Project_1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing Android and Apple iOS Mobile Apps\n",
    "---\n",
    "\n",
    "Pretending to work as data analyst for a company that builds Android and Apple iOS mobile apps, where the apps are made available on Google Play and the App Store, the goal for this project is to analyze data to help developers understand what type of apps are likely to attract more users. Since the company only build apps that are free to download and install, and that are directed toward an English-speaking audience, the company's main source of revenue consists of in-app ads. This means the revenue for any given app is mostly influenced by the number of users who use the app — the more users that see and engage with the ads, the better.\n",
    "\n",
    "**Goal of this project**:  \n",
    "To help developers understand what type of apps are likely to attract more users on Google Play and App Store.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About the Dataset Used in This Project\n",
    "---\n",
    "As of September 2018, there were approximately 2 million Apple iOS apps available on the App Store, and 2.1 million Android apps on Google Play.\n",
    "\n",
    "Collecting data for over four million apps requires a significant amount of time and money, so we'll try to analyze a sample of data instead. To avoid spending resources with collecting new data ourselves, we should first try to see whether we can find any relevant existing data at no cost. Luckily, these are two data sets that seem suitable for our purpose:\n",
    "\n",
    "- A [dataset](https://www.kaggle.com/lava18/google-play-store-apps) containing data about approximately 10,000 Android apps from Google Play; the data was collected in August 2018.\n",
    "\n",
    "- A [dataset](https://www.kaggle.com/ramamet4/app-store-apple-data-set-10k-apps) containing data about approximately 7,000 Apple iOS apps from the App Store; the data was collected in July 2017."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Opening and Exploring the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "android_dataset = pd.read_csv('googleplaystore.csv')\n",
    "apple_dataset = pd.read_csv('AppleStore.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Android apps dataset, number of rows and columns: (10841, 13)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "      <td>0</td>\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>10,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>January 7, 2018</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Coloring book moana</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>3.9</td>\n",
       "      <td>967</td>\n",
       "      <td>14M</td>\n",
       "      <td>500,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Pretend Play</td>\n",
       "      <td>January 15, 2018</td>\n",
       "      <td>2.0.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\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>5,000,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>August 1, 2018</td>\n",
       "      <td>1.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\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>50,000,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>June 8, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\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>100,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design;Creativity</td>\n",
       "      <td>June 20, 2018</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.4 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",
       "1                                Coloring book moana  ART_AND_DESIGN     3.9   \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",
       "\n",
       "  Reviews  Size     Installs  Type Price Content Rating  \\\n",
       "0     159   19M      10,000+  Free     0       Everyone   \n",
       "1     967   14M     500,000+  Free     0       Everyone   \n",
       "2   87510  8.7M   5,000,000+  Free     0       Everyone   \n",
       "3  215644   25M  50,000,000+  Free     0           Teen   \n",
       "4     967  2.8M     100,000+  Free     0       Everyone   \n",
       "\n",
       "                      Genres      Last Updated         Current Ver  \\\n",
       "0               Art & Design   January 7, 2018               1.0.0   \n",
       "1  Art & Design;Pretend Play  January 15, 2018               2.0.0   \n",
       "2               Art & Design    August 1, 2018               1.2.4   \n",
       "3               Art & Design      June 8, 2018  Varies with device   \n",
       "4    Art & Design;Creativity     June 20, 2018                 1.1   \n",
       "\n",
       "    Android Ver  \n",
       "0  4.0.3 and up  \n",
       "1  4.0.3 and up  \n",
       "2  4.0.3 and up  \n",
       "3    4.2 and up  \n",
       "4    4.4 and up  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview the first few rows of the Android apps dataset.\n",
    "\n",
    "print(\"Android apps dataset, number of rows and columns:\", android_dataset.shape)\n",
    "android_dataset.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10841 entries, 0 to 10840\n",
      "Data columns (total 13 columns):\n",
      "App               10841 non-null object\n",
      "Category          10841 non-null object\n",
      "Rating            9367 non-null float64\n",
      "Reviews           10841 non-null object\n",
      "Size              10841 non-null object\n",
      "Installs          10841 non-null object\n",
      "Type              10840 non-null object\n",
      "Price             10841 non-null object\n",
      "Content Rating    10840 non-null object\n",
      "Genres            10841 non-null object\n",
      "Last Updated      10841 non-null object\n",
      "Current Ver       10833 non-null object\n",
      "Android Ver       10838 non-null object\n",
      "dtypes: float64(1), object(12)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "### A quick glance of the Android apps dataset info shows that there are some columns with null values, or missing data.\n",
    "\n",
    "android_dataset.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Apple iOS apps dataset, number of rows and columns: (7197, 16)\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "\n",
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       "        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>id</th>\n",
       "      <th>track_name</th>\n",
       "      <th>size_bytes</th>\n",
       "      <th>currency</th>\n",
       "      <th>price</th>\n",
       "      <th>rating_count_tot</th>\n",
       "      <th>rating_count_ver</th>\n",
       "      <th>user_rating</th>\n",
       "      <th>user_rating_ver</th>\n",
       "      <th>ver</th>\n",
       "      <th>cont_rating</th>\n",
       "      <th>prime_genre</th>\n",
       "      <th>sup_devices.num</th>\n",
       "      <th>ipadSc_urls.num</th>\n",
       "      <th>lang.num</th>\n",
       "      <th>vpp_lic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>284882215</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>389879808</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2974676</td>\n",
       "      <td>212</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>4+</td>\n",
       "      <td>Social Networking</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>389801252</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>113954816</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2161558</td>\n",
       "      <td>1289</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.23</td>\n",
       "      <td>12+</td>\n",
       "      <td>Photo &amp; Video</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>529479190</td>\n",
       "      <td>Clash of Clans</td>\n",
       "      <td>116476928</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2130805</td>\n",
       "      <td>579</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>9.24.12</td>\n",
       "      <td>9+</td>\n",
       "      <td>Games</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>420009108</td>\n",
       "      <td>Temple Run</td>\n",
       "      <td>65921024</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1724546</td>\n",
       "      <td>3842</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.6.2</td>\n",
       "      <td>9+</td>\n",
       "      <td>Games</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>284035177</td>\n",
       "      <td>Pandora - Music &amp; Radio</td>\n",
       "      <td>130242560</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1126879</td>\n",
       "      <td>3594</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>8.4.1</td>\n",
       "      <td>12+</td>\n",
       "      <td>Music</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          id               track_name  size_bytes currency  price  \\\n",
       "0  284882215                 Facebook   389879808      USD    0.0   \n",
       "1  389801252                Instagram   113954816      USD    0.0   \n",
       "2  529479190           Clash of Clans   116476928      USD    0.0   \n",
       "3  420009108               Temple Run    65921024      USD    0.0   \n",
       "4  284035177  Pandora - Music & Radio   130242560      USD    0.0   \n",
       "\n",
       "   rating_count_tot  rating_count_ver  user_rating  user_rating_ver      ver  \\\n",
       "0           2974676               212          3.5              3.5     95.0   \n",
       "1           2161558              1289          4.5              4.0    10.23   \n",
       "2           2130805               579          4.5              4.5  9.24.12   \n",
       "3           1724546              3842          4.5              4.0    1.6.2   \n",
       "4           1126879              3594          4.0              4.5    8.4.1   \n",
       "\n",
       "  cont_rating        prime_genre  sup_devices.num  ipadSc_urls.num  lang.num  \\\n",
       "0          4+  Social Networking               37                1        29   \n",
       "1         12+      Photo & Video               37                0        29   \n",
       "2          9+              Games               38                5        18   \n",
       "3          9+              Games               40                5         1   \n",
       "4         12+              Music               37                4         1   \n",
       "\n",
       "   vpp_lic  \n",
       "0        1  \n",
       "1        1  \n",
       "2        1  \n",
       "3        1  \n",
       "4        1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview the first few rows of the Apple iOS apps dataset.\n",
    "\n",
    "print(\"Apple iOS apps dataset, number of rows and columns:\", apple_dataset.shape)\n",
    "apple_dataset.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7197 entries, 0 to 7196\n",
      "Data columns (total 16 columns):\n",
      "id                  7197 non-null int64\n",
      "track_name          7197 non-null object\n",
      "size_bytes          7197 non-null int64\n",
      "currency            7197 non-null object\n",
      "price               7197 non-null float64\n",
      "rating_count_tot    7197 non-null int64\n",
      "rating_count_ver    7197 non-null int64\n",
      "user_rating         7197 non-null float64\n",
      "user_rating_ver     7197 non-null float64\n",
      "ver                 7197 non-null object\n",
      "cont_rating         7197 non-null object\n",
      "prime_genre         7197 non-null object\n",
      "sup_devices.num     7197 non-null int64\n",
      "ipadSc_urls.num     7197 non-null int64\n",
      "lang.num            7197 non-null int64\n",
      "vpp_lic             7197 non-null int64\n",
      "dtypes: float64(3), int64(8), object(5)\n",
      "memory usage: 899.8+ KB\n"
     ]
    }
   ],
   "source": [
    "### A quick glance of the Apple iOS apps dataset info shows that there is no missing data on all columns.\n",
    "\n",
    "apple_dataset.info()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the Android Apps Dataset - Correcting Erroneous Data\n",
    "\n",
    "The Android apps dataset has a dedicated discussion section, and we can see that one of the discussions outlines an error for row 10472. Let's print this row and compare it against the header and another row that is correct.\n",
    "\n",
    "The row 10472 corresponds to the app `Life Made WI-Fi Touchscreen Photo Frame`, and we can see that the rating is 19. This is clearly off because the maximum rating for a Google Play Store app is 5. \n",
    "\n",
    "For this row, it seems like the `Category` is blank and thus the values of subsequent columns are shifted to the left. A search on the Internet reveals that this app belongs to \"LIFESTYLE\" category.\n",
    "\n",
    "We will correct this data by shifting the values to the correct columns, and update the `Category` and `Genres` columns to \"LIFESTYLE\" and \"Lifestyle\" respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
       "      <td>10472</td>\n",
       "      <td>Life Made WI-Fi Touchscreen Photo Frame</td>\n",
       "      <td>1.9</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0M</td>\n",
       "      <td>1,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>February 11, 2018</td>\n",
       "      <td>1.0.19</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10473</td>\n",
       "      <td>osmino Wi-Fi: free WiFi</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>4.2</td>\n",
       "      <td>134203</td>\n",
       "      <td>4.1M</td>\n",
       "      <td>10,000,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>August 7, 2018</td>\n",
       "      <td>6.06.14</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10474</td>\n",
       "      <td>Sat-Fi Voice</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>3.4</td>\n",
       "      <td>37</td>\n",
       "      <td>14M</td>\n",
       "      <td>1,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Communication</td>\n",
       "      <td>November 21, 2014</td>\n",
       "      <td>2.2.1.5</td>\n",
       "      <td>2.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10475</td>\n",
       "      <td>Wi-Fi Visualizer</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>3.9</td>\n",
       "      <td>132</td>\n",
       "      <td>2.6M</td>\n",
       "      <td>50,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>May 17, 2017</td>\n",
       "      <td>0.0.9</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           App       Category  Rating Reviews  \\\n",
       "10472  Life Made WI-Fi Touchscreen Photo Frame            1.9    19.0    3.0M   \n",
       "10473                  osmino Wi-Fi: free WiFi          TOOLS     4.2  134203   \n",
       "10474                             Sat-Fi Voice  COMMUNICATION     3.4      37   \n",
       "10475                         Wi-Fi Visualizer          TOOLS     3.9     132   \n",
       "\n",
       "         Size     Installs  Type     Price Content Rating             Genres  \\\n",
       "10472  1,000+         Free     0  Everyone            NaN  February 11, 2018   \n",
       "10473    4.1M  10,000,000+  Free         0       Everyone              Tools   \n",
       "10474     14M       1,000+  Free         0       Everyone      Communication   \n",
       "10475    2.6M      50,000+  Free         0       Everyone              Tools   \n",
       "\n",
       "            Last Updated Current Ver Android Ver  \n",
       "10472             1.0.19  4.0 and up         NaN  \n",
       "10473     August 7, 2018     6.06.14  4.4 and up  \n",
       "10474  November 21, 2014     2.2.1.5  2.2 and up  \n",
       "10475       May 17, 2017       0.0.9  2.3 and up  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Below shows the Android apps data row 10472 (that has incorrect data) and the subsequent 3 rows (that have correct data).\n",
    "\n",
    "android_dataset[10472:10476]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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",
       "      <td>10472</td>\n",
       "      <td>Life Made WI-Fi Touchscreen Photo Frame</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>1.9</td>\n",
       "      <td>19</td>\n",
       "      <td>3.0M</td>\n",
       "      <td>1,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>February 11, 2018</td>\n",
       "      <td>1.0.19</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10473</td>\n",
       "      <td>osmino Wi-Fi: free WiFi</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>4.2</td>\n",
       "      <td>134203</td>\n",
       "      <td>4.1M</td>\n",
       "      <td>10,000,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>August 7, 2018</td>\n",
       "      <td>6.06.14</td>\n",
       "      <td>4.4 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10474</td>\n",
       "      <td>Sat-Fi Voice</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>3.4</td>\n",
       "      <td>37</td>\n",
       "      <td>14M</td>\n",
       "      <td>1,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Communication</td>\n",
       "      <td>November 21, 2014</td>\n",
       "      <td>2.2.1.5</td>\n",
       "      <td>2.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10475</td>\n",
       "      <td>Wi-Fi Visualizer</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>3.9</td>\n",
       "      <td>132</td>\n",
       "      <td>2.6M</td>\n",
       "      <td>50,000+</td>\n",
       "      <td>Free</td>\n",
       "      <td>0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>May 17, 2017</td>\n",
       "      <td>0.0.9</td>\n",
       "      <td>2.3 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           App       Category Rating Reviews  \\\n",
       "10472  Life Made WI-Fi Touchscreen Photo Frame      LIFESTYLE    1.9      19   \n",
       "10473                  osmino Wi-Fi: free WiFi          TOOLS    4.2  134203   \n",
       "10474                             Sat-Fi Voice  COMMUNICATION    3.4      37   \n",
       "10475                         Wi-Fi Visualizer          TOOLS    3.9     132   \n",
       "\n",
       "       Size     Installs  Type Price Content Rating         Genres  \\\n",
       "10472  3.0M       1,000+  Free     0       Everyone      Lifestyle   \n",
       "10473  4.1M  10,000,000+  Free     0       Everyone          Tools   \n",
       "10474   14M       1,000+  Free     0       Everyone  Communication   \n",
       "10475  2.6M      50,000+  Free     0       Everyone          Tools   \n",
       "\n",
       "            Last Updated Current Ver Android Ver  \n",
       "10472  February 11, 2018      1.0.19  4.0 and up  \n",
       "10473     August 7, 2018     6.06.14  4.4 and up  \n",
       "10474  November 21, 2014     2.2.1.5  2.2 and up  \n",
       "10475       May 17, 2017       0.0.9  2.3 and up  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Shifting the Android apps data to the correct columns on row 10472.\n",
    "\n",
    "android_dataset.iloc[10472,1:] = android_dataset.iloc[10472,1:].shift(1)\n",
    "\n",
    "### Updating the Category and Genres columns for the Android apps data row 10472.\n",
    "\n",
    "android_dataset[\"Category\"].iloc[10472] = \"LIFESTYLE\"\n",
    "android_dataset[\"Genres\"].iloc[10472] = \"Lifestyle\"\n",
    "\n",
    "### Preview the data again after the column shift and Android apps data update on row 10472.\n",
    "\n",
    "android_dataset[10472:10476]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ART_AND_DESIGN           65\n",
       "AUTO_AND_VEHICLES        85\n",
       "BEAUTY                   53\n",
       "BOOKS_AND_REFERENCE     231\n",
       "BUSINESS                460\n",
       "COMICS                   60\n",
       "COMMUNICATION           387\n",
       "DATING                  234\n",
       "EDUCATION               156\n",
       "ENTERTAINMENT           149\n",
       "EVENTS                   64\n",
       "FAMILY                 1972\n",
       "FINANCE                 366\n",
       "FOOD_AND_DRINK          127\n",
       "GAME                   1144\n",
       "HEALTH_AND_FITNESS      341\n",
       "HOUSE_AND_HOME           88\n",
       "LIBRARIES_AND_DEMO       85\n",
       "LIFESTYLE               383\n",
       "MAPS_AND_NAVIGATION     137\n",
       "MEDICAL                 463\n",
       "NEWS_AND_MAGAZINES      283\n",
       "PARENTING                60\n",
