevenue_df.plot(kind=\"barh\", figsize=(8,9))\n",
    "\n",
    "#PandasPlot.set_xticklabels() can be used to set the tick labels as well\n",
    "multi_plot.set_yticklabels(appRevenue_df[\"Category\"], rotation=0)\n",
    "\n",
    "#Set a title for the chart\n",
    "plt.title(\"Google Paid Apps Revenue Chart\", fontsize=16, color=\"green\")\n",
    "plt.ylabel(\"App Categories\", fontsize=12, color=\"red\")\n",
    "plt.xlabel(\"Revenue in Billions ($)\", fontsize=12, color=\"blue\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"Resources/PaidApp_Revenues.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ratings vs Reviews Coorelation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Binning\n",
    "max_downloads_paidapp = paid_apps_df.nlargest(200, ['Installs'])\n",
    "max_downloads_paidapp\n",
    "bins = [0.0,1.0,1.5,2.0,2.5,3.0,3.5,4.0,4.5,5.0,5.5]\n",
    "group_names = [0,1.0,1.5,2.0,2.5,3.0,3.5,4.0,4.5,5]\n",
    "max_downloads_paidapp[\"App Rating\"] = pd.cut(max_downloads_paidapp[\"Rating\"].astype(float), bins, labels=group_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating Scatter Plot\n",
    "plt.scatter(x = max_downloads_paidapp[\"App Rating\"], y = max_downloads_paidapp[\"Reviews\"],\\\n",
    "           marker=\"o\", c = \"#48FF48\", s = x*1, edgecolor=\"black\")\n",
    "\n",
    "plt.title(\"Google Play Store (Paid App)\", fontsize = 16)\n",
    "plt.xlabel(\"App Rating\", fontsize = 12)\n",
    "plt.ylabel(\"Reviews\", fontsize = 12)\n",
    "\n",
    "#plt.xticks(np.arange(max_downloads_paidapp[\"App Rating\"].min(), max_downloads_paidapp[\"App Rating\"].max()+0.5, 0.5))\n",
    "#plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "\n",
    "plt.savefig(\"Resources/Google Play Store (Paid App)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Binning\n",
    "max_downloads_freeapp = free_apps_df.nlargest(200, ['Installs'])\n",
    "max_downloads_freeapp\n",
    "bins = [0.0,1.0,1.5,2.0,2.5,3.0,3.5,4.0,4.5,5.0,5.5]\n",
    "group_names = [0,1.0,1.5,2.0,2.5,3.0,3.5,4.0,4.5,5]\n",
    "max_downloads_freeapp[\"App Rating\"] = pd.cut(max_downloads_freeapp[\"Rating\"].astype(float), bins, labels=group_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creating Scatter Plot\n",
    "plt.scatter(x = max_downloads_freeapp[\"App Rating\"], y = max_downloads_freeapp[\"Reviews\"],\\\n",
    "           marker=\"o\", c = \"#FFD400\", s = x*1, edgecolor=\"black\")\n",
    "\n",
    "\n",
    "plt.title(\"Google Play Store (Free App)\", fontsize = 16)\n",
    "plt.xlabel(\"App Rating\", fontsize = 12)\n",
    "plt.ylabel(\"Reviews\", fontsize = 12)\n",
    "\n",
    "#plt.xticks(np.arange(max_downloads_freeapp[\"App Rating\"].min(), max_downloads_freeapp[\"App Rating\"].max()+0.5, 0.5))\n",
    "#plt.rcParams[\"figure.figsize\"] = (10,5)\n",
    "\n",
    "plt.savefig(\"Resources/Google Play Store (Free App)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Observations and Conclusions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### - Over 92% of the total apps were Free to download on the Google Play Store, of which Categories \"Family\" and “Lifestyle” were the most popular and profitable.\n",
    "#### - While Facebook(24.8%), Whatsapp (21.9%) and Instagram(21.1%) are closely competing as top free apps, Minecraft(67.6%) emerges as single largest paid app.\n",
    "#### - It can be noticed that significant number of people prefer to purchase the apps which are related to Art and Design and Health and Fitness. \n",
    "#### - Top downloaded free apps are mainly of Social media and Communication genre.\n",
    "#### - Top downloaded paid apps mainly belong to Action/Adventure, Strategy and Puzzles genre.\n",
    "#### - It can be noted that most developers find success when they prefer to limit the complexity of their app to make it available for everyone and publish them mostly under the categories of “Family” and “Lifestyle”.\n",
    "#### - Ratings are better indicator of app quality than review count. App developers could use ratings as their key performance indicator (KPI) to measure quality and success.\n",
    "#### - After this analysis, we can arrive at a conclusion that our hypothesis is partially true. App developers mostly find success in the areas pertaining to “Family” and “Lifestyle”. Evidence show that, to a larger extend even gaming applications are also successful. But it is clear to us that “Educational” Apps are still considerably less popular as of now.\n"
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