       "PERSONALIZATION         392\n",
       "PHOTOGRAPHY             335\n",
       "PRODUCTIVITY            424\n",
       "SHOPPING                260\n",
       "SOCIAL                  295\n",
       "SPORTS                  384\n",
       "TOOLS                   843\n",
       "TRAVEL_AND_LOCAL        258\n",
       "VIDEO_PLAYERS           175\n",
       "WEATHER                  82\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "android_dataset[\"Category\"].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the Android Apps Dataset - Numeric Values\n",
    "\n",
    "Check that columns that are meant to contain numeric values do not contain strings.\n"
   ]
  },
  {
   "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>Reviews</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Price</th>\n",
       "      <th>Size</th>\n",
       "      <th>Installs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>800</td>\n",
       "      <td>10841.0</td>\n",
       "      <td>10840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>True</td>\n",
       "      <td>10840.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10041</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Reviews  Rating  Price     Size  Installs\n",
       "False      NaN     1.0    800  10841.0     10840\n",
       "True   10840.0     NaN  10041      NaN         1"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Verifying if the columns contain all numeric data.\n",
    "\n",
    "Reviews = android_dataset[\"Reviews\"].str.isnumeric().value_counts()\n",
    "Rating = android_dataset[\"Rating\"].str.isnumeric().value_counts()\n",
    "Price = android_dataset[\"Price\"].str.isnumeric().value_counts()\n",
    "Size = android_dataset[\"Size\"].str.isnumeric().value_counts()\n",
    "Installs = android_dataset[\"Installs\"].str.isnumeric().value_counts()\n",
    "\n",
    "### Display the frequency tables in a more readable format.\n",
    "\n",
    "pd.DataFrame(data = {'Reviews': Reviews, \n",
    "                     'Rating': Rating,\n",
    "                     'Price': Price,\n",
    "                     'Size': Size,\n",
    "                     'Installs': Installs\n",
    "                    }\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the summary above, only the `Reviews` column contain 100% numeric values.\n",
    "\n",
    "The other columns, i.e. `Rating`, `Price`, `Size`, `Installs` contain non-numeric values.\n",
    "\n",
    "Let's first take a look at `Size`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Varies with device    1695\n",
       "11M                    198\n",
       "12M                    196\n",
       "14M                    194\n",
       "13M                    191\n",
       "                      ... \n",
       "259k                     1\n",
       "454k                     1\n",
       "193k                     1\n",
       "903k                     1\n",
       "143k                     1\n",
       "Name: Size, Length: 461, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "android_dataset[\"Size\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### There are suffix characters \"M\" (Megabyte) and \"k\" (kilobyte) on the Size column.\n",
    "### Replace these characters with the appropriate values.\n",
    "\n",
    "\n",
    "android_dataset[\"Size\"] = android_dataset[\"Size\"].str.replace(\"k\", \"e+3\")\n",
    "android_dataset[\"Size\"] = android_dataset[\"Size\"].str.replace(\"M\", \"e+6\")\n",
    "\n",
    "\n",
    "### Replace the string \"Varies with device\" with null on the Size column.\n",
    "\n",
    "android_dataset[\"Size\"] = android_dataset[\"Size\"].replace(\"Varies with device\", np.nan)\n",
    "\n",
    "\n",
    "### Convert the Size column datatype to numeric.\n",
    "\n",
    "android_dataset[\"Size\"] = pd.to_numeric(android_dataset[\"Size\"])\n"
   ]
  },
  {
   "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",
       "      <td>234</td>\n",
       "      <td>TurboScan: scan documents and receipts in PDF</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11442</td>\n",
       "      <td>6800000.0</td>\n",
       "      <td>100,000+</td>\n",
       "      <td>Paid</td>\n",
       "      <td>$4.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>March 25, 2018</td>\n",
       "      <td>1.5.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>235</td>\n",
       "      <td>Tiny Scanner Pro: PDF Doc Scan</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.8</td>\n",
       "      <td>10295</td>\n",
       "      <td>39000000.0</td>\n",
       "      <td>100,000+</td>\n",
       "      <td>Paid</td>\n",
       "      <td>$4.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>April 11, 2017</td>\n",
       "      <td>3.4.6</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>290</td>\n",
       "      <td>TurboScan: scan documents and receipts in PDF</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11442</td>\n",
       "      <td>6800000.0</td>\n",
       "      <td>100,000+</td>\n",
       "      <td>Paid</td>\n",
       "      <td>$4.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>March 25, 2018</td>\n",
       "      <td>1.5.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>291</td>\n",
       "      <td>Tiny Scanner Pro: PDF Doc Scan</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.8</td>\n",
       "      <td>10295</td>\n",
       "      <td>39000000.0</td>\n",
       "      <td>100,000+</td>\n",
       "      <td>Paid</td>\n",
       "      <td>$4.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>April 11, 2017</td>\n",
       "      <td>3.4.6</td>\n",
       "      <td>3.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>427</td>\n",
       "      <td>Puffin Browser Pro</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>4</td>\n",
       "      <td>18247</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100,000+</td>\n",
       "      <td>Paid</td>\n",
       "      <td>$3.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Communication</td>\n",
       "      <td>July 5, 2018</td>\n",
       "      <td>7.5.3.20547</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               App       Category Rating  \\\n",
       "234  TurboScan: scan documents and receipts in PDF       BUSINESS    4.7   \n",
       "235                 Tiny Scanner Pro: PDF Doc Scan       BUSINESS    4.8   \n",
       "290  TurboScan: scan documents and receipts in PDF       BUSINESS    4.7   \n",
       "291                 Tiny Scanner Pro: PDF Doc Scan       BUSINESS    4.8   \n",
       "427                             Puffin Browser Pro  COMMUNICATION      4   \n",
       "\n",
       "    Reviews        Size  Installs  Type  Price Content Rating         Genres  \\\n",
       "234   11442   6800000.0  100,000+  Paid  $4.99       Everyone       Business   \n",
       "235   10295  39000000.0  100,000+  Paid  $4.99       Everyone       Business   \n",
       "290   11442   6800000.0  100,000+  Paid  $4.99       Everyone       Business   \n",
       "291   10295  39000000.0  100,000+  Paid  $4.99       Everyone       Business   \n",
       "427   18247         NaN  100,000+  Paid  $3.99       Everyone  Communication   \n",
       "\n",
       "       Last Updated  Current Ver Android Ver  \n",
       "234  March 25, 2018        1.5.2  4.0 and up  \n",
       "235  April 11, 2017        3.4.6  3.0 and up  \n",
       "290  March 25, 2018        1.5.2  4.0 and up  \n",
       "291  April 11, 2017        3.4.6  3.0 and up  \n",
       "427    July 5, 2018  7.5.3.20547  4.1 and up  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### For the Price column, there is a $ sign for non-free apps.\n",
    "### And on the Installs column, there is a + sign at the end.\n",
    "\n",
    "android_dataset[android_dataset[\"Type\"] != \"Free\"].head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10841 entries, 0 to 10840\n",
      "Data columns (total 13 columns):\n",
      "App               10841 non-null object\n",
      "Category          10841 non-null object\n",
      "Rating            9367 non-null float64\n",
      "Reviews           10841 non-null float64\n",
      "Size              9146 non-null float64\n",
      "Installs          10841 non-null float64\n",
      "Type              10840 non-null object\n",
      "Price             10841 non-null float64\n",
      "Content Rating    10841 non-null object\n",
      "Genres            10841 non-null object\n",
      "Last Updated      10841 non-null object\n",
      "Current Ver       10833 non-null object\n",
      "Android Ver       10839 non-null object\n",
      "dtypes: float64(5), object(8)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "### Remove the $ sign on the Price column, and remove the + sign and comma on the Installs column.\n",
    "\n",
    "android_dataset[\"Price\"] = android_dataset[\"Price\"].apply(lambda x: x.strip(\"$\"))\n",
    "android_dataset[\"Installs\"] = android_dataset[\"Installs\"].str.replace(\"+\", \"\").str.replace(\",\", \"\")\n",
    "\n",
    "### Convert the Price, Installs, Rating and Reviews columns' datatype to numeric.\n",
    "\n",
    "android_dataset[\"Price\"] = pd.to_numeric(android_dataset[\"Price\"])\n",
    "android_dataset[\"Installs\"] = android_dataset[\"Installs\"].astype(float)\n",
    "android_dataset[\"Rating\"] = pd.to_numeric(android_dataset[\"Rating\"])\n",
    "android_dataset[\"Reviews\"] = pd.to_numeric(android_dataset[\"Reviews\"])\n",
    "\n",
    "android_dataset.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "      <td>5308</td>\n",
       "      <td>AK Lodi Films</td>\n",
       "      <td>VIDEO_PLAYERS</td>\n",
       "      <td>4.9</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2100000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Video Players &amp; Editors</td>\n",
       "      <td>August 11, 2015</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>309</td>\n",
       "      <td>Truyện Vui Tý Quậy</td>\n",
       "      <td>COMICS</td>\n",
       "      <td>4.5</td>\n",
       "      <td>144.0</td>\n",
       "      <td>4700000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Comics</td>\n",
       "      <td>July 19, 2018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9807</td>\n",
       "      <td>ES File Explorer &amp; File Manager 2018</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>3.8</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2900000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>March 17, 2018</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223</td>\n",
       "      <td>sABN</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2287.0</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>March 26, 2018</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.2 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>385</td>\n",
       "      <td>Viber Messenger</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>4.3</td>\n",
       "      <td>11334973.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Communication</td>\n",
       "      <td>July 18, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3738</td>\n",
       "      <td>Topbuzz: Breaking News, Videos &amp; Funny GIFs</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.7</td>\n",
       "      <td>175110.0</td>\n",
       "      <td>25000000.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>News &amp; Magazines</td>\n",
       "      <td>August 6, 2018</td>\n",
       "      <td>6.7.3</td>\n",
       "      <td>4.0 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1896</td>\n",
       "      <td>Galaxy Attack: Alien Shooter</td>\n",
       "      <td>GAME</td>\n",
       "      <td>4.6</td>\n",
       "      <td>506593.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Arcade</td>\n",
       "      <td>August 1, 2018</td>\n",
       "      <td>5.66</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6554</td>\n",
       "      <td>Skater Boy</td>\n",
       "      <td>GAME</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1167143.0</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>100000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Arcade</td>\n",
       "      <td>September 20, 2017</td>\n",
       "      <td>1.18.35</td>\n",
       "      <td>4.1 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8485</td>\n",
       "      <td>e-Boks.dk</td>\n",
       "      <td>PRODUCTIVITY</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6752.0</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Productivity</td>\n",
       "      <td>March 21, 2018</td>\n",
       "      <td>3.5.2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>PakWheels: Buy &amp; Sell Cars</td>\n",
       "      <td>AUTO_AND_VEHICLES</td>\n",
       "      <td>4.4</td>\n",
       "      <td>15168.0</td>\n",
       "      <td>37000000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Auto &amp; Vehicles</td>\n",
       "      <td>July 27, 2018</td>\n",
       "      <td>10.0.2</td>\n",
       "      <td>4.2 and up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              App            Category  Rating  \\\n",
       "5308                                AK Lodi Films       VIDEO_PLAYERS     4.9   \n",
       "309                            Truyện Vui Tý Quậy              COMICS     4.5   \n",
       "9807         ES File Explorer & File Manager 2018               TOOLS     3.8   \n",
       "223                                          sABN            BUSINESS     4.4   \n",
       "385                               Viber Messenger       COMMUNICATION     4.3   \n",
       "...                                           ...                 ...     ...   \n",
       "3738  Topbuzz: Breaking News, Videos & Funny GIFs  NEWS_AND_MAGAZINES     4.7   \n",
       "1896                 Galaxy Attack: Alien Shooter                GAME     4.6   \n",
       "6554                                   Skater Boy                GAME     4.3   \n",
       "8485                                    e-Boks.dk        PRODUCTIVITY     3.2   \n",
       "81                     PakWheels: Buy & Sell Cars   AUTO_AND_VEHICLES     4.4   \n",
       "\n",
       "         Reviews        Size     Installs  Type  Price Content Rating  \\\n",
       "5308        23.0   2100000.0        100.0  Free    0.0       Everyone   \n",
       "309        144.0   4700000.0      10000.0  Free    0.0       Everyone   \n",
       "9807        24.0   2900000.0       5000.0  Free    0.0       Everyone   \n",
       "223       2287.0   1500000.0    1000000.0  Free    0.0       Everyone   \n",
       "385   11334973.0         NaN  500000000.0  Free    0.0       Everyone   \n",
       "...          ...         ...          ...   ...    ...            ...   \n",
       "3738    175110.0  25000000.0   10000000.0  Free    0.0     Mature 17+   \n",
       "1896    506593.0         NaN   10000000.0  Free    0.0       Everyone   \n",
       "6554   1167143.0  12000000.0  100000000.0  Free    0.0       Everyone   \n",
       "8485      6752.0   3300000.0    1000000.0  Free    0.0       Everyone   \n",
       "81       15168.0  37000000.0    1000000.0  Free    0.0       Everyone   \n",
       "\n",
       "                       Genres        Last Updated         Current Ver  \\\n",
       "5308  Video Players & Editors     August 11, 2015                 1.1   \n",
       "309                    Comics       July 19, 2018                 3.0   \n",
       "9807                    Tools      March 17, 2018                 1.1   \n",
       "223                  Business      March 26, 2018                 4.9   \n",
       "385             Communication       July 18, 2018  Varies with device   \n",
       "...                       ...                 ...                 ...   \n",
       "3738         News & Magazines      August 6, 2018               6.7.3   \n",
       "1896                   Arcade      August 1, 2018                5.66   \n",
       "6554                   Arcade  September 20, 2017             1.18.35   \n",
       "8485             Productivity      March 21, 2018               3.5.2   \n",
       "81            Auto & Vehicles       July 27, 2018              10.0.2   \n",
       "\n",
       "             Android Ver  \n",
       "5308          4.0 and up  \n",
       "309         4.0.3 and up  \n",
       "9807          4.2 and up  \n",
       "223           2.2 and up  \n",
       "385   Varies with device  \n",
       "...                  ...  \n",
       "3738          4.0 and up  \n",
       "1896          4.1 and up  \n",
       "6554          4.1 and up  \n",
       "8485        4.0.3 and up  \n",
       "81            4.2 and up  \n",
       "\n",
       "[100 rows x 13 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "android_dataset.sample(100)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the Android Apps Dataset - Removing Duplicates\n",
    "\n",
    "Let's take a look at the number of unique App names from the Android apps dataset.\n",
    "\n",
    "From the result below, we can see that there are 9660 unique Android app name, which means there are 10841 - 9660 = 1181 rows with duplicates in the dataset.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ROBLOX                                               9\n",
       "CBS Sports App - Scores, News, Stats & Watch Live    8\n",
       "Candy Crush Saga                                     7\n",
       "ESPN                                                 7\n",
       "Duolingo: Learn Languages Free                       7\n",
       "                                                    ..\n",
       "Czech Public Transport IDOS                          1\n",
       "2019 Tricks Es File Explores                         1\n",
       "El Nueve                                             1\n",
       "Advanced EX for FIAT                                 1\n",
       "Toy Guitar with songs for kids                       1\n",
       "Name: App, Length: 9660, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "android_dataset[\"App\"].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ROBLOX                                                9\n",
       "CBS Sports App - Scores, News, Stats & Watch Live     8\n",
       "Candy Crush Saga                                      7\n",
       "ESPN                                                  7\n",
       "Duolingo: Learn Languages Free                        7\n",
       "8 Ball Pool                                           7\n",
       "Nick                                                  6\n",
       "Helix Jump                                            6\n",
       "Temple Run 2                                          6\n",
       "Bubble Shooter                                        6\n",
       "Zombie Catchers                                       6\n",
       "Subway Surfers                                        6\n",
       "slither.io                                            6\n",
       "Bowmasters                                            6\n",
       "Bleacher Report: sports news, scores, & highlights    6\n",
       "Sniper 3D Gun Shooter: Free Shooting Games - FPS      6\n",
       "theScore: Live Sports Scores, News, Stats & Videos    5\n",
       "Angry Birds Classic                                   5\n",
       "Zombie Tsunami                                        5\n",
       "MLB At Bat                                            5\n",
       "MeetMe: Chat & Meet New People                        5\n",
       "Netflix                                               5\n",
       "Flow Free                                             5\n",
       "Viber Messenger                                       5\n",
       "BeautyPlus - Easy Photo Editor & Selfie Camera        5\n",
       "eBay: Buy & Sell this Summer - Discover Deals Now!    5\n",
       "Calorie Counter - MyFitnessPal                        5\n",
       "Granny                                                5\n",
       "Plants vs. Zombies FREE                               5\n",
       "Farm Heroes Saga                                      5\n",
       "Wish - Shopping Made Fun                              5\n",
       "TripAdvisor Hotels Flights Restaurants Attractions    5\n",
       "Yahoo Fantasy Sports - #1 Rated Fantasy App           5\n",
       "Skyscanner                                            5\n",
       "Shutterfly: Free Prints, Photo Books, Cards, Gifts    4\n",
       "Groupon - Shop Deals, Discounts & Coupons             4\n",
       "Name: App, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### These are some of the Android apps with duplicates.\n",
    "### One of them is \"Instagram\".\n",
    "\n",
    "android_dataset[\"App\"].value_counts().head(36)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
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       "      <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",
       "      <td>2545</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66577313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2604</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66577446.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2611</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66577313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3909</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66509917.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            App Category  Rating     Reviews  Size      Installs  Type  Price  \\\n",
       "2545  Instagram   SOCIAL     4.5  66577313.0   NaN  1.000000e+09  Free    0.0   \n",
       "2604  Instagram   SOCIAL     4.5  66577446.0   NaN  1.000000e+09  Free    0.0   \n",
       "2611  Instagram   SOCIAL     4.5  66577313.0   NaN  1.000000e+09  Free    0.0   \n",
       "3909  Instagram   SOCIAL     4.5  66509917.0   NaN  1.000000e+09  Free    0.0   \n",
       "\n",
       "     Content Rating  Genres   Last Updated         Current Ver  \\\n",
       "2545           Teen  Social  July 31, 2018  Varies with device   \n",
       "2604           Teen  Social  July 31, 2018  Varies with device   \n",
       "2611           Teen  Social  July 31, 2018  Varies with device   \n",
       "3909           Teen  Social  July 31, 2018  Varies with device   \n",
       "\n",
       "             Android Ver  \n",
       "2545  Varies with device  \n",
       "2604  Varies with device  \n",
       "2611  Varies with device  \n",
       "3909  Varies with device  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Let's take a look at the Instagram app.\n",
    "### From the data below, all the columns contain the same value, except the 'Reviews' columns.\n",
    "\n",
    "android_dataset[android_dataset[\"App\"] == \"Instagram\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For apps with duplicate data, we would retain the record with the highest number of reviews.\n",
    "The higher the number of reviews, the more recent the data should be, and the more reliable the ratings.\n",
    "\n",
    "Take for example the Instagram app, we would retain row 2604 and remove the other rows (2545, 2611, 3909).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Android apps dataset after dropping duplicates, number of rows and columns: (9660, 13)\n"
     ]
    }
   ],
   "source": [
    "### Before dropping duplicates, sort the dataset by the app name and the number of reviews.\n",
    "\n",
    "android_dataset.sort_values(by=['App', 'Reviews'], inplace=True)\n",
    "\n",
    "### Drop duplicates by retaining the last record, where it's the record with the highest number of reviews.\n",
    "\n",
    "android_dataset.drop_duplicates(['App'], keep='last', inplace=True)\n",
    "\n",
    "print(\"Android apps dataset after dropping duplicates, number of rows and columns:\", android_dataset.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
       "      <td>2604</td>\n",
       "      <td>Instagram</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.5</td>\n",
       "      <td>66577446.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+09</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            App Category  Rating     Reviews  Size      Installs  Type  Price  \\\n",
       "2604  Instagram   SOCIAL     4.5  66577446.0   NaN  1.000000e+09  Free    0.0   \n",
       "\n",
       "     Content Rating  Genres   Last Updated         Current Ver  \\\n",
       "2604           Teen  Social  July 31, 2018  Varies with device   \n",
       "\n",
       "             Android Ver  \n",
       "2604  Varies with device  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Let's verify and take a look at the Instagram app again after dropping duplicates.\n",
    "\n",
    "android_dataset[android_dataset[\"App\"] == \"Instagram\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cleaning the Android and Apple iOS Apps Dataset - Removing Non-English Apps\n",
    "\n",
    "Since we're only interested in analyzing English apps, we'll remove data for non-English apps.\n",
    "\n",
    "One way to go about this is to remove each app whose name contains a symbol that is not commonly used in English text — English text usually includes letters from the English alphabet, numbers composed of digits from 0 to 9, punctuation marks (., !, ?, ;, etc.), and other symbols (+, *, /, etc.).\n",
    "\n",
    "All these characters that are specific to English texts are encoded using the ASCII standard. Each ASCII character has a corresponding number between 0 and 127 associated with it, and we can take advantage of that to build a function that checks an app name and tells us whether it contains non-ASCII characters.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "### This is a user-defined function to check if the app name is in English.\n",
    "\n",
    "def is_english(string):\n",
    "    \n",
    "    for character in string:\n",
    "        \n",
    "        ### Use the built-in function ord() to check if the character value is more than 127.\n",
    "        ### English text is usually encoded using the ASCII standard and have ord between 0-127.\n",
    "        \n",
    "        if ord(character) > 127:\n",
    "            return False\n",
    "    \n",
    "    return True\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Applying the function above and store the returned result (True/False) in a new column.\n",
    "\n",
    "android_dataset[\"is_english\"] = android_dataset[\"App\"].apply(is_english)\n",
    "apple_dataset[\"is_english\"] = apple_dataset[\"track_name\"].apply(is_english)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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",
       "      <th>is_english</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>8884</td>\n",
       "      <td>\"i DT\" Fútbol. Todos Somos Técnicos.</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3600000.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Sports</td>\n",
       "      <td>October 7, 2017</td>\n",
       "      <td>0.22</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10252</td>\n",
       "      <td>1. FC Köln App</td>\n",
       "      <td>SPORTS</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>41000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Sports</td>\n",
       "      <td>July 20, 2018</td>\n",
       "      <td>1.13.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1997</td>\n",
       "      <td>1LINE – One Line with One Touch</td>\n",
       "      <td>GAME</td>\n",
       "      <td>4.6</td>\n",
       "      <td>214878.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Board</td>\n",
       "      <td>August 3, 2018</td>\n",
       "      <td>2.0.4</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3448</td>\n",
       "      <td>2018Emoji Keyboard 😂 Emoticons Lite -sticker&amp;gif</td>\n",
       "      <td>PERSONALIZATION</td>\n",
       "      <td>4.2</td>\n",
       "      <td>115773.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Personalization</td>\n",
       "      <td>May 22, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6344</td>\n",
       "      <td>3D DJ – DJ Mixer 2018</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>30000000.0</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>May 25, 2018</td>\n",
       "      <td>1.1.12</td>\n",
       "      <td>5.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6334</td>\n",
       "      <td>뽕티비 - 개인방송, 인터넷방송, BJ방송</td>\n",
       "      <td>VIDEO_PLAYERS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414.0</td>\n",
       "      <td>59000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>Video Players &amp; Editors</td>\n",
       "      <td>July 18, 2018</td>\n",
       "      <td>4.0.7</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4362</td>\n",
       "      <td>💎 I'm rich</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>3.8</td>\n",
       "      <td>718.0</td>\n",
       "      <td>26000000.0</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>March 11, 2018</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2575</td>\n",
       "      <td>💘 WhatsLov: Smileys of love, stickers and GIF</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>4.6</td>\n",
       "      <td>22098.0</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Social</td>\n",
       "      <td>July 24, 2018</td>\n",
       "      <td>4.2.4</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7559</td>\n",
       "      <td>📏 Smart Ruler ↔️ cm/inch measuring for homework!</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3200000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Tools</td>\n",
       "      <td>October 21, 2017</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.2 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>882</td>\n",
       "      <td>🔥 Football Wallpapers 4K | Full HD Backgrounds 😍</td>\n",
       "      <td>ENTERTAINMENT</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11661.0</td>\n",
       "      <td>4000000.0</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>July 14, 2018</td>\n",
       "      <td>1.1.3.2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>542 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    App         Category  \\\n",
       "8884               \"i DT\" Fútbol. Todos Somos Técnicos.           SPORTS   \n",
       "10252                                    1. FC Köln App           SPORTS   \n",
       "1997                    1LINE – One Line with One Touch             GAME   \n",
       "3448   2018Emoji Keyboard 😂 Emoticons Lite -sticker&gif  PERSONALIZATION   \n",
       "6344                              3D DJ – DJ Mixer 2018           FAMILY   \n",
       "...                                                 ...              ...   \n",
       "6334                            뽕티비 - 개인방송, 인터넷방송, BJ방송    VIDEO_PLAYERS   \n",
       "4362                                         💎 I'm rich        LIFESTYLE   \n",
       "2575      💘 WhatsLov: Smileys of love, stickers and GIF           SOCIAL   \n",
       "7559   📏 Smart Ruler ↔️ cm/inch measuring for homework!            TOOLS   \n",
       "882    🔥 Football Wallpapers 4K | Full HD Backgrounds 😍    ENTERTAINMENT   \n",
       "\n",
       "       Rating   Reviews        Size    Installs  Type   Price Content Rating  \\\n",
       "8884      NaN      27.0   3600000.0       500.0  Free    0.00       Everyone   \n",
       "10252     4.6    2019.0  41000000.0    100000.0  Free    0.00       Everyone   \n",
       "1997      4.6  214878.0  10000000.0  10000000.0  Free    0.00       Everyone   \n",
       "3448      4.2  115773.0         NaN  10000000.0  Free    0.00       Everyone   \n",
       "6344      4.3    6333.0  30000000.0   1000000.0  Free    0.00       Everyone   \n",
       "...       ...       ...         ...         ...   ...     ...            ...   \n",
       "6334      NaN     414.0  59000000.0    100000.0  Free    0.00     Mature 17+   \n",
       "4362      3.8     718.0  26000000.0     10000.0  Paid  399.99       Everyone   \n",
       "2575      4.6   22098.0  18000000.0   1000000.0  Free    0.00       Everyone   \n",
       "7559      4.0      19.0   3200000.0     10000.0  Free    0.00       Everyone   \n",
       "882       4.7   11661.0   4000000.0   1000000.0  Free    0.00       Everyone   \n",
       "\n",
       "                        Genres      Last Updated         Current Ver  \\\n",
       "8884                    Sports   October 7, 2017                0.22   \n",
       "10252                   Sports     July 20, 2018              1.13.0   \n",
       "1997                     Board    August 3, 2018               2.0.4   \n",
       "3448           Personalization      May 22, 2018  Varies with device   \n",
       "6344             Entertainment      May 25, 2018              1.1.12   \n",
       "...                        ...               ...                 ...   \n",
       "6334   Video Players & Editors     July 18, 2018               4.0.7   \n",
       "4362                 Lifestyle    March 11, 2018               1.0.0   \n",
       "2575                    Social     July 24, 2018               4.2.4   \n",
       "7559                     Tools  October 21, 2017                 1.0   \n",
       "882              Entertainment     July 14, 2018             1.1.3.2   \n",
       "\n",
       "        Android Ver  is_english  \n",
       "8884     4.1 and up       False  \n",
       "10252    4.4 and up       False  \n",
       "1997     4.1 and up       False  \n",
       "3448     4.1 and up       False  \n",
       "6344     5.0 and up       False  \n",
       "...             ...         ...  \n",
       "6334   4.0.3 and up       False  \n",
       "4362     4.4 and up       False  \n",
       "2575   4.0.3 and up       False  \n",
       "7559     4.2 and up       False  \n",
       "882    4.0.3 and up       False  \n",
       "\n",
       "[542 rows x 14 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview of the Android apps dataset that is returned as non-English apps using the function above.\n",
    "\n",
    "android_dataset[android_dataset[\"is_english\"] == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>id</th>\n",
       "      <th>track_name</th>\n",
       "      <th>size_bytes</th>\n",
       "      <th>currency</th>\n",
       "      <th>price</th>\n",
       "      <th>rating_count_tot</th>\n",
       "      <th>rating_count_ver</th>\n",
       "      <th>user_rating</th>\n",
       "      <th>user_rating_ver</th>\n",
       "      <th>ver</th>\n",
       "      <th>cont_rating</th>\n",
       "      <th>prime_genre</th>\n",
       "      <th>sup_devices.num</th>\n",
       "      <th>ipadSc_urls.num</th>\n",
       "      <th>lang.num</th>\n",
       "      <th>vpp_lic</th>\n",
       "      <th>is_english</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>284815942</td>\n",
       "      <td>Google – Search made just for mobile</td>\n",
       "      <td>179979264</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>479440</td>\n",
       "      <td>203</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17+</td>\n",
       "      <td>Utilities</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>466965151</td>\n",
       "      <td>The Sims™ FreePlay</td>\n",
       "      <td>695603200</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>446880</td>\n",
       "      <td>1832</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.29.0</td>\n",
       "      <td>12+</td>\n",
       "      <td>Games</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>543186831</td>\n",
       "      <td>8 Ball Pool™</td>\n",
       "      <td>86776832</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>416736</td>\n",
       "      <td>19076</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.9.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Games</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>297368629</td>\n",
       "      <td>Lose It! – Weight Loss Program and Calorie Cou...</td>\n",
       "      <td>182054912</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>373835</td>\n",
       "      <td>402</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>8.0.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>366247306</td>\n",
       "      <td>▻Sudoku</td>\n",
       "      <td>71002112</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>359832</td>\n",
       "      <td>17119</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>4+</td>\n",
       "      <td>Games</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7189</td>\n",
       "      <td>1070725569</td>\n",
       "      <td>【悲報】鬼ヶ島終了のお知らせ　-ゾンビ桃太郎が3Dすぎて鬼やばいwww-</td>\n",
       "      <td>147131392</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>12+</td>\n",
       "      <td>Games</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7190</td>\n",
       "      <td>1069789014</td>\n",
       "      <td>中学英文法総復習 パターンで覚える 瞬間英文法</td>\n",
       "      <td>22881280</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0.6</td>\n",
       "      <td>4+</td>\n",
       "      <td>Education</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7191</td>\n",
       "      <td>1069796800</td>\n",
       "      <td>Brain15 − 脳トレ 無料パズル −</td>\n",
       "      <td>8912896</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>12+</td>\n",
       "      <td>Games</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7193</td>\n",
       "      <td>1069830936</td>\n",
       "      <td>【謎解き】ヤミすぎ彼女からのメッセージ</td>\n",
       "      <td>16808960</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>9+</td>\n",
       "      <td>Book</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7196</td>\n",
       "      <td>977965019</td>\n",
       "      <td>みんなのお弁当 by クックパッド ~お弁当をレシピ付きで記録・共有~</td>\n",
       "      <td>51174400</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4.0</td>\n",
       "      <td>4+</td>\n",
       "      <td>Food &amp; Drink</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1490 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                                         track_name  \\\n",
       "24     284815942               Google – Search made just for mobile   \n",
       "26     466965151                                 The Sims™ FreePlay   \n",
       "31     543186831                                       8 Ball Pool™   \n",
       "42     297368629  Lose It! – Weight Loss Program and Calorie Cou...   \n",
       "46     366247306                                            ▻Sudoku   \n",
       "...          ...                                                ...   \n",
       "7189  1070725569               【悲報】鬼ヶ島終了のお知らせ　-ゾンビ桃太郎が3Dすぎて鬼やばいwww-   \n",
       "7190  1069789014                            中学英文法総復習 パターンで覚える 瞬間英文法   \n",
       "7191  1069796800                              Brain15 − 脳トレ 無料パズル −   \n",
       "7193  1069830936                                【謎解き】ヤミすぎ彼女からのメッセージ   \n",
       "7196   977965019                みんなのお弁当 by クックパッド ~お弁当をレシピ付きで記録・共有~   \n",
       "\n",
       "      size_bytes currency  price  rating_count_tot  rating_count_ver  \\\n",
       "24     179979264      USD   0.00            479440               203   \n",
       "26     695603200      USD   0.00            446880              1832   \n",
       "31      86776832      USD   0.00            416736             19076   \n",
       "42     182054912      USD   0.00            373835               402   \n",
       "46      71002112      USD   0.00            359832             17119   \n",
       "...          ...      ...    ...               ...               ...   \n",
       "7189   147131392      USD   0.00                 0                 0   \n",
       "7190    22881280      USD   1.99                 0                 0   \n",
       "7191     8912896      USD   0.00                 0                 0   \n",
       "7193    16808960      USD   0.00                 0                 0   \n",
       "7196    51174400      USD   0.00                 0                 0   \n",
       "\n",
       "      user_rating  user_rating_ver     ver cont_rating       prime_genre  \\\n",
       "24            3.5              4.0    27.0         17+         Utilities   \n",
       "26            4.5              4.0  5.29.0         12+             Games   \n",
       "31            4.5              4.5   3.9.1          4+             Games   \n",
       "42            4.0              4.5   8.0.2          4+  Health & Fitness   \n",
       "46            4.5              5.0     5.4          4+             Games   \n",
       "...           ...              ...     ...         ...               ...   \n",
       "7189          0.0              0.0   1.0.1         12+             Games   \n",
       "7190          0.0              0.0   1.0.6          4+         Education   \n",
       "7191          0.0              0.0     1.2         12+             Games   \n",
       "7193          0.0              0.0     1.2          9+              Book   \n",
       "7196          0.0              0.0   1.4.0          4+      Food & Drink   \n",
       "\n",
       "      sup_devices.num  ipadSc_urls.num  lang.num  vpp_lic  is_english  \n",
       "24                 37                4        33        1       False  \n",
       "26                 38                5        12        1       False  \n",
       "31                 38                5        10        1       False  \n",
       "42                 37                3         1        1       False  \n",
       "46                 40                5         7        1       False  \n",
       "...               ...              ...       ...      ...         ...  \n",
       "7189               40                4         1        1       False  \n",
       "7190               37                0        31        1       False  \n",
       "7191               38                0         1        1       False  \n",
       "7193               38                0         1        1       False  \n",
       "7196               37                0         1        1       False  \n",
       "\n",
       "[1490 rows x 17 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview of the Apple iOS apps dataset that is returned as non-English apps using the function above.\n",
    "\n",
    "apple_dataset[apple_dataset[\"is_english\"] == False]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the result above, we noticed that some English apps are incorrectly returned as non-English apps simply because they contain one or more symbol, punctuation marks, or Emoji.\n",
    "\n",
    "Example of English apps that uses Emoji or other symbols:\n",
    "- Docs To Go™ Free Office Suite\n",
    "- Instachat 😜\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ord for \" ™ \" is : 8482\n",
      "ord for \"😜\" is : 128540\n"
     ]
    }
   ],
   "source": [
    "### Let's check out the value of ord for the ™ symbol and the 😜 Emoji.\n",
    "\n",
    "print('ord for \" ™ \" is :', ord('™'))\n",
    "print('ord for \"😜\" is :', ord('😜'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To minimize the impact of data loss, we'll only remove an app if its name has more than three non-ASCII characters.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Improve the user-defined function to check if the app name is in English.\n",
    "### Only return False if there are more than 3 non-ASCII characters found.\n",
    "\n",
    "def is_english_improved(string):\n",
    "    \n",
    "    non_ascii_count = 0\n",
    "    \n",
    "    for char in string:\n",
    "        \n",
    "        ### Use the built-in function ord() to check if the character value is more than 127.\n",
    "        ### English texts usually encoded using the ASCII standard and have ord between 0-127.\n",
    "        \n",
    "        if ord(char) > 127:\n",
    "            non_ascii_count += 1\n",
    "            \n",
    "    if non_ascii_count > 3:    \n",
    "        return False\n",
    "    else:\n",
    "        return True\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "App Name   : Docs To Go™ Free Office Suite\n",
      "-> English : True\n",
      "\n",
      "\n",
      "App Name   : Instachat 😜\n",
      "-> English : True\n"
     ]
    }
   ],
   "source": [
    "### Testing the improved function to check if the 2 app names below is in English.\n",
    "\n",
    "print('App Name   : Docs To Go™ Free Office Suite')\n",
    "print('-> English :', is_english_improved('Docs To Go™ Free Office Suite'))\n",
    "\n",
    "print ('\\n')\n",
    "\n",
    "print('App Name   : Instachat 😜')\n",
    "print('-> English :', is_english_improved('Instachat 😜'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Let's apply the is_english_improved() function and update the returned result (True/False) to the last column.\n",
    "\n",
    "android_dataset[\"is_english\"] = android_dataset[\"App\"].apply(is_english_improved)\n",
    "apple_dataset[\"is_english\"] = apple_dataset[\"track_name\"].apply(is_english_improved)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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",
       "      <th>is_english</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>5266</td>\n",
       "      <td>AJ렌터카 법인 카셰어링</td>\n",
       "      <td>MAPS_AND_NAVIGATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27000000.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Maps &amp; Navigation</td>\n",
       "      <td>July 30, 2018</td>\n",
       "      <td>1.0.0.0</td>\n",
       "      <td>4.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5346</td>\n",
       "      <td>Al Quran Free - القرآن (Islam)</td>\n",
       "      <td>BOOKS_AND_REFERENCE</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>23000000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Books &amp; Reference</td>\n",
       "      <td>February 15, 2015</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.2 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5841</td>\n",
       "      <td>Ay Yıldız Duvar Kağıtları</td>\n",
       "      <td>PERSONALIZATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6500000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Personalization</td>\n",
       "      <td>December 10, 2017</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9971</td>\n",
       "      <td>AÖF Ev İdaresi 1. Sınıf</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11000000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>July 15, 2018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6417</td>\n",
       "      <td>BL 女性向け恋愛ゲーム◆ごくメン</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1901.0</td>\n",
       "      <td>8200000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>July 7, 2016</td>\n",
       "      <td>1.3.0</td>\n",
       "      <td>2.3.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6406</td>\n",
       "      <td>BL 女性向け恋愛ゲーム◆俺プリクロス</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3379.0</td>\n",
       "      <td>62000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>March 23, 2017</td>\n",
       "      <td>1.6.3</td>\n",
       "      <td>2.3.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6629</td>\n",
       "      <td>BQ-መጽሐፍ ቅዱሳዊ ጥያቄዎች</td>\n",
       "      <td>GAME</td>\n",
       "      <td>4.7</td>\n",
       "      <td>191.0</td>\n",
       "      <td>7200000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Trivia</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>4.1.2</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6729</td>\n",
       "      <td>BS Calendar / Patro / पात्रो</td>\n",
       "      <td>PRODUCTIVITY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>218.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Productivity</td>\n",
       "      <td>July 15, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7396</td>\n",
       "      <td>Bonjour 2017 Abidjan CI ❤❤❤❤❤</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>February 16, 2017</td>\n",
       "      <td>1.0.2.0</td>\n",
       "      <td>2.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7463</td>\n",
       "      <td>CK 初一 十五</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>153000.0</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>July 3, 2013</td>\n",
       "      <td>1.0.12</td>\n",
       "      <td>2.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6201</td>\n",
       "      <td>CSCS BG (в български)</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>2.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2100000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>3.99</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>March 23, 2017</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6165</td>\n",
       "      <td>Cъновник BG</td>\n",
       "      <td>BOOKS_AND_REFERENCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4100000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Books &amp; Reference</td>\n",
       "      <td>January 21, 2017</td>\n",
       "      <td>250</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8394</td>\n",
       "      <td>DG ग्राम / Digital Gram Panchayat</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.5</td>\n",
       "      <td>53.0</td>\n",
       "      <td>5900000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Teen</td>\n",
       "      <td>News &amp; Magazines</td>\n",
       "      <td>June 19, 2018</td>\n",
       "      <td>1.7</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8567</td>\n",
       "      <td>DM הפקות</td>\n",
       "      <td>PHOTOGRAPHY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Photography</td>\n",
       "      <td>October 14, 2017</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.2 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8994</td>\n",
       "      <td>DW فارسی By dw-arab.com</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4400000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>News &amp; Magazines</td>\n",
       "      <td>March 26, 2017</td>\n",
       "      <td>1.0.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9248</td>\n",
       "      <td>ECナビ×シュフー</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>7400000.0</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>June 7, 2018</td>\n",
       "      <td>1.0.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9317</td>\n",
       "      <td>EG SIM CARD (EGSIMCARD, 이지심카드)</td>\n",
       "      <td>BUSINESS</td>\n",
       "      <td>2.9</td>\n",
       "      <td>322.0</td>\n",
       "      <td>1500000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Business</td>\n",
       "      <td>March 28, 2017</td>\n",
       "      <td>2.13</td>\n",
       "      <td>2.2 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10098</td>\n",
       "      <td>Ey Sey Storytime រឿងនិទានតាឥសី</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>44000000.0</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>May 18, 2017</td>\n",
       "      <td>1.2.2</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9777</td>\n",
       "      <td>FAHREDDİN er-RÂZİ TEFSİRİ</td>\n",
       "      <td>BOOKS_AND_REFERENCE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Books &amp; Reference</td>\n",
       "      <td>March 19, 2018</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10763</td>\n",
       "      <td>FP Разбитый дисплей</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.5</td>\n",
       "      <td>922.0</td>\n",
       "      <td>552000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>September 20, 2014</td>\n",
       "      <td>1.1</td>\n",
       "      <td>1.6 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>710</td>\n",
       "      <td>Flame - درب عقلك يوميا</td>\n",
       "      <td>EDUCATION</td>\n",
       "      <td>4.6</td>\n",
       "      <td>56065.0</td>\n",
       "      <td>37000000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>July 26, 2018</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9934</td>\n",
       "      <td>I'm Rich/Eu sou Rico/أنا غني/我很有錢</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40000000.0</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>December 1, 2017</td>\n",
       "      <td>MONEY</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4324</td>\n",
       "      <td>L.POINT - 엘포인트 [ 포인트, 멤버십, 적립, 사용, 모바일 카드, 쿠폰,...</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>45224.0</td>\n",
       "      <td>49000000.0</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>August 1, 2018</td>\n",
       "      <td>6.5.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7290</td>\n",
       "      <td>Offline Jízdní řády CG Transit</td>\n",
       "      <td>MAPS_AND_NAVIGATION</td>\n",
       "      <td>4.6</td>\n",
       "      <td>7314.0</td>\n",
       "      <td>7000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Maps &amp; Navigation</td>\n",
       "      <td>September 7, 2017</td>\n",
       "      <td>3.1.4</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4550</td>\n",
       "      <td>RMEduS - 음성인식을 활용한 R 프로그래밍 실습 시스템</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>64000000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>July 17, 2018</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9211</td>\n",
       "      <td>RPG ブレイジング ソウルズ アクセレイト</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>3.4</td>\n",
       "      <td>159.0</td>\n",
       "      <td>3100000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>10.99</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Role Playing</td>\n",
       "      <td>April 26, 2018</td>\n",
       "      <td>2.12</td>\n",
       "      <td>2.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6415</td>\n",
       "      <td>SecondSecret ‐「恋を読む」BLノベルゲーム‐</td>\n",
       "      <td>GAME</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1563.0</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>June 29, 2017</td>\n",
       "      <td>1.3.6</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6805</td>\n",
       "      <td>Vip视频免费看-BT磁力搜索</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7900000.0</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>June 8, 2018</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7183</td>\n",
       "      <td>Билеты ПДД CD 2019 PRO</td>\n",
       "      <td>AUTO_AND_VEHICLES</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>16000000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Paid</td>\n",
       "      <td>1.49</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Auto &amp; Vehicles</td>\n",
       "      <td>July 27, 2018</td>\n",
       "      <td>1.49</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3750</td>\n",
       "      <td>РИА Новости</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.5</td>\n",
       "      <td>44274.0</td>\n",
       "      <td>8000000.0</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>News &amp; Magazines</td>\n",
       "      <td>August 6, 2018</td>\n",
       "      <td>4.0.6</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9308</td>\n",
       "      <td>أحداث وحقائق | خبر عاجل في اخبار العالم</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>4.8</td>\n",
       "      <td>311.0</td>\n",
       "      <td>14000000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone 10+</td>\n",
       "      <td>News &amp; Magazines</td>\n",
       "      <td>July 15, 2018</td>\n",
       "      <td>2.9.19a</td>\n",
       "      <td>4.2 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7751</td>\n",
       "      <td>الفاتحون Conquerors</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.5</td>\n",
       "      <td>108130.0</td>\n",
       "      <td>40000000.0</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Strategy</td>\n",
       "      <td>August 3, 2018</td>\n",
       "      <td>1.8.0</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4193</td>\n",
       "      <td>صور حرف H</td>\n",
       "      <td>ART_AND_DESIGN</td>\n",
       "      <td>4.4</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Art &amp; Design</td>\n",
       "      <td>March 27, 2018</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9117</td>\n",
       "      <td>لعبة تقدر تربح DZ</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>238.0</td>\n",
       "      <td>6800000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>November 18, 2016</td>\n",
       "      <td>6.0.0.0</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6006</td>\n",
       "      <td>বাংলা টিভি প্রো BD Bangla TV</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>14000000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>April 29, 2017</td>\n",
       "      <td>1.3</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9200</td>\n",
       "      <td>বাংলাflix</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1111.0</td>\n",
       "      <td>7300000.0</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>June 5, 2018</td>\n",
       "      <td>3.6.1</td>\n",
       "      <td>4.1 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1592</td>\n",
       "      <td>သိင်္ Astrology - Min Thein Kha BayDin</td>\n",
       "      <td>LIFESTYLE</td>\n",
       "      <td>4.7</td>\n",
       "      <td>2225.0</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>July 26, 2018</td>\n",
       "      <td>4.2.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6418</td>\n",
       "      <td>あなカレ【BL】無料ゲーム</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.7</td>\n",
       "      <td>6073.0</td>\n",
       "      <td>8500000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>February 25, 2018</td>\n",
       "      <td>4.2.2</td>\n",
       "      <td>2.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9466</td>\n",
       "      <td>パーリーゲイツ公式通販｜EJ STYLE（イージェイスタイル）</td>\n",
       "      <td>SHOPPING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9300000.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>November 16, 2017</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5513</td>\n",
       "      <td>中国語 AQリスニング</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>June 22, 2016</td>\n",
       "      <td>2.4.0</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10109</td>\n",
       "      <td>哈哈姆特不EY</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>NaN</td>\n",
       "      <td>239.0</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Communication</td>\n",
       "      <td>July 31, 2018</td>\n",
       "      <td>1.3.4</td>\n",
       "      <td>4.4 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5698</td>\n",
       "      <td>日本AV历史</td>\n",
       "      <td>BOOKS_AND_REFERENCE</td>\n",
       "      <td>4.1</td>\n",
       "      <td>215.0</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Teen</td>\n",
       "      <td>Books &amp; Reference</td>\n",
       "      <td>March 6, 2018</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9222</td>\n",
       "      <td>英漢字典 EC Dictionary</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>4.3</td>\n",
       "      <td>55408.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Education</td>\n",
       "      <td>January 8, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6420</td>\n",
       "      <td>감성학원 BL 첫사랑</td>\n",
       "      <td>COMICS</td>\n",
       "      <td>4.4</td>\n",
       "      <td>190.0</td>\n",
       "      <td>34000000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Everyone</td>\n",
       "      <td>Comics</td>\n",
       "      <td>November 17, 2017</td>\n",
       "      <td>3.2.1</td>\n",
       "      <td>3.0 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6334</td>\n",
       "      <td>뽕티비 - 개인방송, 인터넷방송, BJ방송</td>\n",
       "      <td>VIDEO_PLAYERS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414.0</td>\n",
       "      <td>59000000.0</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>Free</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Mature 17+</td>\n",
       "      <td>Video Players &amp; Editors</td>\n",
       "      <td>July 18, 2018</td>\n",
       "      <td>4.0.7</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     App             Category  \\\n",
       "5266                                       AJ렌터카 법인 카셰어링  MAPS_AND_NAVIGATION   \n",
       "5346                      Al Quran Free - القرآن (Islam)  BOOKS_AND_REFERENCE   \n",
       "5841                           Ay Yıldız Duvar Kağıtları      PERSONALIZATION   \n",
       "9971                             AÖF Ev İdaresi 1. Sınıf               FAMILY   \n",
       "6417                                   BL 女性向け恋愛ゲーム◆ごくメン               FAMILY   \n",
       "6406                                 BL 女性向け恋愛ゲーム◆俺プリクロス               FAMILY   \n",
       "6629                                  BQ-መጽሐፍ ቅዱሳዊ ጥያቄዎች                 GAME   \n",
       "6729                        BS Calendar / Patro / पात्रो         PRODUCTIVITY   \n",
       "7396                       Bonjour 2017 Abidjan CI ❤❤❤❤❤               FAMILY   \n",
       "7463                                            CK 初一 十五            LIFESTYLE   \n",
       "6201                               CSCS BG (в български)               FAMILY   \n",
       "6165                                         Cъновник BG  BOOKS_AND_REFERENCE   \n",
       "8394                   DG ग्राम / Digital Gram Panchayat   NEWS_AND_MAGAZINES   \n",
       "8567                                            DM הפקות          PHOTOGRAPHY   \n",
       "8994                             DW فارسی By dw-arab.com   NEWS_AND_MAGAZINES   \n",
       "9248                                           ECナビ×シュフー            LIFESTYLE   \n",
       "9317                      EG SIM CARD (EGSIMCARD, 이지심카드)             BUSINESS   \n",
       "10098                     Ey Sey Storytime រឿងនិទានតាឥសី               FAMILY   \n",
       "9777                           FAHREDDİN er-RÂZİ TEFSİRİ  BOOKS_AND_REFERENCE   \n",
       "10763                                FP Разбитый дисплей               FAMILY   \n",
       "710                               Flame - درب عقلك يوميا            EDUCATION   \n",
       "9934                   I'm Rich/Eu sou Rico/أنا غني/我很有錢            LIFESTYLE   \n",
       "4324   L.POINT - 엘포인트 [ 포인트, 멤버십, 적립, 사용, 모바일 카드, 쿠폰,...            LIFESTYLE   \n",
       "7290                      Offline Jízdní řády CG Transit  MAPS_AND_NAVIGATION   \n",
       "4550                   RMEduS - 음성인식을 활용한 R 프로그래밍 실습 시스템               FAMILY   \n",
       "9211                              RPG ブレイジング ソウルズ アクセレイト               FAMILY   \n",
       "6415                       SecondSecret ‐「恋を読む」BLノベルゲーム‐                 GAME   \n",
       "6805                                     Vip视频免费看-BT磁力搜索                TOOLS   \n",
       "7183                              Билеты ПДД CD 2019 PRO    AUTO_AND_VEHICLES   \n",
       "3750                                         РИА Новости   NEWS_AND_MAGAZINES   \n",
       "9308             أحداث وحقائق | خبر عاجل في اخبار العالم   NEWS_AND_MAGAZINES   \n",
       "7751                                 الفاتحون Conquerors               FAMILY   \n",
       "4193                                           صور حرف H       ART_AND_DESIGN   \n",
       "9117                                   لعبة تقدر تربح DZ               FAMILY   \n",
       "6006                        বাংলা টিভি প্রো BD Bangla TV               FAMILY   \n",
       "9200                                           বাংলাflix               FAMILY   \n",
       "1592              သိင်္ Astrology - Min Thein Kha BayDin            LIFESTYLE   \n",
       "6418                                       あなカレ【BL】無料ゲーム               FAMILY   \n",
       "9466                     パーリーゲイツ公式通販｜EJ STYLE（イージェイスタイル）             SHOPPING   \n",
       "5513                                         中国語 AQリスニング               FAMILY   \n",
       "10109                                            哈哈姆特不EY        COMMUNICATION   \n",
       "5698                                              日本AV历史  BOOKS_AND_REFERENCE   \n",
       "9222                                  英漢字典 EC Dictionary               FAMILY   \n",
       "6420                                         감성학원 BL 첫사랑               COMICS   \n",
       "6334                             뽕티비 - 개인방송, 인터넷방송, BJ방송        VIDEO_PLAYERS   \n",
       "\n",
       "       Rating   Reviews        Size   Installs  Type   Price Content Rating  \\\n",
       "5266      NaN       0.0  27000000.0       10.0  Free    0.00       Everyone   \n",
       "5346      4.7    1777.0  23000000.0    50000.0  Free    0.00       Everyone   \n",
       "5841      NaN       3.0   6500000.0      100.0  Free    0.00       Everyone   \n",
       "9971      NaN       2.0  11000000.0     1000.0  Free    0.00       Everyone   \n",
       "6417      4.2    1901.0   8200000.0   100000.0  Free    0.00     Mature 17+   \n",
       "6406      4.2    3379.0  62000000.0   100000.0  Free    0.00     Mature 17+   \n",
       "6629      4.7     191.0   7200000.0     5000.0  Free    0.00       Everyone   \n",
       "6729      4.2     218.0         NaN    50000.0  Free    0.00       Everyone   \n",
       "7396      NaN     235.0   3300000.0    10000.0  Free    0.00       Everyone   \n",
       "7463      4.0     294.0    153000.0    10000.0  Free    0.00       Everyone   \n",
       "6201      2.4       7.0   2100000.0      100.0  Paid    3.99       Everyone   \n",
       "6165      NaN      13.0   4100000.0     1000.0  Free    0.00       Everyone   \n",
       "8394      4.5      53.0   5900000.0    10000.0  Free    0.00           Teen   \n",
       "8567      NaN       2.0  10000000.0      100.0  Free    0.00       Everyone   \n",
       "8994      4.7      11.0   4400000.0     1000.0  Free    0.00       Everyone   \n",
       "9248      4.0     576.0   7400000.0    50000.0  Free    0.00       Everyone   \n",
       "9317      2.9     322.0   1500000.0    50000.0  Free    0.00       Everyone   \n",
       "10098     4.7    1327.0  44000000.0    10000.0  Free    0.00       Everyone   \n",
       "9777      NaN       9.0  20000000.0     1000.0  Free    0.00       Everyone   \n",
       "10763     4.5     922.0    552000.0    50000.0  Free    0.00       Everyone   \n",
       "710       4.6   56065.0  37000000.0  1000000.0  Free    0.00       Everyone   \n",
       "9934      NaN       0.0  40000000.0        0.0  Paid  399.99       Everyone   \n",
       "4324      4.0   45224.0  49000000.0  5000000.0  Free    0.00       Everyone   \n",
       "7290      4.6    7314.0   7000000.0   100000.0  Free    0.00       Everyone   \n",
       "4550      NaN       4.0  64000000.0        1.0  Free    0.00       Everyone   \n",
       "9211      3.4     159.0   3100000.0     1000.0  Paid   10.99           Teen   \n",
       "6415      4.4    1563.0  40000000.0    50000.0  Free    0.00           Teen   \n",
       "6805      NaN      20.0   7900000.0     1000.0  Free    0.00       Everyone   \n",
       "7183      NaN      21.0  16000000.0      100.0  Paid    1.49       Everyone   \n",
       "3750      4.5   44274.0   8000000.0  1000000.0  Free    0.00       Everyone   \n",
       "9308      4.8     311.0  14000000.0     5000.0  Free    0.00   Everyone 10+   \n",
       "7751      4.5  108130.0  40000000.0  5000000.0  Free    0.00           Teen   \n",
       "4193      4.4      13.0   4500000.0     1000.0  Free    0.00       Everyone   \n",
       "9117      4.2     238.0   6800000.0    10000.0  Free    0.00       Everyone   \n",
       "6006      4.3     193.0  14000000.0    10000.0  Free    0.00       Everyone   \n",
       "9200      4.2    1111.0   7300000.0   100000.0  Free    0.00       Everyone   \n",
       "1592      4.7    2225.0  15000000.0   100000.0  Free    0.00       Everyone   \n",
       "6418      4.7    6073.0   8500000.0   100000.0  Free    0.00     Mature 17+   \n",
       "9466      NaN       1.0   9300000.0      100.0  Free    0.00       Everyone   \n",
       "5513      NaN      21.0  17000000.0     5000.0  Free    0.00       Everyone   \n",
       "10109     NaN     239.0  18000000.0    10000.0  Free    0.00       Everyone   \n",
       "5698      4.1     215.0  30000000.0    10000.0  Free    0.00           Teen   \n",
       "9222      4.3   55408.0         NaN  1000000.0  Free    0.00       Everyone   \n",
       "6420      4.4     190.0  34000000.0    10000.0  Free    0.00       Everyone   \n",
       "6334      NaN     414.0  59000000.0   100000.0  Free    0.00     Mature 17+   \n",
       "\n",
       "                        Genres        Last Updated         Current Ver  \\\n",
       "5266         Maps & Navigation       July 30, 2018             1.0.0.0   \n",
       "5346         Books & Reference   February 15, 2015                 1.1   \n",
       "5841           Personalization   December 10, 2017               1.0.0   \n",
       "9971                 Education       July 15, 2018                 3.0   \n",
       "6417                Simulation        July 7, 2016               1.3.0   \n",
       "6406                Simulation      March 23, 2017               1.6.3   \n",
       "6629                    Trivia       July 31, 2018               4.1.2   \n",
       "6729              Productivity       July 15, 2018  Varies with device   \n",
       "7396             Entertainment   February 16, 2017             1.0.2.0   \n",
       "7463                 Lifestyle        July 3, 2013              1.0.12   \n",
       "6201                 Education      March 23, 2017                 1.0   \n",
       "6165         Books & Reference    January 21, 2017                 250   \n",
       "8394          News & Magazines       June 19, 2018                 1.7   \n",
       "8567               Photography    October 14, 2017                30.0   \n",
       "8994          News & Magazines      March 26, 2017               1.0.0   \n",
       "9248                 Lifestyle        June 7, 2018               1.0.2   \n",
       "9317                  Business      March 28, 2017                2.13   \n",
       "10098      Education;Education        May 18, 2017               1.2.2   \n",
       "9777         Books & Reference      March 19, 2018                 1.1   \n",
       "10763            Entertainment  September 20, 2014                 1.1   \n",
       "710                  Education       July 26, 2018                 3.3   \n",
       "9934                 Lifestyle    December 1, 2017               MONEY   \n",
       "4324                 Lifestyle      August 1, 2018               6.5.1   \n",
       "7290         Maps & Navigation   September 7, 2017               3.1.4   \n",
       "4550                 Education       July 17, 2018               1.0.1   \n",
       "9211              Role Playing      April 26, 2018                2.12   \n",
       "6415                 Adventure       June 29, 2017               1.3.6   \n",
       "6805                     Tools        June 8, 2018                 1.2   \n",
       "7183           Auto & Vehicles       July 27, 2018                1.49   \n",
       "3750          News & Magazines      August 6, 2018               4.0.6   \n",
       "9308          News & Magazines       July 15, 2018             2.9.19a   \n",
       "7751                  Strategy      August 3, 2018               1.8.0   \n",
       "4193              Art & Design      March 27, 2018                 2.0   \n",
       "9117                 Education   November 18, 2016             6.0.0.0   \n",
       "6006             Entertainment      April 29, 2017                 1.3   \n",
       "9200             Entertainment        June 5, 2018               3.6.1   \n",
       "1592                 Lifestyle       July 26, 2018               4.2.1   \n",
       "6418                Simulation   February 25, 2018               4.2.2   \n",
       "9466                  Shopping   November 16, 2017                 3.0   \n",
       "5513                 Education       June 22, 2016               2.4.0   \n",
       "10109            Communication       July 31, 2018               1.3.4   \n",
       "5698         Books & Reference       March 6, 2018                 1.2   \n",
       "9222                 Education     January 8, 2018  Varies with device   \n",
       "6420                    Comics   November 17, 2017               3.2.1   \n",
       "6334   Video Players & Editors       July 18, 2018               4.0.7   \n",
       "\n",
       "              Android Ver  is_english  \n",
       "5266           4.3 and up       False  \n",
       "5346           2.2 and up       False  \n",
       "5841           4.3 and up       False  \n",
       "9971           4.1 and up       False  \n",
       "6417         2.3.3 and up       False  \n",
       "6406         2.3.3 and up       False  \n",
       "6629           4.1 and up       False  \n",
       "6729   Varies with device       False  \n",
       "7396           2.0 and up       False  \n",
       "7463           2.1 and up       False  \n",
       "6201         4.0.3 and up       False  \n",
       "6165           4.0 and up       False  \n",
       "8394           4.0 and up       False  \n",
       "8567           3.2 and up       False  \n",
       "8994           4.1 and up       False  \n",
       "9248           4.0 and up       False  \n",
       "9317           2.2 and up       False  \n",
       "10098        4.0.3 and up       False  \n",
       "9777         4.0.3 and up       False  \n",
       "10763          1.6 and up       False  \n",
       "710            4.1 and up       False  \n",
       "9934           4.1 and up       False  \n",
       "4324           4.1 and up       False  \n",
       "7290           4.0 and up       False  \n",
       "4550           4.4 and up       False  \n",
       "9211           2.3 and up       False  \n",
       "6415           4.0 and up       False  \n",
       "6805           4.0 and up       False  \n",
       "7183           4.0 and up       False  \n",
       "3750           4.4 and up       False  \n",
       "9308           4.2 and up       False  \n",
       "7751           4.0 and up       False  \n",
       "4193         4.0.3 and up       False  \n",
       "9117           4.1 and up       False  \n",
       "6006           4.0 and up       False  \n",
       "9200           4.1 and up       False  \n",
       "1592         4.0.3 and up       False  \n",
       "6418           2.3 and up       False  \n",
       "9466         4.0.3 and up       False  \n",
       "5513           4.0 and up       False  \n",
       "10109          4.4 and up       False  \n",
       "5698           4.0 and up       False  \n",
       "9222   Varies with device       False  \n",
       "6420           3.0 and up       False  \n",
       "6334         4.0.3 and up       False  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview of the Android apps dataset that is returned as non-English apps using the improved function.\n",
    "\n",
    "android_dataset[android_dataset[\"is_english\"] == False]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>user_rating_ver</th>\n",
       "      <th>ver</th>\n",
       "      <th>cont_rating</th>\n",
       "      <th>prime_genre</th>\n",
       "      <th>sup_devices.num</th>\n",
       "      <th>ipadSc_urls.num</th>\n",
       "      <th>lang.num</th>\n",
       "      <th>vpp_lic</th>\n",
       "      <th>is_english</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>813</td>\n",
       "      <td>445375097</td>\n",
       "      <td>爱奇艺PPS -《欢乐颂2》电视剧热播</td>\n",
       "      <td>224617472</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14844</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3.3</td>\n",
       "      <td>17+</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1193</td>\n",
       "      <td>405667771</td>\n",
       "      <td>聚力视频HD-人民的名义,跨界歌王全网热播</td>\n",
       "      <td>90725376</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7446</td>\n",
       "      <td>8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0.8</td>\n",
       "      <td>12+</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1427</td>\n",
       "      <td>336141475</td>\n",
       "      <td>优酷视频</td>\n",
       "      <td>204959744</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4885</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.7.0</td>\n",
       "      <td>12+</td>\n",
       "      <td>Entertainment</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1518</td>\n",
       "      <td>425349261</td>\n",
       "      <td>网易新闻 - 精选好内容，算出你的兴趣</td>\n",
       "      <td>133134336</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4263</td>\n",
       "      <td>6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23.2</td>\n",
       "      <td>17+</td>\n",
       "      <td>News</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1595</td>\n",
       "      <td>387682726</td>\n",
       "      <td>淘宝 - 随时随地，想淘就淘</td>\n",
       "      <td>309673984</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3801</td>\n",
       "      <td>6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.7.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Shopping</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7189</td>\n",
       "      <td>1070725569</td>\n",
       "      <td>【悲報】鬼ヶ島終了のお知らせ　-ゾンビ桃太郎が3Dすぎて鬼やばいwww-</td>\n",
       "      <td>147131392</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0.1</td>\n",
       "      <td>12+</td>\n",
       "      <td>Games</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7190</td>\n",
       "      <td>1069789014</td>\n",
       "      <td>中学英文法総復習 パターンで覚える 瞬間英文法</td>\n",
       "      <td>22881280</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0.6</td>\n",
       "      <td>4+</td>\n",
       "      <td>Education</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7191</td>\n",
       "      <td>1069796800</td>\n",
       "      <td>Brain15 − 脳トレ 無料パズル −</td>\n",
       "      <td>8912896</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>12+</td>\n",
       "      <td>Games</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7193</td>\n",
       "      <td>1069830936</td>\n",
       "      <td>【謎解き】ヤミすぎ彼女からのメッセージ</td>\n",
       "      <td>16808960</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>9+</td>\n",
       "      <td>Book</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7196</td>\n",
       "      <td>977965019</td>\n",
       "      <td>みんなのお弁当 by クックパッド ~お弁当をレシピ付きで記録・共有~</td>\n",
       "      <td>51174400</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.4.0</td>\n",
       "      <td>4+</td>\n",
       "      <td>Food &amp; Drink</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1014 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                            track_name  size_bytes currency  \\\n",
       "813    445375097                   爱奇艺PPS -《欢乐颂2》电视剧热播   224617472      USD   \n",
       "1193   405667771                 聚力视频HD-人民的名义,跨界歌王全网热播    90725376      USD   \n",
       "1427   336141475                                  优酷视频   204959744      USD   \n",
       "1518   425349261                   网易新闻 - 精选好内容，算出你的兴趣   133134336      USD   \n",
       "1595   387682726                        淘宝 - 随时随地，想淘就淘   309673984      USD   \n",
       "...          ...                                   ...         ...      ...   \n",
       "7189  1070725569  【悲報】鬼ヶ島終了のお知らせ　-ゾンビ桃太郎が3Dすぎて鬼やばいwww-   147131392      USD   \n",
       "7190  1069789014               中学英文法総復習 パターンで覚える 瞬間英文法    22881280      USD   \n",
       "7191  1069796800                 Brain15 − 脳トレ 無料パズル −     8912896      USD   \n",
       "7193  1069830936                   【謎解き】ヤミすぎ彼女からのメッセージ    16808960      USD   \n",
       "7196   977965019   みんなのお弁当 by クックパッド ~お弁当をレシピ付きで記録・共有~    51174400      USD   \n",
       "\n",
       "      price  rating_count_tot  rating_count_ver  user_rating  user_rating_ver  \\\n",
       "813    0.00             14844                 0          4.0              0.0   \n",
       "1193   0.00              7446                 8          4.0              4.5   \n",
       "1427   0.00              4885                 0          3.5              0.0   \n",
       "1518   0.00              4263                 6          4.5              1.0   \n",
       "1595   0.00              3801                 6          4.0              4.0   \n",
       "...     ...               ...               ...          ...              ...   \n",
       "7189   0.00                 0                 0          0.0              0.0   \n",
       "7190   1.99                 0                 0          0.0              0.0   \n",
       "7191   0.00                 0                 0          0.0              0.0   \n",
       "7193   0.00                 0                 0          0.0              0.0   \n",
       "7196   0.00                 0                 0          0.0              0.0   \n",
       "\n",
       "        ver cont_rating    prime_genre  sup_devices.num  ipadSc_urls.num  \\\n",
       "813   6.3.3         17+  Entertainment               38                5   \n",
       "1193  5.0.8         12+  Entertainment               24                4   \n",
       "1427  6.7.0         12+  Entertainment               38                0   \n",
       "1518   23.2         17+           News               37                4   \n",
       "1595  6.7.2          4+       Shopping               37                1   \n",
       "...     ...         ...            ...              ...              ...   \n",
       "7189  1.0.1         12+          Games               40                4   \n",
       "7190  1.0.6          4+      Education               37                0   \n",
       "7191    1.2         12+          Games               38                0   \n",
       "7193    1.2          9+           Book               38                0   \n",
       "7196  1.4.0          4+   Food & Drink               37                0   \n",
       "\n",
       "      lang.num  vpp_lic  is_english  \n",
       "813          3        1       False  \n",
       "1193         1        1       False  \n",
       "1427         2        1       False  \n",
       "1518         2        1       False  \n",
       "1595         1        1       False  \n",
       "...        ...      ...         ...  \n",
       "7189         1        1       False  \n",
       "7190        31        1       False  \n",
       "7191         1        1       False  \n",
       "7193         1        1       False  \n",
       "7196         1        1       False  \n",
       "\n",
       "[1014 rows x 17 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Preview of the Apple iOS apps dataset that is returned as non-English apps using the improved function.\n",
    "\n",
    "apple_dataset[apple_dataset[\"is_english\"] == False]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have gotten a fairly accurate result above, let's filter our datasets to contain only English apps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Android apps (English), number of rows and columns: (9615, 14)\n",
      "Apple apps (English), number of rows and columns: (6183, 17)\n"
     ]
    }
   ],
   "source": [
    "android_english = android_dataset[android_dataset[\"is_english\"] == True].copy()\n",
    "apple_english = apple_dataset[apple_dataset[\"is_english\"] == True].copy()\n",
    "\n",
    "print(\"Android apps (English), number of rows and columns:\", android_english.shape)\n",
    "print(\"Apple apps (English), number of rows and columns:\", apple_english.shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identifying English apps that are free"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free    8864\n",
       "Paid     750\n",
       "NaN        1\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### For Android apps (English), there's a missing value for the Type column.\n",
    "\n",
    "android_english[\"Type\"].value_counts(dropna=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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",
       "      <th>is_english</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>9148</td>\n",
       "      <td>Command &amp; Conquer: Rivals</td>\n",
       "      <td>FAMILY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Everyone 10+</td>\n",
       "      <td>Strategy</td>\n",
       "      <td>June 28, 2018</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>Varies with device</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            App Category  Rating  Reviews  Size  Installs  \\\n",
       "9148  Command & Conquer: Rivals   FAMILY     NaN      0.0   NaN       0.0   \n",
       "\n",
       "     Type  Price Content Rating    Genres   Last Updated         Current Ver  \\\n",
       "9148  NaN    0.0   Everyone 10+  Strategy  June 28, 2018  Varies with device   \n",
       "\n",
       "             Android Ver  is_english  \n",
       "9148  Varies with device        True  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Let's view the record with this missing value.\n",
    "\n",
    "android_english[android_english[\"Type\"].isnull()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Free    8865\n",
       "Paid     750\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Since the price is 0, let's update the Type to \"Free\" for this record. \n",
    "\n",
    "android_english.loc[android_english[\"Type\"].isnull(), \"Type\"] = \"Free\"\n",
    "\n",
    "android_english[\"Type\"].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of free and paid apps\n",
      "               Free  Paid\n",
      "Apple Apps    3222  2961\n",
      "Android Apps  8865   750\n",
      "\n",
      "\n",
      "Percentage of free and paid apps\n",
      "                Free   Paid\n",
      "Apple Apps    52.11  47.89\n",
      "Android Apps  92.20   7.80\n"
     ]
    }
   ],
   "source": [
    "### The Android apps dataset already has a column called \"Type\" to classify free/paid apps.\n",
    "### The Apple iOS apps dataset does not have this column, hence we will create it here.\n",
    "\n",
    "apple_english[\"Type\"] = apple_english[\"price\"].apply(lambda p: \"Free\" if p==0 else \"Paid\")\n",
    "\n",
    "#Below alternative codes can also be used.\n",
    "#apple_english.loc[apple_english[\"price\"] == 0, \"Type\"] = \"Free\"\n",
    "#apple_english.loc[apple_english[\"price\"] > 0, \"Type\"] = \"Paid\"\n",
    "\n",
    "### Generate the absolute frequencies.\n",
    "\n",
    "Apple_Apps = apple_english[\"Type\"].value_counts()\n",
    "Android_Apps = android_english[\"Type\"].value_counts()\n",
    "\n",
    "free_and_paid = pd.DataFrame(data = {'Apple Apps': Apple_Apps, \n",
    "                                     'Android Apps': Android_Apps\n",
    "                    \n",
    "                                    }\n",
    "                            )\n",
    "\n",
    "free_and_paid = free_and_paid.transpose()\n",
    "print(\"Number of free and paid apps\\n\", free_and_paid)\n",
    "print(\"\\n\")\n",
    "\n",
    "### Generate the relative frequency (percentage).\n",
    "\n",
    "Apple_Apps_pct = round(apple_english[\"Type\"].value_counts(normalize = True) * 100, 2)\n",
    "Android_Apps_pct = round(android_english[\"Type\"].value_counts(normalize = True) * 100, 2)\n",
    "\n",
    "free_and_paid_pct = pd.DataFrame(data = {'Apple Apps': Apple_Apps_pct, \n",
    "                                     'Android Apps': Android_Apps_pct\n",
    "                    \n",
    "                                    }\n",
    "                            )\n",
    "\n",
    "free_and_paid_pct = free_and_paid_pct.transpose()\n",
    "print(\"Percentage of free and paid apps\\n\", free_and_paid_pct)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NGmVZf+bMGQIDA3FxcWHnzp3Mnj2bhQsXsmjRIkuZpKQknnvuOQYMGEB8fLzlHSB6jl5EROTOdMNPLdWrV4+wsDCeeuop4GJvTLNmzXj++ectb/DMy8vD09OTt956i2HDhnHo0CF8fHzYtm2b5YVZCQkJ+Pv7k5ycjKenJytWrGD69OkcPnzYEpbmzJnDypUrSU1Nxc7OjmHDhnHq1Cn+9a9/WeoTEBBAnTp1WLFihU0+EBERETGOW35qKS0tjYyMDLp27WpZZm9vj6+vr2Xa5aSkJKpVq2b1hs/27dvj4OBgVaZDhw5WPT7dunUjPT2dtLQ0AJKTk62OU1imuOmdRUREpPy75UG5whf+OTs7Wy13dnYmPT0duPhCLCcnJ6sbmezs7KhTp47lZVmZmZlF3nxauM/MzEwaNmxIRkZGsce50ssICx05cuQmzkxEbOFWJyaTknXkyBFdo3LgTr6ONru76PK7rc1mc5HgcrlrlSm80fdaZa51p3d5vrh38pe3vNA1FBG5ebc8tGQymYCiryHPysqy9J64uLiQlZVl9QSS2WzmxIkTVmWK2wf8r2fGZDJd9TgiIiJyZ7nlIOPh4YHJZLJ6Y2l+fj4JCQmWe2K8vb3JyckhKSnJUiYpKYnc3FyrMgkJCeTn51vKxMXF4ebmhoeHB3DxjciXvxk1Li7O6t4bERERuXNcV5DJyckhJSWFlJQUCgoK+PXXX0lJSeHYsWPY2dkxevRoIiIiiI2NJTU1laCgIBwcHOjfvz8ATZs2pXv37gQHB5OcnExSUhLBwcH06NHD0qXev39/7O3tCQoKIjU1ldjYWCIiIggKCrIMHb3wwgvs2rWLefPmcfjwYebNm0d8fDyjR48uoY9HREREbmfX9fh1fHx8sVMnP/HEE0RGRmI2m5k9ezb//Oc/yc7Opm3btoSHh+Pl5WUpe+rUKSZPnszWrVsB8Pf3JywszPJqdLg4Id7EiRP55ptvcHR0ZNiwYUyePNnqHpjNmzczc+ZMfv75Z+655x5ee+21m34/RW5uLufPn7+pbW8XZ86cKfaNqSXNwcFBEzjZiO6RuX579uxh4cKFfPfdd6Snp7N48WLLVBCApS1avXq1VVvUvHlzS5ns7GwmTZrEtm3bAOjZs2eRtuhOou9f+XAnX8c79u3Xf/31F+fPn8fBwaGsq3JL8vPzqVq1aqke02w2k52dTfXq1RVmbOBOboBu1Geffca+ffto3bo1L7zwAuHh4VZBJiIigvDwcBYvXoynpydhYWHs27eP5ORkqlevDlzs/f31119ZsGABdnZ2vPjii3h4eLBhw4ayOq0ype9f+XAnX8c79u3X+fn53H333WVdDUOys7PD0dGR3Nzcsq6K3GEeeeQR3njjDQICAqhQwbr5MpvNREZGMmHCBAICAvDy8iIyMpKcnByio6MBOHToEDt27CAiIgIfHx+8vb2ZP38+27dv1zQNIgZ1xwYZKP6RcLk++uzkdmOryTlFxFg0LiBymWpDu5Tq8R4o1aNdlLP6izI4asmy1eScxSmt3poHZj5fKsexOmYpH+8/ry0r5SOWPl1H27vasJmCjIiUK7aYnPNyd+q9ByVBn2X5cDtdxzt6aElEyg9bTc4pIsaiHplLOK76rVSPlz2s3g1vM3r0aNavX19k+a5du2jVqpUtqiViSJdOztmmTRvgf5NzzpgxA7CenLPwPpnLJ+cUEWNRkDGgLl26sGTJEuDiY+RVqlTBycmpSLm///6bypUrl3b1REpMTk4OP/74I4DV5Jy1atWiQYMGjB49mrlz5+Lp6UmTJk0IDw+/4uScCxYswGw2F5mcU0SMRUNLBlSlShVMJhMmkwkXFxdMJhOVKlWiZ8+ehISE8Morr9C4cWN69+4NXJwAbNy4cTRp0oQGDRrQu3dvvv32W6t9JiQk4O/vj6urK15eXkycOJGzZ8+WxemJXNF//vMf/vGPf/CPf/yDvLw8Zs2axT/+8Q/eeecdAMaPH09QUBAhISH4+flx/PhxYmJiLHPIACxbtoyWLVvSt29f+vXrR8uWLS1/GIiI8ahHppxZv349zz33HNu2baOgoICCggIGDBiAk5MTUVFR1KhRg3Xr1vH444/z1Vdf4eLiQkpKCv369eO1115j0aJFnDx5kilTpjB+/HhWrlxZ1qckYtGpUyeys7OvuN7Ozo6pU6cyderUK5apVasWS5cuLYnqiUgZUJAxoB07dlCv3sX7a8xmM76+vpYJv+655x7L/QAAO3fu5NChQxw5coQqVaoA8MYbb7B161Y2btzI2LFjeffddxk4cCBBQUEANG7cmPDwcPz8/Jg7dy61atUq5TMUERG5PgoyBuTr68uCBQuAi/fI1KxZ07LugQesZxP49ttvycnJoVGjRlbL8/Pz+fnnny1lfvnlF6KioizrC5/q+OmnnxRkRETktqUgY0B33323JZhc/q6ly1+7UFBQgKurK5988kmR/RS+bLKgoIBnn32WF154oUiZunXr2rLqIiIiNqUgU861bt2ajIwMKlasiIeHxxXLfP/990V6bURERG53emqpnOvWrRtt27blqaee4t///jdpaWkkJSXx9ttvW94tExwcTFJSEhMnTiQlJYUff/yRrVu3EhwcXMa1FxERuTr1yJRzFSpUIDo6mrfeeouxY8eSlZWFi4sL7du3t8yE2qpVK7Zs2cLMmTPp1asXZrMZDw8PHn/88TKuvYiIyNXZZWdnm69drPw5ffq01U2yRnX5PTKlqbx8hpcr7ZdGloXy+NLI8kDfvfJB17F0aWhJREREDEtBRkRERAxLQUZEREQMSzf7ilymUpd1ZV2FEnflSf5F5FapDSld6pERERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkLnDzJo1iw4dOly1TEhICL179y6lGomIiNw8PX59idKeVvpmpngePXo069evB6BSpUrUrVuXxx9/nKlTp+Lg4HDN7ceNG8eoUaNu+LgiIiK3IwUZA+rSpQtLlizh3Llz7Nq1i5dffpk///yTefPmXXPbatWqlUINRURESoeGlgyoSpUqmEwm6tevT9++fRkwYABbtmzhwoULjB07llatWuHq6kqbNm1YsGABBQUFlm0vH1q6cOECr732Gh4eHnh4eDBlyhQuXLhQFqclIiJywxRkyoGqVaty7tw5CgoKcHNz45///CeJiYm8/vrrzJ07l7Vr115x20WLFrFmzRoiIiL4/PPPuXDhAlFRUaVYexERkZunoSWD++abb4iOjqZz587cddddvPrqq5Z1Hh4efPfdd3z00UcMGTKk2O0jIyN58cUXCQwMBCA0NJSdO3eWSt1FRERulYKMAe3YsYN69epx/vx5zp07R69evQgLCwNg5cqVrFmzhmPHjpGfn8+5c+do0KBBsfs5ffo0x48f58EHH7Qsq1ChAm3btuW3334rlXMRERG5FQoyBuTr68uCBQuoVKkStWrVonr16gDExMQwdepU3nrrLby9valRowbLli3jk08+KeMai4iIlAwFGQO6++67adSoEQD5+fmW5QkJCbRt25aRI0dalv30009X3E/NmjVxdXXlq6++onPnzgCYzWa++eYbTCZTCdVeRETEdhRkypEmTZqwfv16Pv/8cxo1asRHH33E3r17qVmz5hW3eeGFF5g3bx5NmjTBy8uL5cuXk5GRoSAjIiKGYJOnli5cuMDMmTNp1aoVJpOJVq1aMXPmTM6fP28pYzabmTVrFs2aNcPV1ZXevXtz8OBBq/1kZ2czcuRI3N3dcXd3Z+TIkWRnZ1uVOXDgAL169cLV1ZXmzZsTGhqK2Wy2xWkY3rBhw+jTpw8jRozAz8+PX375hTFjxlx1m7Fjx/LUU08xbtw4unXrRkFBAQMGDCilGouIiNwau+zs7FtOAXPnzmXhwoVERkbi5eXFgQMHGD16NGPGjGHSpEkAREREEB4ezuLFi/H09CQsLIx9+/aRnJxsucejf//+/PrrryxYsAA7OztefPFFPDw82LBhAwBnzpyhXbt2+Pr6MmnSJI4cOcKYMWOYPHky48aNu6E6nz59+qo9FUaRn59P1apVy+TY5eUzvJzjqvJ/o3P2sHplXQUpRmnPLl4WbmZGc6NRG1K6bDK0lJSURM+ePfH39wcuPvbr7+/P119/DVzsjYmMjGTChAkEBAQAFx/79fT0JDo6mmHDhnHo0CF27NjBtm3b8PHxAWD+/Pn4+/tz5MgRPD09iYqKIi8vj8jISOzt7fHy8uLw4cO89957jB07Fjs7O1ucjoiIiBiETYaW2rdvz+7duzl8+DAA33//PfHx8Tz88MMApKWlkZGRQdeuXS3b2Nvb4+vrS2JiInAxDFWrVs0SYgr36+DgYFWmQ4cO2NvbW8p069aN9PR00tLSbHEqIiIiYiA26ZGZMGECOTk5+Pj4ULFiRc6fP8/EiRMZMWIEABkZGQA4Oztbbefs7Ex6ejoAmZmZODk5WfWq2NnZUadOHTIzMy1l6tatW2QfhesaNmxYbP2OHDlSZFnVqlWpUqXKTZzt7efSJ5dK05kzZyzXpny5u6wrUOKK+50oKZ6enqV2LBG589gkyMTExPDhhx+yfPlymjVrxv79+5kyZQru7u5WM8pePvRjNpuLBJfLXatM4Y2+VxtWKq4hPX36dJndW2JLZXmPTI0aNa442Z6h7S7/49sKFyJSXtgkyLzxxhuMHTuWfv36AdCiRQuOHTvG/PnzGTJkiOVR3szMTOrXr2/ZLisry9Kj4uLiQlZWllVwMZvNnDhxwqrM5T0AWVlZQNHeHhERESn/bHKPzJ9//knFihWtllWsWNHy1mUPDw9MJhNxcXGW9fn5+SQkJFjuifH29iYnJ4ekpCRLmaSkJHJzc63KJCQkWA2lxMXF4ebmhoeHxw3XW49t3zx9dnI7stVUECJiHDYJMj179iQiIoLt27eTlpbGxx9/zOLFi3n00UeBi8M+o0ePJiIigtjYWFJTUwkKCsLBwYH+/fsD0LRpU7p3705wcDDJyckkJSURHBxMjx49LN3g/fv3x97enqCgIFJTU4mNjSUiIoKgoKAbfmKpatWq/Pnnn7Y4/TuO2WwmOzsbBweHsq6KiJWIiAiWL19OaGgoSUlJzJ49m2XLljFv3jxLmQULFrB48WLLC1KdnZ0JDAzk7NmzZVhzEblZNhlaCgsL4+233+bll18mKysLk8nE0KFDLXPIAIwfP568vDxCQkLIzs6mbdu2xMTEWOaQAVi2bBmTJ0+mb9++APj7+1tehggXp9TftGkTEydOxM/PD0dHR8aMGcPYsWNvuM5VqlTh/PnznD59+hbOvOydOXOGGjVqlPpxq1evTqVKmhhabi+2mApCRIzFJhPiSdkpnGNHbEeTWRnX/PnzWbFiBTExMdx77718//339OvXj+DgYEaMGMHPP//M/fffz86dO2nTpo1lu4EDB1K7dm3+7//+rwxrrwnxygu1IaVLf1KLSLlhi6kgRMRYFGREpNyw1VQQlyuteXceKJWjlK3SnMOo7GguKlu72siDgoyIlBu2mAqiOBq+tZ074rPUXFSlyiZPLYmI3A5sMRWEiBiLemREpNwonArCw8ODZs2akZKSwuLFixk8eDDwv6kg5s6di6enJ02aNCE8PNxqKggRMRYFGREpN2w1FYSIGIcevzY4PX5te3p0UsqKHr8uH9SGlC7dIyMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGpSAjIiIihqUgIyIiIoalICMiIiKGVclWOzp+/DjTp0/n888/Jycnh4YNGzJ37lw6duwIgNlsZvbs2axevZrs7Gzatm1LeHg4zZs3t+wjOzubSZMmsW3bNgB69uxJWFgYjo6OljIHDhwgJCSEb775hlq1avHss88yadIk7OzsbHUqN63a0K5XYKIAABxuSURBVC6lfswHSvl4Oau/KOUjioiIXJlNemSys7Pp0aMHZrOZjRs3kpiYSFhYGM7OzpYyCxYsYPHixYSGhrJz506cnZ0JDAzk7NmzljIjRowgJSWFqKgooqOjSUlJYdSoUZb1Z86cITAwEBcXF3bu3Mns2bNZuHAhixYtssVpiIiIiMHYpEfm3XffxdXVlSVLlliWNWzY0PKz2WwmMjKSCRMmEBAQAEBkZCSenp5ER0czbNgwDh06xI4dO9i2bRs+Pj4AzJ8/H39/f44cOYKnpydRUVHk5eURGRmJvb09Xl5eHD58mPfee4+xY8feFr0yIiIiUnps0iOzZcsW2rZty7Bhw2jSpAkdO3Zk6dKlmM1mANLS0sjIyKBr166Wbezt7fH19SUxMRGApKQkqlWrZgkxAO3bt8fBwcGqTIcOHbC3t7eU6datG+np6aSlpdniVERERMRAbBJkfv75Z1asWEHDhg356KOPeOGFF3jzzTdZtmwZABkZGQBWQ02F/87MzAQgMzMTJycnq14VOzs76tSpY1WmuH0UrhMREZE7i02GlgoKCnjggQeYNm0aAK1bt+bHH39k+fLljBw50lLu8qEfs9lcJLhc7lplCnt9rjasdOTIkRs4m5tX2jfeloXS+izL1t1lXYESV5rX0dPTs9SOJSJ3HpsEGZPJRNOmTa2W3Xvvvfz666+W9XCx16R+/fqWMllZWZYeFRcXF7KysqyCi9ls5sSJE1ZlLu95ycrKAor29lxKDant3BGf5e7fyroGJa48X0dbPEEpIsZhk6Gl9u3bc/ToUatlR48epUGDBgB4eHhgMpmIi4uzrM/PzychIcFyT4y3tzc5OTkkJSVZyiQlJZGbm2tVJiEhgfz8fEuZuLg43Nzc8PDwsMWpiIiB2eoJShExDpsEmaCgIJKTkwkPD+fHH3/kX//6F0uXLmXEiBHAxWGf0aNHExERQWxsLKmpqQQFBeHg4ED//v0BaNq0Kd27dyc4OJjk5GSSkpIIDg6mR48elr8e+/fvj729PUFBQaSmphIbG0tERARBQUF6YklErJ6gbNu2LQ0bNqRz586WHuPLn6D08vIiMjKSnJwcoqOjy7j2InIzbBJk2rRpw7p169i0aRMdOnTgrbfe4pVXXrEEGYDx48cTFBRESEgIfn5+HD9+nJiYGKpXr24ps2zZMlq2bEnfvn3p168fLVu2tHqku2bNmmzatIn09HT8/PwICQlhzJgxjB071hanISIGZ4snKEXEWGw2s2+PHj3o0aPHFdfb2dkxdepUpk6desUytWrVYunSpVc9TosWLdi6detN11NEyq/CJyiDgoKYMGEC+/fvZ/LkyQCMHDnyqk9QpqenX3G/emDAdvTAQPlQ2tfxavf12SzIiIiUNVs9QXm58nxzdGm7Iz5LPTBQqvTSSBEpN27kCcpLXfoEpYgYi4KMiJQbtniCUkSMRUFGRMoNWzxBKSLGontkRKTcKHyCcsaMGcyZM4f69esX+wRlXl4eISEhlgnxLn+CUkSMQ0FGRMoVWzxBKSLGoaElERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsvWtJROQ2UanLurKuQonLLusKSLmjHhkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETGsEgkyc+fOxdHRkZCQEMsys9nMrFmzaNasGa6urvTu3ZuDBw9abZednc3IkSNxd3fH3d2dkSNHkp2dbVXmwIED9OrVC1dXV5o3b05oaChms7kkTkNERERuczYPMsnJyaxevZoWLVpYLV+wYAGLFy8mNDSUnTt34uzsTGBgIGfPnrWUGTFiBCkpKURFRREdHU1KSgqjRo2yrD9z5gyBgYG4uLiwc+dOZs+ezcKFC1m0aJGtT0NEREQMwKZB5vTp0zz//PMsXLgQR0dHy3Kz2UxkZCQTJkwgICAALy8vIiMjycnJITo6GoBDhw6xY8cOIiIi8PHxwdvbm/nz57N9+3aOHDkCQFRUFHl5eURGRuLl5UVAQADjx4/nvffeU6+MiIjIHcimQaYwqHTu3NlqeVpaGhkZGXTt2tWyzN7eHl9fXxITEwFISkqiWrVq+Pj4WMq0b98eBwcHqzIdOnTA3t7eUqZbt26kp6eTlpZmy1MREYO72SFuETGWSrba0erVq/nxxx9ZsmRJkXUZGRkAODs7Wy13dnYmPT0dgMzMTJycnLCzs7Ost7Ozo06dOmRmZlrK1K1bt8g+Ctc1bNiw2LoV9uiUtAdK5Shlq7Q+y7J1d1lXoMSV5nX09PQstWMVutYQ9+LFi/H09CQsLIzAwECSk5OpXr16qddTRG6dTYLMkSNHmDFjBlu3bqVy5cpXLHdpSIGLfx1dHlwud60yhUNKxW1bqCwa0vLqjvgsd/9W1jUoceX5Ol46xB0WFmZZfvkQN0BkZCSenp5ER0czbNiwsqqyiNwCmwwtJSUlceLECTp06ICTkxNOTk7s2bOH5cuX4+TkRO3atQEsPSuFsrKyLD0qLi4uZGVlWd3rYjabOXHihFWZ4vYBRXt7ROTOdCtD3CJiPDbpkenduzcPPGA9sDJmzBgaN27MSy+9RJMmTTCZTMTFxdGmTRsA8vPzSUhIYMaMGQB4e3uTk5NDUlKS5T6ZpKQkcnNzLf/29vZm+vTp5OfnU7VqVQDi4uJwc3PDw8PDFqciIgZ2q0PcV1J6Q3Ea1iwfdB1t7Wq9yDYJMo6OjlZPKQHcfffd1KpVCy8vLwBGjx7N3Llz8fT0pEmTJoSHh+Pg4ED//v0BaNq0Kd27dyc4OJgFCxZgNpsJDg6mR48elhPo378/oaGhBAUFMXHiRI4ePUpERASTJk266tCSiJR/thriLk6pDcVpWLN80HUsVTa72fdaxo8fT15eHiEhIWRnZ9O2bVtiYmKsbrBbtmwZkydPpm/fvgD4+/tbjXHXrFmTTZs2MXHiRPz8/HB0dGTMmDGMHTu2tE5DRG5Tlw5xF7pw4QJ79+5l5cqV7Nu3D7g4xF2/fn1LmUuHuEXEeOyys7M1AYuNVBvapayrUOJyVn9R1lUocY6ryv9fU9nD6pV1FWwuOzub33//3WrZpUPczZs3p1mzZowcOZKXX34ZuDjE7enpyYwZM26Lm3313SsfdB1LV6n1yIiIlCRbDHGLiPEoyIjIHeN6hrhFxFgUZESk3NqyZYvVv+3s7Jg6dSpTp04toxqJiK2VyNuvRUREREqDgoyIiIgYloKMiIiIGJaCjIiIiBiWgoyIiIgYloKMiIiIGJaCjIiIiBiWgoyIiIgYlibEs6FKXdaVdRVKXHZZV0BEROQS6pERERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcNSkBERERHDUpARERERw1KQEREREcOySZCZN28efn5+NGjQgMaNGzNo0CBSU1OtypjNZmbNmkWzZs1wdXWld+/eHDx40KpMdnY2I0eOxN3dHXd3d0aOHEl2drZVmQMHDtCrVy9cXV1p3rw5oaGhmM1mW5yGiIiIGIxNgszu3bsZPnw427dvJzY2lkqVKtGnTx9OnTplKbNgwQIWL15MaGgoO3fuxNnZmcDAQM6ePWspM2LECFJSUoiKiiI6OpqUlBRGjRplWX/mzBkCAwNxcXFh586dzJ49m4ULF7Jo0SJbnIaIiIgYjE2CTExMDE8//TReXl60aNGCJUuWkJWVxb59+4CLvTGRkZFMmDCBgIAAvLy8iIyMJCcnh+joaAAOHTrEjh07iIiIwMfHB29vb+bPn8/27ds5cuQIAFFRUeTl5REZGYmXlxcBAQGMHz+e9957T70yImKz3mERMY4SuUcmJyeHgoICHB0dAUhLSyMjI4OuXbtaytjb2+Pr60tiYiIASUlJVKtWDR8fH0uZ9u3b4+DgYFWmQ4cO2NvbW8p069aN9PR00tLSSuJURMRAbNU7LCLGUakkdjplyhTuu+8+vL29AcjIyADA2dnZqpyzszPp6ekAZGZm4uTkhJ2dnWW9nZ0dderUITMz01Kmbt26RfZRuK5hw4bF1qewR6fk3V1Kxyk7pfdZliVdR1vy9PQstWPFxMRY/XvJkiW4u7uzb98+/P39i/QOA0RGRuLp6Ul0dDTDhg0rtbqKiG3YPMi88sor7Nu3j23btlGxYkWrdZeGFLjYxXt5cLnctcoUDikVt22hUmtId/9WOscpQ6X5f0plRtex3LjR3mEFGRHjsWmQmTp1KjExMXz88cdWvSMmkwm42GtSv359y/KsrCxLj4qLiwtZWVlWwcVsNnPixAmrMoW9M5fuA4r29oiI3EzvcHHUq2s76tUtH0r7Ol7tjy+bBZnJkycTExPDJ598wr333mu1zsPDA5PJRFxcHG3atAEgPz+fhIQEZsyYAYC3tzc5OTkkJSVZ7pNJSkoiNzfX8m9vb2+mT59Ofn4+VatWBSAuLg43Nzc8PDxsdSoiUg7cSu/w5dSrazt3RG+grmOpssnNvhMnTuSDDz5g+fLlODo6kpGRQUZGBjk5OcDFRmP06NFEREQQGxtLamoqQUFBODg40L9/fwCaNm1K9+7dCQ4OJjk5maSkJIKDg+nRo4flA+vfvz/29vYEBQWRmppKbGwsERERBAUFXbUREpE7y9SpU/noo4+IjY29Yu/wpS7tHRYRY7FJkFm+fDlnz54lICCApk2bWv5buHChpcz48eMJCgoiJCQEPz8/jh8/TkxMDNWrV7eUWbZsGS1btqRv377069ePli1bsmTJEsv6mjVrsmnTJtLT0/Hz8yMkJIQxY8YwduxYW5yGiJQDkydPJjo6mtjY2Kv2Dhcq7B2+9IlJETEOmwwtXT77bnHs7OyYOnUqU6dOvWKZWrVqsXTp0qvup0WLFmzduvWG6ygi5d/EiRPZsGEDa9eutfQOAzg4OFCtWjVL7/DcuXPx9PSkSZMmhIeHW/UOi4ixlMjj1yIiZWH58uUAlkerC02ePNnyR9T48ePJy8sjJCSE7Oxs2rZtW6R3WESMQ0FGRMoNW/UOi4hx6O3XIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWAoyIiIiYlgKMiIiImJYCjIiIiJiWIYMMsuXL6dVq1aYTCY6d+7M3r17y7pKImIwakdEygfDBZmYmBimTJnCyy+/zK5du/D29mbAgAEcO3asrKsmIgahdkSk/DBckFm8eDFPPvkkQ4cOpWnTpsyZMweTycTKlSvLumoiYhBqR0TKj0plXYEb8ffff/Ptt98ybtw4q+Vdu3YlMTGxjGr1P9nD6pV1FcQGdB3Lt9u5HdF3r3zQdSxdhuqROXHiBBcuXMDZ2dlqubOzM5mZmWVUKxExErUjIuWLoYJMITs7O6t/m83mIstERK5G7YhI+WCoIOPk5ETFihWL/NWUlZVV5K8rEZHiqB0RKV8MFWQqV67M/fffT1xcnNXyuLg4fHx8yqhWImIkakdEyhdDBRmAMWPG8MEHH7BmzRoOHTrE5MmTOX78OMOGDSvrqtlEfHw8jo6OnDhxoqyrIpf5z3/+g6OjI2lpabe8L0dHRzZv3nzF9SdOnMDR0ZH4+PhbPpYUVZ7bEbUhty+1ISXDcEGmb9++zJo1izlz5tCpUyf27dvHxo0bcXd3L/Fjf/fdd9SuXZsePXqU+LFsZfDgwdSuXbvIX5/l3e1+rQ4dOkTPnj1tsq/b/VxvR2XVjhjxWqkNuT2vldqQ/zFckAEYMWIE+/fvJzMzky+//JKHHnqoVI67Zs0ahg8fzsGDBzl06FCpHPNWHD9+nF27dhEUFMSaNWvKujqlqiyuVUFBARcuXLiusiaTiSpVqtjkuEb7Xt4uyqIdMdq1UhuiNsQIDBlkykJeXh5RUVEMHTqUxx9/nPfff99qfVpaGo6OjkRFRdGzZ09MJhMPPvggO3futJQp7PLdtm0bHTt2tEyN/u2331712ImJifTq1Qs3NzeaN2/OSy+9xJkzZ65Z5w8++IBu3boxatQotm7dysmTJ63Wjx49mkGDBjFnzhw8PT2pV68eQUFB5OXlWcr07t2b4OBgJk+ejIeHBx4eHrz++usUFBRYysTGxuLr64urqysNGzakV69eZfoY6/Veq82bN9OnTx/c3Nzw8fEp8hfnjh07ePDBBzGZTPj7+3P06FGr9evWraNevXp89tlndOjQAWdnZw4dOkRBQQFhYWG0aNECFxcXfH192bJli9W2l3cLf/PNN3Tu3BmTyUSnTp346quvbHqut/q9PH36NCNHjqRJkyaYTCZat27Ne++9d111lIvUhqgNURtSMm2Igsx12rx5Mw0aNKBly5YMGjSIDz/8kHPnzhUpN23aNEaNGkV8fDxdunThySef5Pfff7cq8/rrr/Pmm28SFxdHw4YNGThwIH/++Wexxz1w4AB9+/bF39+f3bt38/7777N//37Gjh171fqazWbWrl3LwIEDadCgAW3btuXDDz8sUm7Pnj3897//ZfPmzaxZs4a4uDimTZtmVSYqKoqCggI+//xzIiIiWL16teULmJGRwfDhw3niiSdITEzk008/ZfDgwVetW0m73ms1c+ZMRo0axe7du3nggQd47rnnyMnJAeDXX3/lqaeeokuXLsTHxzNy5MginwtAfn4+4eHhzJ8/n8TERBo0aEBkZCQLFy5k+vTp7N27l969e/PMM8+QkpJSbH1zc3MZOHAgDRs2JC4ujunTp/P666/b9Fxv9Xs5c+ZMUlNT2bBhA0lJSSxatIi6deteVx3lIrUhakPUhpRMG6Igc53WrFlj+eXq2LEj9vb2fPrpp0XKPffccwQGBnLvvfcSGhpKvXr1ikx7HhISQrdu3fDy8mLx4sXk5+cTHR1d7HHfffddAgMDGTduHI0bN6Zdu3bMnTuX2NhY/vjjjyvWNz4+nlOnTlnGPAcPHszatWuLlKtQoQKLFy/Gy8uLbt26MX36dP75z3+Sm5trKWMymQgLC+Pee++11KWwEUpPT+fcuXMEBATg4eGBl5cXQ4YMwcXF5RqfaMm53msVFBSEv78/jRs35o033uDUqVPs378fgJUrV1K/fn2r8y7uRtALFy4QFhZG+/btadKkCdWrV2fRokWMHTuWAQMG0KRJE1599VU6dOjAokWLiq1vVFQUf//9t9V1ePnll216rrf6vTx27BitWrWibdu2eHh40KlTJ/r06XNddZSL1IaoDVEbUjJtiILMdfjxxx9JTEykf//+wMWJtAYOHFikCw7gwQcftPxcoUIF2rZty/fff29Vxtvb2/JztWrVaNGiRZEyhb777js2btxIvXr1LP8V3uD1008/XbHOa9euJTAwkMqVKwMQEBDATz/9VKS7sUWLFlSrVs2qbn///bfVvtu1a2c1UZi3tze///47Z86c4b777qNLly74+vryzDPPsGLFCrKysq5Yr5J2I9eqRYsWlp/d3NwALA37oUOHij3vy1WqVIn77rvP8u8zZ86Qnp5O+/btrcp16NDhitf40KFDxV4HW57rrX4vhw8fzr/+9S8eeughXnvtNXbv3n3N+sn/qA1RGwJqQ0qqDTHUu5bKypo1a7hw4QItW7a0LDObzcDF7sP69euX2LELCgoYMmQIQUFBRdYV/uJcLjs7m9jYWP7++29Wr15tWX7hwgXWrFlDu3btbFa/ihUrsmnTJpKTk9m5cyfvv/8+b775Jlu2bLH65SwtN3Kt7rrrLsvPhY1NYdnC/72WKlWqULFixesqe6VZY6/3WJcrze/lww8/zP79+/n888/58ssvGTRoEAEBAbpP5jqpDbkytSFqQ26VemSu4fz586xfv55p06YRHx9v+W/37t20aNGCdevWWZW/9K8Vs9nMN998Q9OmTa3KJCcnW37Ozc0lNTW1SJlCrVu35uDBgzRq1KjIf/b29sVuExUVRZ06ddi9e7dVnRcsWMCmTZusunxTU1Ot/p2cnEzlypW55557LMu+/vprq1+U5ORk3NzcqFGjBnDxl8vb25spU6YQFxeHm5sbmzZtuuJnWlJu9FpdTbNmzYo972upUaMGbm5u7Nu3z2p5QkLCFa9xs2bNir0OV1MW30snJycGDx5sGb9fv349f/3111XrKWpDQG1IIbUhJdOGqEfmGrZv386JEycYOnQotWvXtlrXr18/VqxYQUhIiGXZypUradKkCV5eXixfvpxjx47x3HPPWW0XHh5OnTp1cHV1JSwsjMqVK1u69i43fvx4Hn74YYKDg3n22WepXr06hw8fZtu2bURERBS7zfvvv8/jjz+Ol5eX1fImTZrw+uuvExMTwzPPPANc/Atr7NixTJo0iePHj/Pmm28ydOhQHBwcLNsdP36cKVOmMGLECFJTU3n33Xct55ycnMwXX3xBt27dcHZ2JiUlhd9+++2Kv3Al6Uav1dUMGzaMRYsWWZ33qlWrrmvbcePGMWvWLBo3bsz999/Phg0bSEhI4Isvvii2fP/+/XnrrbesrsPcuXNteq63+r18++23ad26Nc2bN+f8+fN8/PHHNGzY0GaPf5ZnakPUhqgNKdk2RD0y1/D+++/TqVOnIhcaoE+fPhw7dszqyzVt2jQWL15Mx44d+fe//83atWupV8/6le7Tpk3j1VdfpXPnzvzwww9s2LDB6pf+Ui1btuTTTz/ll19+4dFHH6Vjx47MmDHjiu+E+fbbb0lJSSEgIKDIusqVK+Pv7281/vnQQw/RrFkzHnvsMZ5++mk6derEm2++abXdgAEDKCgooFu3brz44os888wzlm7qGjVqkJiYyKBBg2jbti2vvfYaISEhDBo0qPgPtATd6LW6mgYNGvD+++/z73//m44dO/Lee+8V+8RBcV544QXGjRvHtGnT6NChA1u2bGHNmjW0atWq2PLVqlVjw4YN/PDDD3Tu3JnXXnuN6dOnX/UYpf29rFKlCjNnzqRjx4706NGDnJycYp9gkaLUhqgNURtSsm2IXXZ29s0NromVtLQ0WrduTVxcHA888ECxZeLj43nsscf44YcfcHJyKuUaFjV69GhOnjzJhg0brlimd+/eeHl5MWfOnFKsmdiKEb+XdyojXiu1IeWfEb6X6pERERERw1KQEREREcPS0JKIiIgYlnpkRERExLAUZERERMSwFGRERETEsBRkRERExLAUZERERMSwFGRERETEsP4fasOthjEfJNUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "#This code only generate 1 plot.\n",
    "#free_and_paid.plot.bar(stacked=True, rot=0)\n",
    "\n",
    "### Drawing 2 sub-plots\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8,4))\n",
    "\n",
    "free_and_paid.plot(ax=axes[0],kind='bar', stacked=True, rot=0, title=\"Count\")\n",
    "free_and_paid_pct.plot(ax=axes[1], kind='bar', stacked=True, rot=0, legend=False, title=\"Percentage\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identifying Most Common Apps by Category / Genre\n",
    "\n",
    "(Here we're referring to English apps that are free, and we're going to identify the top 10 common apps)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "android_english_free = android_english[android_english[\"Type\"] == \"Free\"].copy()\n",
    "apple_english_free = apple_english[apple_english[\"Type\"] == \"Free\"].copy()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FAMILY             1679\n",
       "GAME                861\n",
       "TOOLS               750\n",
       "BUSINESS            407\n",
       "LIFESTYLE           347\n",
       "PRODUCTIVITY        345\n",
       "FINANCE             328\n",
       "MEDICAL             313\n",
       "SPORTS              301\n",
       "PERSONALIZATION     294\n",
       "Name: Category, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Top 10 Common Android Apps by Category.\n",
    "\n",
    "android_english_free[\"Category\"].value_counts().head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Generate bar plot for the Top 10 Common Android Apps by Category.\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "android_english_free[\"Category\"].value_counts().head(10).plot.barh(title=\"Top 10 Common Android Apps by Category\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5OXnr7QMDA9W6vcuVK6cazlu3bt0L4126dCn6+vosXLgwz7fXqVOnYmBgoNYzUVTKc9PMzOyFyyr/j5XrADg4OBAcHIxCoWDDhg0MHDiQZs2a8c477+Dr68vu3buLHJMyCVUmiYDqGqApQVUqX748M2bMUBtytbKyws/Pj4yMDLZu3ZpnnRo1avDJJ5+oTWvXrh2dOnXi9u3bqmuSMunQ09PLk4DA//UIFVbnzp3z1M998skn1KhRg927d6veA7q6ugwZMoRHjx7l+X8OCQkhOzubwYMHv3B7aWlpZGdnU7ZsWY1fmg4fPkxQUJDa3/Pvhfj4eI4fP06fPn3UEhCAKlWqMH78eJ49e8bmzZvztG1tbU1AQIDaNE9PT6pWrZrve7d169Z5EhDIHVJ68OAB06ZNy3MNsbW1xdvbm2vXrqmS6/xIT8hb5syZM0D+GbiLiwuHDh3izJkzeU7w/IYv2rRpw/nz50lISMDGxqZ4Ay4E5QdOYWtMirosFHzcdHV1ee+990hMTOTMmTM0adJEbb6mO5KMjY0BNB4v5TxNdSGAxir5wrR38+ZN1be0gvbH0NCQFi1aEBYWxtmzZ/NcoDV901MmdZqSlvwoC1Kf/4CD3A+8LVu2EBISokrW/kvTuVirVi3q16/PhQsXuH79OnXq1HnhOs2aNcPQ0JALFy7w7NkzteG35929e5fLly9Tq1atfLu69fX1uX79Ov/++2+hutjz8yrnsY+PD7169SIyMpL4+HjOnj3LsWPH2L17N7t378bT05Mff/wx3/18Xnp6Ojt37qRKlSq4u7urpjdo0AAHBweOHTuWb4Fq/fr1Vefd89q2bcuKFSs0Jtj29vZ57hRSrrNv3z4SEhLw8PDA2NgYZ2dnDh8+TLt27fDw8KB169a0aNFCYy3Mi2g6L/T19bGzs2P//v1q7wE/Pz+CgoJYvXq1qhfo6dOnrF+/HiMjI9UdfAXRlCA/7/DhwyxcuFBtmp+fn+p6fOzYMSC3hkjTHZLKW3qTkpLyzGvatKnG88vU1JTr169rjEf5BeG/lHGcPn1aY02csq4rKSmpwOFFSULeMspeBU0XiOenaxpXz2+oQzn9dVVwK3s68mv/wYMHassVRPlN+ObNm0WK4VWOm6a4lN2TBc3Lr06hUqVKr9ze69qf7Oxsje39V2ZmJhs2bKBMmTL07dtXbZ6zszPm5uYcOnSIlJQUjcMJ+Z2LNWrUyDfugta5evUqDx8+xMjISOMyyoLX27dv8+WXX+a7X5Db3f4ySYjymGu6oP+XchlN/396enp07NiRjh07ArlDfFu2bOHjjz9mx44dhIaG4ufn98JthIaG8uTJE/z8/PLsj6+vL8eOHWP16tUak5CXuVYUZZ3Q0FAWLlzI1q1bVR/Eenp6dO3alTlz5hSpp7Mo261atSo9evRgw4YNHD16lNatW7Nr1y7++usvhg8fTsWKFV+4vRo1aqCjo0NWVhZpaWmqc1Zp1qxZzJo1C8gdKvrv3YPKc/HAgQMcOHAg3+0oC9+fl9/5XbZsWZ49e6ZxXn7XCGUcq1atyjeG/OJ4ngzHvGWUHyB//vmnxvnK6Zo+aPIrVFROf13P06hfvz6Qf8GdcphBuVxBlFXmRa1feZXj9ibS9v4oC1KfPXuGlZWV2kP1qlatyo0bN8jJycm3QDW/czEtLS3fuAtap0yZMhgaGuYbr7K9Vq1akZ6eXuDf80NlRaG8GyYiIuKFyyrP38I81VVZVKocKijsua8sIF25cmWeBx8q66O2b9+usffrZa4VRVnHwMCAqVOncvLkSc6dO8fKlStxcnJi69ateHt7v7C34VViVfaAKAtUi1KQCrk9jcoey5epo1PGs3DhwgLPw1cZGnxefj1zyjiOHz9eYBwvehClJCFvGWVXfnR0tMb5yjeFpi53TbfKwf8Ve76uB6Ephww0FX2eO3eOW7duYW1t/cKiVMi9za5SpUpERka+8EFUz549U307KOi4ZWdnq+4oelFR2puioP159OgRx48fR1dX97UNrykLUt3d3fHz88vz179/f3R0dFi/fr3G24s1Vd3/+eefXL58mSpVquR5UF9+65w+fZqHDx/SqFGjAocojI2NsbCw4Ny5c6+tx69Pnz4YGBgQHR2d73sNci/64eHhVKhQAW9v70K3r+xBK8wH9JEjR0hMTMTMzEzj/4+yzikjI4NNmzblWf/y5csaE1zl/4Gma8WJEyd48uRJkdaB3PqYPn36sGXLFho3bszZs2fzvcVbE03nxZMnTzh58qTG94CdnR12dnbs2LGD+Ph4oqOjadu2rVqN0osMGjQIyE0kivrEZ2XPU0HnSEkorjgkCXnLODs7U7t2baKiovLcs79v3z7Cw8MxMzPTeDvsuXPnCA0NVZsWGhrKuXPnaNq06Wv7wHr//fexsLDg4MGDat8csrKymD17NlD4byFVq1Zl7ty55OTk4Ofnl+/TI5U1McpveV5eXlSqVImNGzfmKeD64YcfuHjxIvb29jRu3Pgl9rDk9evXjzJlyrB06VJSUlLU5gUFBXHv3j3Vo9SLW3JyMtHR0VSvXp2QkBAWL16c5y84OBgXFxf+/PNPjQWqa9euJTExUfU6JyeHzz77jMzMTPr166fx29vixYvVPhifPn2qOn/+W5eiyahRo3j8+DEff/yxxiLov//++5V+C6ZatWqqbvhBgwZpvGXy9OnT+Pn5kZ2dzYwZM9QS79DQUKKjozUmGTdu3GDDhg1Abg3XiyiTxJEjR2r8/1m8eDELFixQW/Z5mZmZeW4LT0xMZO3atVSoUEFj7URaWlqeWoioqCj279+PsbEx77//PpBb86DpOGdkZKiGZv97Z19B9u3blycZX7hwIWlpaXTp0kXje+DDDz/k33//ZcCAAeTk5BT6+qPk5+eHo6Oj6qconi8wfp6m86xt27Y0b96crVu35tvbcfHixdf+uPdBgwZhaGjI3LlzNT6iITs7O9/z8XlSE/KWKVu2LMuXL6dPnz4MGDAADw8PGjZsSFJSErt27aJixYosW7ZM45u4U6dOjB49mt27d2NlZUViYiJ79uzB0NAw32I9TbZt26Yay1QWXx45ckRVta2vr8+3336rWr58+fIsWbKE3r1707dvX7y8vKhVq5baY9uLchEYMGAAmZmZTJkyBS8vL5o2bUqrVq1Uj20/fvw4Z86coXLlypQrVw7IrTpftGgRw4YNw93dHU9PT8zNzUlISODgwYNUq1aNJUuWFDoGbWvYsCGzZ89m2rRptGvXDk9PT6pXr86RI0c4duwYdevWZd68ea9l28qC1H79+hX4YTFo0CAiIiI0PlbbxcUFNzc3evToQbVq1YiKiuLkyZNYWVmp3eL5PDs7O9q0aUOPHj2oUKECYWFhJCYm0qZNG9UzIAoybNgwzp49y9q1a4mKiqJ9+/aYm5uTnp7OtWvXOHLkCJ6enqxYsaJoB+Q/23j48CFz5syhU6dOODk5qT22PTIykpycHKZOnZrnLoe4uDhGjhyJqakpDg4OWFhY8OzZM1JSUjhw4AD//vsv7dq1Y8CAAQXGcP/+fXbu3Imenh79+vXLdzkHBwfeffddLly4QHx8vNrtnXZ2dhw6dIj27dvj7OzMnTt32L59OxkZGSxcuFBjr2W7du0IDg4mLi4Oe3t7UlNT+eWXXyhTpgyLFy9W1aWkpKTg7u7Ou+++i42NDWZmZjx8+JCwsDCuX7/OBx98UKSaEHd3d3r27ImXlxe1a9fmxIkTREZGYmxsrLHwE6BXr15Mnz6d27dvU6NGjSI/4bdcuXJs2LABf39/1SPZnZycsLKyokKFCty5c4cLFy7w22+/oaenR4sWLVTr6ujosHr1ary8vBg+fDjBwcHY29tjZGTErVu3OHfuHBcuXOCXX37BxMSkSHEVRa1atVi9ejWDBg3C1dUVFxcXrKys0NXV5caNGxw/fpw//viDO3fuFHiLriQhb6E2bdpw6NAhvvrqK6Kioti7d6+q4Gr8+PG8++67GtdzcnIiMDCQL774guXLl6Orq0vHjh2ZMWNGkXoATp48qfpWpnTlyhWuXLkCoHqI1PPee+89Dh48yLx58wgLC+Px48dYWFgwbdo0AgMDi/S7MZB7n33Hjh1ZtWoVhw8fZvPmzTx69IjKlStjZWXF7NmzGTBggNp4cI8ePTA3N+fbb7/l4MGDPHjwgJo1azJw4EDGjx9P7dq1ixSDto0aNQorKyuWLFnCjh07ePLkCaampnz00UeMGzfupWsbCpKZmanqTXvRh2GXLl2oUaMGEREReQpUJ0yYQIcOHVixYgXJyckYGRkxZMgQpk2blm8dy8KFC1m7di3r1q3j5s2b1KxZk08++YSJEycW6vzR0dFh8eLFdO7cmZCQEA4fPkx6ejpVqlTBzMyMgICAPEW2L2PMmDG4u7uzYsUKoqKiOH78OJB70ffz88Pf31/j+238+PE0adKEyMhIzp49y8GDB3ny5AlVqlShbdu29OjRAx8fnxfeGaMsSO3du/cLz4EBAwYwefJkVq9erZaEKB/IN3PmTH766ScyMjJo1KgRY8eOpWvXrhrbsrKy4osvvmD27Nn88MMPZGVl4eDgwJQpU9R6bxo2bMikSZOIiYkhOjqau3fvolAosLS05NNPPy3y/4G3t7fq2Se7du1CX1+f3r17M2PGjHzf0/r6+vTq1YuVK1fSv3//IvW8KCkUCjZt2sShQ4f4+eefiY+PJy4ujqdPn1KlShWsra2ZOXMm3t7eeZKqunXrEhUVxfLly9m1axebN2/m2bNn1KxZk4YNGzJkyBDV7zG9Th06dCAmJoYlS5Zw6NAhjhw5Qvny5TE2NqZt27Z06dLlhe8t+QE78UIrVqxg4sSJzJkzp1C/divE6zJgwAB27txJREQEzZs3L9Q6Li4unD59mitXrhT5GRKiaC5cuECbNm3o1KlToQsjlXeADBs2TDXEUxp07NiR48ePc/LkyVd6INzbTmpChBBCiCKIiYkhPj6ejh07SgLyimQ4RgghhCiE4OBg/vrrL0JDQylbtqzGXzIXRSNJiBBCCFEI33zzDX///TeWlpZ8/fXXGp9eLIpGakKEEEIIoRVSEyKEEEIIrZAkRAghhBBaIUmIEEIIIbRCkhDxP0/TT1qXJqU5/tIcO0j82laa4y/NsZckSUKEEEIIoRWShAghhBBCKyQJEUIIIYRWlOqHldnY2ODv71/g75kEBQWxc+dO4uLiSjCygvn7+/Pw4UPVD3mVForVNwu1XPpgs9cciRBCiP8FxdoTEhAQgLe3d57pp06dQqFQcO3ateLcXB4KhYIdO3YUW3tLly6ladOmGBsbY2dnx7Jlywq1XkBAAAqFIs9fQkICAAsWLGDp0qWq5Tt37pzvz48LIYQQ/6tKdU/I6xQbG8uUKVOYO3cuXbt25datW9y6davQ67u4uLB8+XK1acpf8DQyMirWWIUQQojSSGs1IRcvXqRv376Ym5tTv359PvzwQ/7880/V/JMnT9KjRw/q1atH7dq16dy5M/Hx8fm2Z2NjA8DAgQNRKBSq10pbt26lWbNmmJub4+Pjw927dwuMT1dXF11dXQYOHEidOnVo3bo1PXr0KPT+6enpYWxsrPZXtmxuzufv74+Pj4/q30ePHmXZsmWqHpObN29y+PBhFAoFkZGRuLq6YmJigqurK2fPnlXbTlxcHO7u7tSqVYtGjRoxfvx4Hjx4oJofHR2Nm5sbpqamWFhY4ObmRmJiIgDp6ekMGzYMS0tLjI2NadasGStWrCj0PgohhBCvQitJyO3bt+nSpQvvvvsu4eHh/PLLLzx8+JB+/fqRnZ0NwIMHD/D29mbv3r2Eh4djY2NDnz598k0eIiIiAFi0aBGJiYmq1wDXr19n27ZtrFu3jm3btpGQkMCcOXMKjLFp06aYmpoyduxYVUyvw4IFC7C3t2fgwIEkJiaSmJiIiYmJav6cOXOYM2cOkZGRVK5cGX9/f3Jycn/uJyEhgV69etGtWzdiY2MJCQnh1KlTjB49GoCnT5/i6+uLk5MTsbGxHDx4EH9/f3R1c//bP/vsMy5dusTmzZv57bffWLRoEcbGxq9tX4UQQojnFftwzMGDBzEzUy9M/LnMI3sAACAASURBVO+H+KpVq2jSpAmzZ89WTVu+fDl169bl1KlT2Nvb4+zsrLbO/Pnz2blzJwcPHtRYd1K9enUgd6jjvx+kWVlZLF26VDUMMmjQINavX5/vPmRnZ+Pr64u1tTVPnz5l0KBBrFy5Ej09PSC3hqNNmzbMmDGj0MfB0dGRLVu25FnOyMiIcuXKUaFCBY0JwPTp03FycgJgwoQJdO3alb/++gtjY2MWLVpE3759GTlyJACWlpZ89dVXuLq68vXXX5OVlcU///yDu7s777zzDgANGzZUtZ2amoqtrS12dnYAWFhY5Ls/QgghRHEr9iSkTZs2fPfdd2rTLly4QP/+/VWvz5w5w5EjR/IkKwBXr17F3t6etLQ05s6dS3R0NGlpaTx79oyMjAxu3LhR5Jhq166tVodRq1Yt7ty5k+/yBw8e5MiRI1y4cAEjIyP69+9Pr169CA0NxcDAgEuXLjF+/PgCt/nf46Cvr1/kuAEaN26s+reyhyQtLQ1jY2NOnz7N9evX2bx5s2oZZS/J1atXsbOzo2/fvnh5eeHs7Ey7du3w8vJSHfcPP/yQwYMHc/LkSVxdXencuTNt27Z9qTif9yY+KfBNjKkoSnP8pTl2kPi1rTTH/6bH3qBBA22HUPxJSMWKFalXr57atL///lvtdXZ2Nh07duTzzz/Ps36NGjWA3DtM/vrrL7744gssLCzQ09Oje/fuZGZmFjmmcuXKqb3W0dEpcIjl/PnzmJqaqnpXQkJC6Nu3Lx4eHvj4+FCxYkVcXFwK3Kam4/AylHUkyrjh/3qWsrOzGTRoECNGjMiznqmpKQArVqxg1KhRhIeHs2vXLj7//HM2bNiAi4sLnTt35uzZsxw4cIDDhw/Tp08fevfuzaJFi14p5jfhxH5eUlLSGxdTUZTm+Etz7CDxa1tpjr80x16StHJ3jK2tLdu3b6d27dp5EgSlo0ePMm/ePDp16gTAX3/9pVa4qkm5cuV49uzZK8dnYmJCamoqqamp1K5dG319fTZs2ECPHj2YPHkywcHBasnBq3rZuG1tbbl48eILk52mTZvStGlTxowZg5eXlyoJgdxhrH79+tGvXz/c3NwYMWIEX3/9db7/L0IIIURx0Uph6tChQ/nnn38YPHgwx48fJyUlhcOHDzN69GjVnR2WlpZs2rSJixcvcvLkSYYMGUL58uULbNfCwoLIyEj+/PNP0tPTXzo+T09P6tati7e3N4cOHSI5OZl9+/bxxx9/YGBgwIYNG16qR6aguE+cOMH169e5e/duoQthx4wZQ3x8POPHjychIYHk5GT27t3LmDFjAEhOTmb27NnEx8eTmppKZGQkv//+O9bW1gB8/vnn7N69mytXrnDx4kV27dqFpaWlJCBCCCFKhFaSEBMTE/bv34+uri69evWidevWjB8/nvLly6uKP4ODg3n06BEuLi4MGTKE/v37v7Bw8vPPPyc6OprGjRvz3nvvvXR8FSpUYP/+/bRs2ZKPP/4YR0dHFi5cyMSJE4mNjeXixYuMGjXqpdv/r9GjR6Orq4uDgwOWlpaFfh5J06ZNVUlEly5deO+995gzZ46qwLVixYpcunSJAQMGYG9vz0cffYSPj4/qCbPlypXjs88+w8nJic6dO/Pvv/+Wuqe4CiGEKL100tPTc7QdhCgdSutj20v72Gxpjr80xw4Sv7aV5vhLc+wlSZ6YKgrtTUsuhBBClG7yK7pCCCGE0ApJQoQQQgihFZKECCGEEEIrJAkRQgghhFZIEiKEEEIIrZAkRAghhBBaIUmIEEIIIbRCkhAhhBBCaIUkIUIIIYTQCklChBBCCKEV8th2UWiF/e0YkEe8CyGEeDHpCXlLXLt2DYVCwalTp7QdihBCCAFIEqJVAQEBKBQKAgMD88ybMWMGCoUCb2/vYtmWubk5iYmJ2NjYFEt7QgghxKuSJETLzM3N2b59O48ePVJNy8rKYuPGjZibmxfbdsqUKYOxsTFly8oInBBCiDeDJCFa1rhxY+rVq8f27dtV0/bv34+enh5OTk6qaQEBAXl6RYKCgnB0dFS9Pn/+PN27d6d27dqYm5vTtm1boqKiAM3DMZcuXeKDDz7AwsICMzMzOnTowPnz51/XrgohhBBq5GvxG8DPz4/169fTv39/ANatW4evry8pKSlFamfYsGE0adKE8PBwypYty/nz59HX19e47K1bt+jcuTMODg5s374dIyMjTpw4wbNnz151d4QQQohCkSTkDdCnTx+mT5/OlStXMDQ0JDw8nPnz5/PFF18UqZ3U1FRGjRpFw4YNAahXr16+y/7www9UrFiRkJAQypcvD0D9+vVffif+IykpqdjaKg5vWjxFVZrjL82xg8SvbaU5/jc99gYNGmg7BElC3gQKhYKuXbuybt06jIyMcHJyonbt2kVuZ+TIkXz88cds2LABZ2dnunfvrkpI/ishIQFHR0dVAlLc3oSTWykpKemNiqeoSnP8pTl2kPi1rTTHX5pjL0lSE/KG6N+/Pz///DPr1q1TDcs8T1dXl5ycHLVpWVlZaq8nT57MsWPH8PDwID4+nrZt27J27VqN2/tvW0IIIURJkyTkDeHs7Ey5cuW4e/cuHh4eeeZXr16d27dvq007e/ZsnuUsLS0ZMWIEmzZtws/PL98kxNbWlri4ODIzM4tnB4QQQogikiTkDaGjo0NsbCxnzpxBT08vz/x27dqRkJDA2rVrSU5O5rvvvuPo0aOq+RkZGYwfP57o6GiuXbvG8ePHOXr0KFZWVhq39+GHH/Lo0SMGDRrEyZMnSU5OZsuWLSQkJLy2fRRCCCGeJ0nIG6RSpUpUrlxZ4zw3NzcmTZrE559/jouLC9evX2fo0KGq+WXKlCE9PZ2AgABatmxJ//79admyJXPnztXYnqmpKXv27OHp06d069aNdu3asWLFCnmOiBBCiBKjk56eLsUB4n9aaS8QK83xl+bYQeLXttIcf2mOvSRJT4gQQgghtEKSECGEEEJohSQhQgghhNAKSUKEEEIIoRWShAghhBBCKyQJEUIIIYRWSBIihBBCCK2QJEQIIYQQWiFJiBBCCCG0QpIQIYQQQmiFJCFCCCGE0Ar5tTJRaIrVNwu9bPpgs9cYiRBCiP8F0hNSgu7cucO4ceOwsbGhZs2aNGjQgO7duxMREfHat+3h4cGECRNe+3aEEEKIwpKekBLk5+dHRkYGwcHBvPPOO9y5c4fY2Fju3bv32raZlZVFmTJlXlv7QgghxMuSnpASkp6eTlxcHLNmzcLZ2RkLCwvs7OwIDAykV69eANjY2BAUFIS/vz9mZmY0bNiQxYsXq7WTmpqKr68v5ubmmJub079/f27e/L9hkqCgIBwdHVm/fj3NmjWjZs2aDBw4kNjYWFauXIlCoUChUHDt2jWePn3KxIkTsba2pmbNmjRu3JhZs2aV5GERQgjxFpOekBJiaGiIoaEhe/bsoXXr1ujr62tcbunSpYwePZqJEycSHR3NxIkTqVOnDt27dycnJwdfX1/09fXZuXMnOjo6TJgwAV9fXyIiItDR0QHg2rVrbNmyhZ9++ony5ctjZmbG7du3adCgATNmzACgevXqLF26lN27d7Nq1SosLCz4448/SEpKKrFjIoQQ4u0mSUgJKVu2LEuWLGH06NGEhITQtGlTHBwc8PLyokWLFqrl7O3tGT9+PAD169fn5MmTLF26lO7du3P48GHOnTvHqVOnqFOnDgA//PADzZs3JzIyEhcXFwAyMzNZvnw5NWvWVLVbrlw5KlasiLGxsWpaamoqlpaWtGnTBh0dHWrXro2Dg0Ox7O+blsy8afEUVWmOvzTHDhK/tpXm+N/02Bs0aKDtECQJKUmenp506tSJuLg44uPjCQ8PJzg4mOnTpzNu3DgAWrZsqbZOy5Yt+fXXXwFITEzExMRElYAA1K1bFxMTEy5evKhKQkxNTdUSkPz4+PjQo0cP7O3tad++PR06dKBDhw7o6r76KN2bcHIrJSUlvVHxFFVpjr80xw4Sv7aV5vhLc+wlSWpCSpi+vj6urq5MmjSJsLAw/Pz8mDdvHpmZmS9cNycnRzXk8l/PTzcwMChULM2aNSMhIYEZM2aQnZ1NQEAAXl5eZGdnF25nhBBCiFcgSYiWWVlZkZWVxZMnTwA4fvy42vzjx49jZWUFgLW1NX/88QfXrl1TzU9JSeHWrVtYW1sXuJ3y5cvz7NmzPNMrVaqEl5cX33zzDZs2bSIqKork5ORX3S0hhBDihWQ4poTcu3ePgQMH0r9/fxo3boyhoSGnT59m0aJFODs7U7lyZSA36fjmm2/w9PQkJiaGn3/+mZUrVwLg4uJCkyZN8Pf358svvyQnJ4eJEydia2tLu3btCty+hYUFJ06c4Nq1axgaGlKlShWWLl1KrVq1sLGxoVy5cmzevJnKlStjamr62o+HEEIIIUlICTEwMKBly5YsW7aM5ORkMjMzMTExoXfv3moPERs5ciTnz5/n66+/pmLFikyZMgVPT08gd8hl/fr1TJo0ia5duwLg7OzM/Pnz8x2mUQoMDCQgIIDWrVuTkZHBmTNnqFSpEosWLSI5ORkdHR1sbGzYvHkzFStWfH0HQgghhPj/dNLT03O0HYTIZWNjg7+/P4GBgdoO5X9KaS8QK83xl+bYQeLXttIcf2mOvSRJTYgQQgghtEKSECGEEEJohdSEvEHOnj2r7RCEEEKIEiM9IUIIIYTQCklChBBCCKEVkoQIIYQQQiskCRFCCCGEVkgSIoQQQgitkCRECCGEEFohSYgQQgghtEKSECGEEEJohTys7A2gUCgICQlR/VDdi15rEhQUxM6dO4mLi3t9ca6++VLrpQ82K+ZIhBBC/C+QnpBi4uHhofZruErr16/HzCz3QzggIABvb+88yyQmJtK5c+d8235+/rVr11AoFJw6dUptmcDAQHbv3v0quyCEEEKUKOkJeQMYGxu/0nwAQ0PD4gpHCCGEKBHSE1JCgoKC2LBhA/v370ehUKBQKIiOjgZyh1t27NiR77rPz7e1tQXA1dUVhUKBh4eHqn1HR0e19datW4eDgwPGxsbY29uzZMkSsrOzVfNXr16Nvb09xsbGWFpa0rNnT7Kysop1v4UQQoj8SE9ICQkMDOTSpUvcv3+f5cuXA1ClSpUit3Po0CHat2/P1q1badKkCeXLl9e4XEhICF988QXz58/H1taW33//ndGjR1OuXDn8/f05deoU48eP5/vvv6d169b8/fffREVFvdI+CiGEEEUhSUgJMTQ0RF9fHz09vUINr+SnWrVqAFStWrXAdhYsWMDs2bNVxax169bl6tWrrFq1Cn9/f1JTUzEwMMDd3Z1KlSoBYGNj89JxCSGEEEUlScj/oDt37nDjxg3GjBnDuHHjVNOzsrLIyckBcodzzM3NsbW1xc3NDVdXV7p166ZKSIpTUlJSsbdZGmN4FaU5/tIcO0j82laa43/TY2/QoIG2Q5AkpLhUqlSJv//+O8/0v//+m8qVK5doLMq6j2+++QYHBweNy1SqVImoqChiY2M5fPgw3377LXPmzOHQoUOYmJgUazzaPtGTkpK0HsOrKM3xl+bYQeLXttIcf2mOvSRJYWoxadCgAQkJCaqeBqUzZ85Qv359AMqXL8+zZ89eaTvKGpCC2qlZsyampqZcvXqVevXq5flTKlu2LM7OzsycOZPY2FgePXrE/v37Xyk+IYQQorCkJ6SYfPjhh6xcuZKJEycyYMAA9PX1CQsLY+vWrYSGhgJgYWHBwYMHSUpKomrVqlSuXJly5coVaTs1atSgQoUKhIeHY2FhgZ6eHkZGRnmW+/TTT5k4cSJGRkZ07NiRp0+fcubMGW7dusXYsWPZt28fV69epU2bNlSpUoXo6GgePnxIw4YNi+V4CCGEEC8iPSHFpG7duuzZs4crV67Qs2dP3Nzc2LZtGz/99BMdO3YEYODAgTRs2BBXV1csLS05evRokbdTtmxZvvzyS9auXYu1tTU+Pj4alxswYADBwcFs3LgRJycn3N3dCQkJoU6dOgAYGRmxe/duvLy8aNWqFcHBwSxatIg2bdq8/EEQQgghikAnPT0958WLCVF6lfax2dIcf2mOHSR+bSvN8Zfm2EuS9IQIIYQQQiskCRFCCCGEVkgSIoQQQgitkCRECCGEEFohSYgQQgghtEKSECGEEEJohSQhQgghhNAKSUKEEEIIoRWShAghhBBCKyQJEUIIIYRWSBIihBBCCK2QX9EVhaZYffOl1ksfbFbMkQghhPhfID0hL8nGxobFixdrOwwAAgIC8Pb21nYYQgghRJFIT0g+7ty5Q1BQEGFhYfz5558YGRnx7rvvMmbMGFxdXbUdnpp58+aRkyM/hiyEEKJ0kSQkH35+fmRkZBAcHMw777zDnTt3iI2N5d69e9oOLQ8jIyNthyCEEEIUmQzHaJCenk5cXByzZs3C2dkZCwsL7OzsCAwMpFevXqrlnjx5wieffELt2rVp1KgRixYtUmsnNTUVX19fzM3NMTc3p3///ty8+X91FUFBQTg6OrJmzRqaNGlCrVq18PHx4e7du6pllEMtCxYsoEGDBpiZmTFy5EgyMjLyLKPk4eHBuHHj+Oyzz6hXrx7169dn2rRpZGdnq5b566+/+OCDD6hVqxZNmjRh3bp1ODo6EhQUVKzHUgghhMiPJCEaGBoaYmhoyJ49e3jy5Em+yy1dupRGjRoRGRnJ6NGjmTFjBvHx8QDk5OTg6+tLWloaO3fu5Ndff+X27dv4+vqqDZ1cv36djRs3sn79en755ReSk5P56KOP1LYTGxvLuXPn2LFjB2vWrCEiIoKZM2cWuA+bN2+mTJkyhIWFsWDBAr7//nu2bdummh8QEEBqaio7d+4kNDSUTZs2kZqa+jKHSwghhHgpOunp6VJMoMGOHTsYPXo0GRkZNG3aFAcHB7y8vGjRogWQW5jaqlUrVq1apVrHzs6Ofv36MWHCBCIiIujVqxenTp2iTp06AKSkpNC8eXO2b9+Oi4sLQUFBLFiwgDNnzlC7dm0A4uLicHd358SJE1haWhIQEMDu3bu5cOEChoaGAGzcuJHAwECuXr2KgYEBAQEB3Lt3j40bNwK5PSGZmZkcOHBAFZuXlxe1a9dm8eLFJCUl0bJlSw4cOEDLli0BuHHjBk2bNmXChAlMnjxZ4zF52btjfnN6/FLrCSGEeH0aNGig7RCkJiQ/np6edOrUibi4OOLj4wkPDyc4OJjp06czbtw4ABo3bqy2Tq1atUhLSwMgMTERExMTVQICULduXUxMTLh48SIuLi4AmJqaqhIQgBYtWqCrq0tiYiKWlpaq7SgTEIBWrVqRmZnJ1atXadKkicb4C4rt0qVL6Orq0rx5c9V8c3NzTExMinSMCkvbJ3pSUpLWY3gVpTn+0hw7SPzaVprjL82xlyQZjimAvr4+rq6uTJo0ibCwMPz8/Jg3bx6ZmZkAlCtXTm15HR0d1VBLTk4OOjo6GtvNb3pxelFsQgghhLZJElIEVlZWZGVlFVgnomRtbc0ff/zBtWvXVNNSUlK4desW1tbWqml//PEHN27cUL0+ceIE2dnZWFlZqaZduHCBR48eqV7/9ttvlC9fnnfeeeel9yM7O5vTp0+rpt28eZNbt269VHtCCCHEy5AkRIN79+7RrVs3Nm7cyLlz50hJSeGXX35h0aJFODs7U7ly5Re24eLiQpMmTfD39+f06dOcOnWKYcOGYWtrS7t27VTLVahQgYCAABISEoiPj2fs2LF06tRJNRQD8OzZM0aNGsXvv/9OREQEs2fPZuDAgRgYGLzU/jVo0AA3NzfGjBnDb7/9RkJCAh999BEVK1YskV4aIYQQAqQmRCMDAwNatmzJsmXLSE5OJjMzExMTE3r37s2ECRMK1YaOjg7r169n0qRJdO3aFQBnZ2fmz5+v9kFvYWFBr1696NevH3fv3sXV1TXPk1jbtm2LtbU13bp1IyMjg27dujF79uxX2selS5fy8ccf07VrV2rUqMHkyZNJSUlBX1//ldoVQgghCkvujtGioKAgdu7cSVxcXL7L/PfOl9fl7t27WFtb88MPP+Dp6flat1XSSnuBWGmOvzTHDhK/tpXm+Etz7CVJekLeUpGRkTx8+JDGjRuTlpbGnDlzqFatGu+//762QxNCCPGWkCTkLZWVlcXcuXNJSUmhQoUKtGjRgj179rx0nYkQQghRVJKEaNHkyZPzfTCY0vfff/9atu3m5oabm9traVsIIYQoDLk7RgghhBBaIUmIEEIIIbRCkhAhhBBCaIUkIUIIIYTQCklChBBCCKEVkoQIIYQQQiskCRFCCCGEVshzQkShKVbfLJZ20gebFUs7QgghSrc3oickICAAb2/vIq2jUCjYsWPHa4rozREdHY1CoeDu3bv5LvO2HAshhBD/W16YhNy5c4dx48ZhY2NDzZo1adCgAd27dyciIqLYgpg3bx7Lly8vtvYg98fhFAoFgYGBatOvXbuGQqHg1KlTRWrL0dGxWOMrTomJiXTu3FnbYQghhBBF8sLhGD8/PzIyMggODuadd97hzp07xMbGcu/evWILwsjIqNjaep6+vj6hoaGMHDmSd99997Vs43XKzMws1HLGxsavORIhhBCi+BXYE5Kenk5cXByzZs3C2dkZCwsL7OzsCAwMpFevXmrLjRgxgjp16lCrVi08PT35/fff1dr67bff6NatG6amplhYWNC9e3du3boF5B2OOXjwIO7u7tSpU4e6devSs2dPEhMTi7xz77zzDm5ubsyePbvA5f744w+GDBlCnTp1qFOnDn379uXKlSsArF+/ni+//JLff/8dhUKBQqFg/fr1zJw5k969e6vaCAkJQaFQsG3bNtW0Tp068dVXX6ler169mubNm1OjRg2aN29OSEiIWhwKhYKVK1fSv39/TE1N+eyzz/LE+u+//+Lr60u7du1IS0tTraccjlH29OzYsQMvLy9MTExwcHDI03O1f/9+WrRogbGxMe7u7mzduhWFQsG1a9cKc2iFEEKIV1ZgEmJoaIihoSF79uzhyZMn+S4XEBDAiRMnCA0NJTw8nAoVKtC7d28yMjIAOHv2LN26daNevXrs27ePAwcO0KNHD7KysjS29+jRI0aMGMGhQ4fYtWsXlStX5oMPPih0z8DzZs6cSVhYGEeOHNE4//Hjx3Tr1g09PT12797NgQMHMDY2xtPTk8ePH9OzZ09GjRpFgwYNSExMJDExkZ49e+Lk5MTRo0dV+xATE0O1atWIjo5WtXvy5EmcnJwA+PXXX5kwYQIBAQHExcUxYsQIxo0bx969e9Xi+fLLL+nYsSNHjhxh6NChavP++ecfevXqxf3799m1axc1atTId78///xzhg8fTkxMDM2bN2fIkCE8fPgQgNTUVPz8/OjYsSMxMTGMGDGCmTNnFvnYCiGEEK+iwOGYsmXLsmTJEkaPHk1ISAhNmzbFwcEBLy8vWrRoAcCVK1fYu3cvu3fvpm3btgAsX74cGxsbNm/ezIABA1i0aBFNmjThu+++U7VtZWWV73Y9PT3VXi9ZsoTatWtz4sSJItdmNG7cmA8++ICZM2dy4MCBPPO3bt1KTk4OS5cuRUdHB4CFCxdSv3599u/fT48ePTAwMKBs2bJqwx6Ojo48efKEkydP0qpVK2JjYxk1ahTr168H4NixY5QrVw57e3sAgoOD8fb2xt/fH4D69etz+vRpvvvuO9zd3VXt9ujRgwEDBqhep6amArm1Of7+/piYmPDTTz+hr69f4H6PHDlS1e6MGTP4+eefOXv2LI6Ojvz444/UrVuXuXPnoqOjQ4MGDbh8+TJz5swp0rF9WUlJSSWyHW1vsziV5vhLc+wg8WtbaY7/TY+9QYMG2g7hxTUhnp6edOrUibi4OOLj4wkPDyc4OJjp06czbtw4EhMT0dXVpVWrVqp1jIyMaNSoERcvXgQgISGBrl27Fjqoq1evMnfuXI4fP87du3fJzs4mOzubGzduvMQuwpQpU2jRogU7d+7E1tZWbd6ZM2e4du0a5ubmatMfP37M1atX823T0NAQW1tbVQ/IgwcPGDZsGF9++SW3bt0iJiaGVq1aUa5cOSC3eNTX11etDUdHxzw9Ic2bN9e4vZ49e9K0aVPWrl1L2bIvvrO6cePGqn+bmJgAqIZvLl26RPPmzVVJF6BKKktCSZ/4SUlJb8Sb7WWV5vhLc+wg8WtbaY6/NMdekgr1nBB9fX1cXV1xdXVl0qRJBAYGMm/ePAIDA8nJycl3PeWHXEHLaPLBBx9gYmLCwoULMTExoWzZsjg4OLzUcAyAubk5/v7+fPbZZ2zatEltXnZ2NjY2Nvz444951qtSpUqB7To5OREdHU21atVwdHTE0NAQOzs7YmJiiImJoUOHDmrLP/+hn980AwMDjdvq1KkT27dv5/z583kSKU2Uyc/z21D+P+Tk5GiMRQghhChJL/WcECsrK7Kysnjy5AnW1tZkZ2cTHx+vmv/PP/9w4cIF1ZCLra0tUVFRhWr73r17JCYmMnbsWFxcXLCysuLBgwf51o8U1tixY7lz5w5r1qxRm25ra0tycjJVq1alXr16an/KJKR8+fI8e/YsT5tOTk4cO3aMiIgIVe2Hk5MTYWFhavUgkHvMjh49qrZ+XFwc1tbWhYp/6tSpDBkyBC8vLxISEoq07/9lZWWV5xblEydOvFKbQgghRFEVmITcu3ePbt26sXHjRs6dO0dKSgq//PILixYtwtnZmcqVK2NpaUmXLl0YM2YMR44c4fz58/j7+1OpUiX69OkDQGBgIAkJCYwePZqzZ8+SlJTEmjVrVPUOz1MoFFSrVo01a9aQnJxMTEwMY8eOLdQQREEUCgXjxo1j2bJlatP79OlDzZo18fHxISYmhpSUFGJjY5k6darqDhkLCwtSU1M5ffo0d+/e5d9//wVyh1MyMzP59ddfee+994DcJGTbtm1qy1kcbwAAIABJREFU9SDKY7Bx40ZWrlzJlStXWL58OZs3b+bjjz8u9D5Mnz6dwYMH4+XlxdmzZ1/6WAwePJirV68ybdo0kpKS2LlzJ6tXrwY099YIIYQQr0OBSYiBgQEtW7Zk2bJleHh44OjoyGeffUbv3r1VH1oAS5cuxc7Ojn79+uHm5kZGRgZbtmyhQoUKADRt2pRffvmFS5cu0aFDB9zc3Ni6davakIEqIF1dfvzxR86fP4+joyMTJkxg6tSp6OnpvfLO+vv7U716dbVpFStWZM+ePdStW5dBgwbRqlUrAgICSE9PR6FQANC9e3c6dOiAp6cnlpaWbNmyBcitC2nWrBkGBgY0bdoUgFatWlG2bFm1ehCArl27Mn/+fJYuXYqDgwPLli3j66+/VitKLYwZM2YwcOBAPD09XzoRsbCwYM2aNezduxcnJye+//57Jk2aBPDCglchhBCiuOikp6cXrWBD/E/6/vvvCQoKIiUlBV3dN+Jp/sWmtBeIleb4S3PsIPFrW2mOvzTHXpLkB+zeUitXrsTOzo5q1apx/PhxFixYQL9+/f7nEhAhhBBvLklC3lLJycl888033Lt3D1NTU4YMGcLEiRO1HZYQQoi3iCQhb6mgoCCCgoK0HYYQQoi3mPS9CyGEEEIrJAkRQgghhFZIEiKEEEIIrZAkRAghhBBaIUmIEEIIIbRCkhAhhBBCaIUkIUIIIYTQCklChBBCCKEV8rCyl2RmZsb8+fPx9fXVahzR0dF069aNK1euUK1atde6LcXqm8XeZvpgs2JvUwghROkgPSFAQEAACoUiz9/777+v7dDU2NjYsHjxYrVpDg4OJCYmUrVqVS1FJYQQQrwc6Qn5/1xcXFi+fLnatPLly2spmsIrX748xsbG2g5DCCGEKDLpCfn/9PT0MDY2VvurUqUK/6+9e4/r+f7/P37rQA5L75HevYu0DqRETlH2wUTEhpnksBlmxTanj4RyWMOSTMvKh42Nic3EFhv2cQwra2xhTW85H1cOi9XQ8fuHj/fPW0dU73d+j+vl0kU9X8/X631/Pnu/3j16vl5vwf0/9tavXz+USiUdOnRgx44dWvueP38ehULBb7/9ptWuUCiIj4/XfH316lXefvttXnjhBVQqFS+++CL79+8H4OzZswwbNozmzZtjZWVF165dtR6nX79+XLx4kdmzZ2tWauD+5RiFQsGNGzc0fbds2YKnpycWFha4uLiwePFiioqKNNtdXV2JiIhg8uTJNG3aFGdnZ5YuXVpJMymEEEJUjBQh5SgsLOT111+nsLCQ//73v0RHR7Nw4ULu3bv3WMfJycmhX79+XLhwgdjYWBITE7X+am12dja9evXi22+/5eDBg/Tv35833niDkydPAhAbG4u1tTVBQUGo1WrUanWJj5OSksKoUaN4+eWXSUxMZO7cuURGRvLpp59q9Vu2bBnOzs4kJCQwadIk5syZQ3Jy8mPOjhBCCPHk5HLM/+zatQtra+2bJMeOHUu3bt1IS0vj6NGjNG3aFLj/F2h9fHwe6/hxcXFkZmayc+dOzQ2kL7zwgma7q6srrq6umq8DAwPZsWMH8fHxTJs2jeeffx5DQ0NMTU3LvPwSExNDly5dCA4OBsDBwYHTp08TFRVFQECApl+PHj3w9/cHICAggBUrVpCQkIC7u/tjjUsIIYR4UlKE/I+npydRUVFabWZmZnzzzTdYWVlpChCADh06YGj4eItIx44dw8XFpdR3sOTk5BAeHs6PP/7In3/+SX5+Pnfv3sXFxeWxHketVuPt7a3V5uHhQXh4OLdv36ZBgwYAxY5raWnJtWvXHuuxKkN6evoz9ThVpSbnr8nZQfLrWk3Or+/ZHR0ddR1BipAH6tWrh52dXbH2h++lKM2DguThvnl5eY91nNmzZ7Nr1y7mzZuHvb099erVY9y4ceTm5lYkvtbjGBgYlLjt4fZatWoV21aRsVa26jgJ0tPT9eJke1I1OX9Nzg6SX9dqcv6anL06yT0h5XBycuLKlStcunRJ03bkyBEKCws1X5ubmwPw559/atqOHz+udZw2bdqQmpqqdQPpww4dOsTQoUMZMGAArVq1wsrKirNnz2r1qV27NgUFBeXmPXTokFZbUlIS1tbWmJqalrmvEEIIUZ2kCPmfe/fukZGRofVx/fp1unfvTvPmzRk3bhzHjh0jOTmZ4OBgjI3/3yJS3bp16dixI1FRUZw4cYKff/6ZWbNmaR1/8ODBmJubM2LECBITEzl37hzbtm3TvDvG3t6e77//npSUFFJTU/H39y9286uNjQ1JSUlcuXKl1GLm3Xff5aeffiIsLIxTp07xzTffEBMTw8SJEyt5xoQQQoinI0XI/+zbt48WLVpofXTt2hVDQ0NiY2MpLCykZ8+ejBs3jsDAQExMTLT2j46OBu7f8DllypRiRUj9+vX54YcfUKlUDB06FA8PD8LCwjSXSBYsWEDjxo3p27cvvr6+dOzYEQ8PD61jBAcHc+nSJdq2bYu9vX2J43Bzc2P16tVs3boVDw8PQkNDmTx5suYmVCGEEEJfGGRlZVX/jQBCVKOafm22JuevydlB8utaTc5fk7NXJ1kJEUIIIYROSBEihBBCCJ2QIkQIIYQQOiFFiBBCCCF0QooQIYQQQuiEFCFCCCGE0AkpQoQQQgihE1KECCGEEEInpAgRQgghhE5IESKEEEIInZAiRAghhBA6YVx+FyHuU3xxudofM2u0dbU/phBCiOpRo1ZCDhw4gEKhKPXP2D+LKjLm+Ph4FApFNaYSQgghnp5eFSHjx49HoVCgUCgwNzenTZs2zJo1i5ycnEp9HFdXVz755JNKOdadO3eYPHky9vb2WFlZ0b17dxISEsrcJzc3F3t7eyIiIkrcvnLlSlQqFbdu3aJTp06o1WoaNmxYKXmFEEIIfaF3l2O6d+/OihUryMvLIykpiYkTJ/LPP/+wZMkSXUcr0dKlS9m8eTOrVq3C0dGRkydPUrt27TL3qV27NkOGDGHdunUEBgZiYGCgtT02Npb+/ftjZmYGgFKprLL8QgghhK7o1UoIgImJCUqlkiZNmuDr64uvry8//PCDVp/ff/8dLy8vVCoV3bt3JyUlRWv7li1b8PT0xMLCAhcXFxYvXkxRUREA/fr14+LFi8yePVuz6lKR/UpjaGiIg4MDvXr1wtbWFm9vbzw8PMod58iRIzl37hwHDhzQaj9+/DgpKSmMHDkSKPlyzFdffUWrVq1QqVT4+fmRmZlZ7Pjbt2+nW7duKJVKWrduzbx588jNzdVsz8rKYty4cTRr1gxLS0sGDBjAiRMnys0thBBCVBa9K0IeVadOHfLy8rTaQkNDmTt3LgkJCTRs2BB/f39NsZCSksKoUaN4+eWXSUxMZO7cuURGRvLpp58C91cZrK2tCQoKQq1Wo1arK7Rfafr06UNKSgpffPHFY42rZcuWdOjQgdjYWK32tWvXYm9vT5cuXUrc7/Dhw7zzzjuMGjWKAwcO0KdPHz788EOtPrt378bf35+3336bQ4cOER0dTXx8PB988IGmz/jx4zly5Ajr169n9+7d1K1bl8GDB3Pnzp3HGocQQgjxpPTucszDjhw5QlxcHN26ddNqDwkJoWvXrgAEBQXRp08frly5grW1NTExMXTp0oXg4GAAHBwcOH36NFFRUQQEBPD8889jaGiIqamp1mWO8vYrSWZmJr6+vkyYMIEVK1bw999/M3HiROD+fR8qlYqNGzfSo0ePEvcfOXIk06dP59atW5iZmXHv3j02btzIpEmTSp2T5cuX061bNwIDAzU5f/31V9auXavps3jxYiZMmMDrr78OwAsvvMD7779PQEAA8+bN48yZM2zfvp0ffvhBU+ysWLECV1dXNm7cqFmF0Qfp6el6dRxdqcn5a3J2kPy6VpPz63t2R0dHXUfQvyJk165dWFtbk5+fT15eHn379mXRokVafVxcXDSfW1paAnDt2jWsra1Rq9V4e3tr9ffw8CA8PJzbt2/ToEGDEh/3SfaLjo5GqVQSGhpKQEAAPj4+ZGZmMm/ePNLS0jA0NKRDhw6ljnXQoEEEBwezadMmxowZww8//MDff//NsGHDSt1HrVbTp08frbaOHTtqFSFHjx7l119/JSoqStNWWFjInTt3yMjIQK1WY2hoiLu7u2a7mZkZzs7OpKWllfrYulAZJ0l6erpenGxPqibnr8nZQfLrWk3OX5OzVye9K0I8PT2JiorC2NgYlUpFrVq1ivV5uO3BTZ0PLscUFRUVu9Hz0b4leZL9UlNTcXV1BcDKyor4+Hj69u3LtWvXqF27NgMGDCi16AF47rnnGDhwILGxsYwZM4a1a9fi7e1d5o2o5d2jAvcLjunTpzNw4MBi28zNzcs8RllzJIQQQlQmvStC6tWrh52d3RPv7+TkxKFDh7TakpKSsLa2xtTUFLj/7pSCgoLH3u9RKpWKX375hfz8fIyNjbG1teW7776jb9++3Lx5k8OHD5ebd+TIkXh7e7Njxw4SEhJYv359ueN79LiPft2mTRtOnjxZ6jw6OTlRWFhIcnKy5nLM7du3+eOPPxg+fHi5mYUQQojKoPc3pj6ud999l59++omwsDBOnTrFN998Q0xMjOZeDQAbGxuSkpK4cuWK5l0nFdnvUePGjePChQuMGjWKlJQU0tLS2L59O3fu3MHExETrEklp3N3dcXJyYty4cSiVSnr16lVm/4CAAPbt28eSJUs4ffo0a9as4fvvv9fqExQURFxcHAsWLOCPP/7g5MmTxMfHM2fOHADs7e3p27cvU6ZMITExkdTUVPz9/TE1NcXX17fczEIIIURleOaKEDc3N1avXs3WrVvx8PAgNDSUyZMn4+/vr+kTHBzMpUuXaNu2Lfb29hXe71GtWrVi586d5ObmMmjQILy8vNi3bx8bNmzg888/JyoqijVr1pSb+fXXXycrK4vhw4djZGRUZt+OHTvyySef8Pnnn9OlSxe2bt3KjBkztPp4eXnxzTffcPDgQby8vPDy8iIyMpImTZpo+ixbtox27doxbNgwvLy8uHPnDnFxcdStW7fcvEIIIURlMMjKyir/JgMharCafoNYTc5fk7OD5Ne1mpy/JmevTs/cSogQQgghagYpQoQQQgihE1KECCGEEEInpAgRQgghhE5IESKEEEIInZAiRAghhBA6IUWIEEIIIXRCihAhhBBC6IQUIUIIIYTQCSlChBBCCKETevdXdIX+UnxxWdcRnlA9suR/TxZCCL0jKyFVQKFQEB8fr+sYQgghhF7TmyJk/PjxKBSKYh89e/as0P7nz59HoVDw22+/VUqeAwcOoFAouHHjxmPvq1ar6dOnT6XkqGqVPW9CCCFERenV5Zju3buzYsUKrbbatWtXe47c3Nyn2l+pVFZSEiGEEOLZpTcrIQAmJiYolUqtj+effx64f4lj9erVvPnmm1hZWdGmTRs2bNig2bdNmzYAvPTSSygUCvr166fZFhsbS6dOnVAqlbRv356YmBgKCws12xUKBZ999hmvv/46VlZWjB07lldeeQUAe3t7FAoF48ePB2DXrl34+PjQrFkzbG1tGTRoEGq1WmscD1+OebDSEB8fz8CBA1GpVHTq1Im9e/dq+j9Yddm5cyfdunXD0tISHx8fLl++zMGDB+nSpQvW1tb4+flx8+ZNrceqyNiedN6EEEKIqqRXRUh5Fi1aRN++fTl48CCDBg3ivffe48KFCwDs2bMHgE2bNqFWq4mNjQVgzZo1zJs3j+DgYH7++Wfmz59PVFQUK1eu1Dp2eHg43t7eJCYmEhoaypdffgnAoUOHUKvVLFy4EICcnBzGjRvHnj17+P7772nQoAFDhw4td/Vk/vz5BAQEcPDgQdq2bcuYMWPIzs7W6hMWFkZYWBi7du0iKyuLMWPGsGjRIqKiovj+++85ceIEYWFhmv4VHduTzJsQQghR1fTqcsyuXbuwtrbWahs7diyhoaEA+Pn54efnB0BISAjLly8nKSkJGxsbGjVqBEDDhg21LodEREQQGhrKgAEDALC1teXs2bOsWrUKf39/Tb9XX32VkSNHar6+dOkSAI0bN9YcG9Ac54GYmBiaNm3KkSNH8PDwKHVs77zzDj4+PgDMmTOHr7/+muPHj2vtExISgqenJwCjR48mKCiIffv24ebmBsCwYcPYsmXLY4/tSebtWZOenq7rCE+lJuevydlB8utaTc6v79kdHXX/tkG9KkI8PT2JiorSajMzM9N87uLiovnc2NiYRo0ace3atVKPd/36dS5dusSUKVOYOnWqpj0/P5+ioiKtvm3btq1QxrNnz7JgwQIOHz7MjRs3KCwspLCwUFO0lObh7CqVCqBY9of7WFhYlNj2YJ/HGdvjztuzSB9OtieVnp5eY/PX5Owg+XWtJuevydmrk14VIfXq1cPOzq7U7bVq1dL62sDAoNgP3Ic9uDdiyZIldOrUqczHrl+/foUyDh06FJVKxccff4xKpcLY2JhOnTqVeznm4ewGBgYAxbKX1OfRtgdjepyxPe68CSGEENVBr4qQp/HgXTQFBQWaNgsLC6ysrDh79izDhg176uPdvHkTtVpNREQEXbt2BSAlJYX8/Pynjf/YnmZsDytpnEIIIUR10Ksi5N69e2RkZGi1GRkZYW5uXu6+jRs3pm7duuzevRsbGxtMTEwwMzNjxowZBAUFYWZmhre3N3l5eRw9epSrV6/y73//u9TjNW3aFAMDA3788Ud8fHyoU6cOCoWCRo0a8eWXX9KkSROuXLnCnDlzMDbWzTQ+6dgeVtq8CSGEEFVNr94ds2/fPlq0aKH18WDFoTzGxsaEh4ezdu1anJycGD58OAAjR44kOjqaDRs28OKLL+Lj48OaNWto1qxZmcezsrJi5syZzJ8/H0dHR6ZNm4ahoSGff/45qampeHh4MG3aNEJCQjAxMXnqsT+JJx3bw0qbNyGEEKKqGWRlZcnNAeKZVtNvEKvJ+WtydpD8ulaT89fk7NVJr1ZChBBCCPH/DylChBBCCKETUoQIIYQQQiekCBFCCCGETkgRIoQQQgidkCJECCGEEDohRYgQQgghdEKKECGEEELohBQhQgghhNAJKUKEEEIIoRNShAghhBBCJ+Rvx4gKU3xxWdcRhBBCAFmjrXUdoVLISkgVyszMZObMmbRr1w6lUomDgwPe3t6sWLGC7OxsXccTQgghdMpY1wGeVefPn6dPnz6YmpoSEhKCi4sLhYWFnDp1iq+//pqGDRvi6+ur65hCCCGEzshKSBWZOnUqhoaG7N27l9deew0nJyecnZ3p378/69evZ/DgwQBER0fj6emJlZUVLVu2ZMKECWRlZWmOs27dOqytrdm5cycdO3ZEpVIxdOhQbt26RXx8PO3atcPGxgZ/f3/u3Lmj2a+oqIioqCjc3NywtLTE09OTDRs2aGUMDw+nVatWWFhY0Lx5cwICAqpncoQQQghkJaRK/PXXX+zevZs5c+ZQv379EvsYGBgAYGhoSFhYGLa2tly8eJGgoCCCgoL49NNPNX3v3btHdHQ0n332Gbm5uYwcOZI333wTExMTvvzyS27evMkbb7zBypUrmTBhAgDz588nPj6exYsX4+DgwC+//MKkSZNQKBT07t2b+Ph4oqOjWblyJc7Ozly/fp1ffvml6idHCCGE+B8pQqrA6dOnKSoqwsHBQavd2dmZW7duATBkyBAiIyN55513NNubNWvGBx98wPDhw1m+fDmGhvcXqvLz81m8eDGOjo4ADB48mGXLlpGenk6jRo0A6Nu3LwcPHmTChAnk5OQQExPD5s2b8fT0BMDW1pYjR46wcuVKevfuzcWLF1EqlfTo0YNatWrRtGlT2rZtW+VzI4QQQjwgRUg12rZtG4WFhUyaNIm7d+8CkJCQQGRkJCdPnuT27dsUFBSQm5tLRkYGKpUKABMTE00BAmBhYYFSqdQUIA/a1Go1AGq1mrt37zJ48GDNigtAXl4eNjY2AAwcOJDly5fTpk0bevToQc+ePfHx8cHExKTK50EIIcTTSU9Pf+pjPPxzRVekCKkCdnZ2GBgYFHuS2NraAlCvXj0ALly4gJ+fHyNHjiQ4OJiGDRty9OhR3nrrLXJzczX7GRtrf5sMDAxKbCssLATQ/PvVV1/RtGlTrX4P9mvSpAmHDx8mISGBffv2MWvWLMLDw9m1a1epl5CEEELoB30oICqD3JhaBRo2bEiPHj347LPPynwr7m+//UZubi5hYWG4u7vj4ODA1atXn/rxW7RogYmJCRcvXsTOzk7r48FKCECdOnXo3bs3YWFh7NmzhxMnTvDzzz8/9eMLIYQQFSErIVXko48+onfv3nTv3p0ZM2bQqlUrjI2NSUlJ4ffff+ell17C3t6ewsJCli1bxiuvvMLhw4dZvnz5Uz+2qakpEyZMYPbs2RQVFdGlSxeys7M5fPgwhoaGjBo1inXr1lFQUED79u2pX78+3377LbVq1cLOzq4SRi+EEEKUT4qQKmJra8v+/ftZsmQJCxYs4PLly9SqVYvmzZvz1ltv8fbbb2NqasrChQuJiopiwYIFuLu7M2/ePEaPHv3Ujx8SEkLjxo2Jjo5m6tSpmJqa4urqyqRJkwAwMzMjKiqKWbNmkZ+fT4sWLVi7dq3mkpEQQghR1eS/bRfPvPT09Bp9/bQm56/J2UHy61pNzl+Ts1cnuSdECCGEEDohRYgQQgghdEKKECGEEELohBQhQgghhNAJuTFVCCGEEDohKyFCCCGE0AkpQoQQQgihE1KECCGEEEInpAgRQgghhE5IESKEEEIInZAiRJRp5cqVtG7dGqVSSbdu3UhMTNR1JJYsWcJLL71E06ZNsbe3x8/Pjz/++EOrz/jx41EoFFofPXv21Opz7949pk2bhp2dHVZWVgwdOpTLly9XafawsLBiuZo3b67ZXlRURFhYGE5OTlhaWtKvXz9OnDihdYysrCz8/f2xsbHBxsYGf39/srKyqjT3A66ursXyKxQKhgwZUqHxVXSMleWnn35i6NChtGzZEoVCwbp16x47S0XmOzU1lb59+2JpaUnLli0JDw+nqOjp33hYVv68vDzmzp2Lp6cnVlZWtGjRgrFjx3Lx4kWtY/Tr16/Y92TMmDGPPcbKzg+Vd55evHgRPz8/rKyssLOzIygoiNzc3CrNXtJ5oFAoCAwMrPTxPcukCBGl2rx5MzNmzGDq1Kns378fd3d3fH19i73IVbeDBw/y1ltv8eOPP7JlyxaMjY0ZOHAgf/31l1a/7t27o1arNR8bN27U2j5z5ky2bt3KqlWr2LZtG3///Td+fn4UFBRUaX5HR0etXA8XdlFRUcTExBAeHs6ePXto3Lgxr776Kn///bemz9ixYzl27BgbN24kLi6OY8eOERAQUKWZH9i7d69W9oSEBAwMDBg4cGCFxlfRMVaWnJwcnJ2dWbhwIXXr1i22vTLm+/bt27z66qtYWFiwZ88eFi5cyCeffEJ0dHSV5v/nn384evQogYGBJCQksH79ei5fvszgwYPJz8/X6jtixAit70lkZKTW9qp6TpU3//D052lBQQF+fn5kZ2ezbds2Vq1axZYtWwgJCanS7A9nVqvVfP311wBa50JljO9ZJ/9PiCiVl5cXLi4uLF26VNPWrl07BgwYwNy5c3WYTFt2djY2NjasW7cOHx8f4P5vIDdv3mTDhg0l7nPr1i0cHByIiYnR/BZ/6dIlXF1diYuLw8vLq0qyhoWFsWXLFpKSkoptKyoqwsnJibffflvz29SdO3dwdHTU/HVltVpNp06d2LFjB507dwYgKSkJHx8ffvnll2r/g1mLFy9m6dKlpKWlUa9evTLHBxUbY1WxtrZm0aJFjBgxosJZKjLfq1at4v333+fkyZOaH1YRERF8/vnn/PHHHxgYGFRJ/pKkpaXRuXNnfvrpJ1xcXID7KyHOzs5ERESUuE91PadKyl8Z5+nOnTsZMmQIx48fp0mTJgBs2LCBiRMnkp6eToMGDaok+6MmTpxIYmIihw8frtTxPetkJUSUKDc3l5SUFHr06KHV3qNHD37++WcdpSpZdnY2hYWFKBQKrfakpCQcHBxo3749EydO5Nq1a5ptKSkp5OXlaY2vSZMmtGjRosrHd+7cOVq2bEnr1q0ZM2YM586dA+D8+fNkZGRoZapbty6enp6aTMnJyTz33HN06tRJ06dz587Ur1+/2r8vRUVFrF27Fj8/P+rVq6dpL218ULExVpfKmu/k5GQ8PDy0flv28vLi6tWrnD9/vppGc9+DFZxHz4VNmzZhZ2dH586dmTVrltZKj66fU097niYnJ9OiRQtNAQL35//evXukpKRUeX64P++bN2/mzTffLLZNX1+H9IWxrgMI/XTjxg0KCgpo3LixVnvjxo3JzMzUUaqSzZgxA1dXV9zd3TVtPXv25JVXXqFZs2ZcuHCB+fPn079/f/bt24eJiQmZmZkYGRnRqFEjrWNV9fg6dOjAsmXLcHR05Pr160RERODt7c2hQ4fIyMjQZHg009WrVwHIzMykUaNGWr9dGxgYYG5uXu3fl71793L+/HneeOMNTVtZ42vYsGGFxlhdKmu+MzMzsbKyKnaMB9tsbW2raghacnNzmTVrFn369MHa2lrT7uvrS9OmTbG0tCQtLY3Q0FB+//13vvvuO01GXT2nKuM8zczMLPY9bNSoEUZGRtV2TmzatIl79+4xbNgwrXZ9fR3SJ1KEiDI9upRcVFRUacvLlSE4OJhDhw6xY8cOjIyMNO2vvfaa5nMXFxfc3NxwdXXlxx9/pH///qUer6rH16tXL62vO3TogJubG+vXr6djx45A+XNeUj5dfF/WrFlDu3btaN26taatrPG99957mnZ9el5VxnyXdIzS9q0K+fn5+Pv7c+vWLb766iutbaNGjdJ87uLigq2tLV5eXqSkpODm5lZqzur4nlTWeVpazuqa/zVr1tDuT0eRAAAFAklEQVSvXz/Mzc212vX1dUifyOUYUaLSfpO4fv16sd86dGXmzJls2rSJLVu2lPvbpkqlwsrKijNnzgBgYWFBQUEBN27c0OpX3eN77rnncHJy4syZMyiVSoAy59zCwoLr169rvfOiqKiIGzduVGvua9eusW3bthKXnx/28PiACo2xulTWfFtYWJR4DCi+ylIV8vPzeeutt0hNTSU+Pp6GDRuW2b9t27YYGRlpnQv68JyCJztPS5r/0lZyq8KxY8f47bffyj0XQH9fh3RJihBRotq1a+Pm5sbevXu12vfu3at17VhXpk+fTlxcHFu2bCn2FtCS3Lhxg6tXr2p+8Li5uVGrVi2t8V2+fFlzk151uXv3Lunp6SiVSpo1a4ZSqdTKdPfuXZKSkjSZ3N3dyc7OJjk5WdMnOTmZnJycas29bt06TExMGDRoUJn9Hh4fUKExVpfKmm93d3eSkpK4e/eups/evXtRqVQ0a9asSseQl5fH6NGjSU1NZevWrZp5LktqaioFBQWavvrynIInO0/d3d1Rq9Vab2vdu3cvJiYmmpWeqrRmzRpsbGzo3r17uX319XVIl4xmzJjxvq5DCP1kampKWFgYlpaW1KlTh4iICBITE4mOjsbMzExnuQIDA/n6669ZvXo1TZo0IScnh5ycHOB+8ZSdnc0HH3zAc889R35+PsePH2fChAkUFBQQERGBiYkJderU4c8//+Szzz6jVatW3Lp1iylTptCgQQNCQ0MxNKya+nzWrFnUrl2bwsJCTp06xbRp0zhz5gyRkZEoFAoKCgqIjIzEwcGBgoICQkJCyMjI4OOPP8bExARzc3MOHz5MXFwcrVu35vLly0yZMoV27dpV29t0i4qKePfdd+ndu3extyOWNT4zMzMMDAzKHWNlys7OJi0tjYyMDNauXYuzszMNGjQgNzcXMzOzSplve3t7vvjiC44fP46joyNJSUnMmTOHyZMnP/UPkrLy169fnzfffJNff/2VL7/8ElNTU825YGRkRK1atTh79iyffvop9evXJzc3l+TkZCZPnoy1tTWzZs3C0NCwSp9TZeU3MjKqlPPU1taWrVu3smfPHlxcXEhLSyMwMBBfX19eeeWVKsn+4PXvn3/+4Z133sHf358uXboU219fX4f0ibxFV5Rp5cqVREVFkZGRQcuWLfnwww+LnWzV7dE7/x+YPn06M2fO5M6dO4wYMYJjx45x69YtlEol//rXvwgJCdG6g/7u3bvMnj2buLg47t69S9euXfnoo4+0+lS2MWPGkJiYyI0bNzA3N6dDhw6EhITg5OQE3P8Bv3DhQlavXk1WVhbt27dn8eLFODs7a47x119/MX36dLZv3w6Aj48PixYtKnVeKtv+/fvp378/u3fvpn379o81voqOsbIcOHCgxB9Ew4YN4z//+U+lzXdqaiqBgYH8+uuvKBQKRo8ezfTp05/6un5Z+WfMmEGbNm1K3C8mJoYRI0Zw6dIl/P39OXHiBDk5OVhbW+Pt7c2MGTN4/vnnH2uMlZ1/yZIllXaeXrx4kcDAQPbv30+dOnUYPHgw8+fPf6qitrznDkBsbCyTJk3i999/R6VSafXT59chfSJFiBBCCCF04tlf6xFCCCGEXpIiRAghhBA6IUWIEEIIIXRCihAhhBBC6IQUIUIIIYTQCSlChBBCCKETUoQIIYQQQiekCBFCCCGETkgRIoQQQgid+D+w59Ic0uwmLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Generate bar plot for the Top 10 Common Apple iOS Apps by Genre.\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "apple_english_free[\"prime_genre\"].value_counts().head(10).plot.barh(title=\"Top 10 Common Apple iOS Apps by Genre\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Games                58.162632\n",
       "Entertainment         7.883302\n",
       "Photo & Video         4.965860\n",
       "Education             3.662322\n",
       "Social Networking     3.289882\n",
       "Shopping              2.607076\n",
       "Utilities             2.513966\n",
       "Sports                2.141527\n",
       "Music                 2.048417\n",
       "Health & Fitness      2.017381\n",
       "Productivity          1.738051\n",
       "Lifestyle             1.582868\n",
       "News                  1.334575\n",
       "Travel                1.241465\n",
       "Finance               1.117318\n",
       "Weather               0.869025\n",
       "Food & Drink          0.806952\n",
       "Reference             0.558659\n",
       "Business              0.527623\n",
       "Book                  0.434513\n",
       "Medical               0.186220\n",
       "Navigation            0.186220\n",
       "Catalogs              0.124146\n",
       "Name: prime_genre, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Showing the Apple iOS most common apps by Genre, in relative frequencies (percentage).\n",
    "\n",
    "apple_english_free[\"prime_genre\"].value_counts(normalize=True) * 100\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among the free English apps, more than a half (58.16%) are games.\n",
    "Entertainment apps are close to 8%, followed by photo and video apps, which are close to 5%. Only 3.66% of the apps are designed for education, followed by social networking apps which amount for 3.29% of the apps in our data set.\n",
    "\n",
    "The general impression is that App Store (at least the part containing free English apps) is dominated by apps that are designed for fun (games, entertainment, photo and video, social networking, sports, music, etc.), while apps with practical purposes (education, shopping, utilities, productivity, lifestyle, etc.) are more rare. However, the fact that fun apps are the most numerous doesn't also imply that they also have the greatest number of users — the demand might not be the same as the offer."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most Popular Apps by Category on the Google Play Store\n",
    "\n",
    "We have data about the number of installs for the Android apps market.\n",
    "\n",
    "However, the install numbers don't seem precise enough — we can see from the earlier preview above that most values are open-ended (100+, 1,000+, 5,000+, etc.). \n",
    "\n",
    "We will just take the numbers (ignoring the + signs) and calculate the average number of installs for the Android apps for each Category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>Installs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>3.845612e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>VIDEO_PLAYERS</td>\n",
       "      <td>2.472787e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>2.325365e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>PHOTOGRAPHY</td>\n",
       "      <td>1.784011e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>PRODUCTIVITY</td>\n",
       "      <td>1.678733e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>GAME</td>\n",
       "      <td>1.559451e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>TRAVEL_AND_LOCAL</td>\n",
       "      <td>1.398408e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>ENTERTAINMENT</td>\n",
       "      <td>1.171976e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>TOOLS</td>\n",
       "      <td>1.080139e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>9.549178e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Category      Installs\n",
       "0       COMMUNICATION  3.845612e+07\n",
       "1       VIDEO_PLAYERS  2.472787e+07\n",
       "2              SOCIAL  2.325365e+07\n",
       "3         PHOTOGRAPHY  1.784011e+07\n",
       "4        PRODUCTIVITY  1.678733e+07\n",
       "5                GAME  1.559451e+07\n",
       "6    TRAVEL_AND_LOCAL  1.398408e+07\n",
       "7       ENTERTAINMENT  1.171976e+07\n",
       "8               TOOLS  1.080139e+07\n",
       "9  NEWS_AND_MAGAZINES  9.549178e+06"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Top 10 Popular Android Apps by Category.\n",
    "\n",
    "android_popular = android_english_free.groupby(\"Category\")[\"Installs\"].mean().sort_values(ascending=False).reset_index().head(10)\n",
    "android_popular\n",
    "\n",
    "#Similar code using pivot table\n",
    "#android_english_free.pivot_table(index='Category', values = \"Installs\", aggfunc=np.mean).sort_values(ascending=False, by=\"Installs\").reset_index().head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Generate bar plot for the Top 10 Popular Android Apps by Category.\n",
    "\n",
    "android_popular = android_english_free.groupby(\"Category\")[\"Installs\"].mean().sort_values(ascending=False).head(10)\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "android_popular.plot.barh(title=\"Top 10 Popular Android Apps by Category\", legend=True, label=\"Avg Installs\")\n",
    "plt.ylabel(\"\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>Installs</th>\n",
       "      <th>Size</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Category</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>COMMUNICATION</td>\n",
       "      <td>3.845612e+07</td>\n",
       "      <td>1.200912e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>VIDEO_PLAYERS</td>\n",
       "      <td>2.472787e+07</td>\n",
       "      <td>1.561651e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>SOCIAL</td>\n",
       "      <td>2.325365e+07</td>\n",
       "      <td>1.613652e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>PHOTOGRAPHY</td>\n",
       "      <td>1.784011e+07</td>\n",
       "      <td>1.635277e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>PRODUCTIVITY</td>\n",
       "      <td>1.678733e+07</td>\n",
       "      <td>1.292533e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GAME</td>\n",
       "      <td>1.559451e+07</td>\n",
       "      <td>4.251389e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>TRAVEL_AND_LOCAL</td>\n",
       "      <td>1.398408e+07</td>\n",
       "      <td>2.311818e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ENTERTAINMENT</td>\n",
       "      <td>1.171976e+07</td>\n",
       "      <td>2.317455e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>TOOLS</td>\n",
       "      <td>1.080139e+07</td>\n",
       "      <td>9.299466e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>NEWS_AND_MAGAZINES</td>\n",
       "      <td>9.549178e+06</td>\n",
       "      <td>1.253543e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Installs          Size\n",
       "Category                                      \n",
       "COMMUNICATION       3.845612e+07  1.200912e+07\n",
       "VIDEO_PLAYERS       2.472787e+07  1.561651e+07\n",
       "SOCIAL              2.325365e+07  1.613652e+07\n",
       "PHOTOGRAPHY         1.784011e+07  1.635277e+07\n",
       "PRODUCTIVITY        1.678733e+07  1.292533e+07\n",
       "GAME                1.559451e+07  4.251389e+07\n",
       "TRAVEL_AND_LOCAL    1.398408e+07  2.311818e+07\n",
       "ENTERTAINMENT       1.171976e+07  2.317455e+07\n",
       "TOOLS               1.080139e+07  9.299466e+06\n",
       "NEWS_AND_MAGAZINES  9.549178e+06  1.253543e+07"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Top 10 Popular Android Apps by Category (to include the app size data).\n",
    "\n",
    "android_popular = android_english_free.groupby(\"Category\")[\"Installs\", \"Size\"].mean()\n",
    "android_popular = android_popular.sort_values(\"Installs\", ascending=False).head(10)\n",
    "android_popular\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Generate bar plot for the Top 10 Popular Android Apps by Category, showing the number of installs and the size of the apps.\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "android_popular.plot.bar(secondary_y=\"Size\")\n",
    "\n",
    "plt.title(\"Top 10 Popular Android Apps \\n by Category\", y = 1.08) # y pads the title upward\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most Popular Apps by Genre on the App Store\n",
    "\n",
    "One way to find out what genres are the most popular (have the most users) is to calculate the average number of installs for each app genre. For the Android apps dataset, we can find this information in the `Installs` column, which is what we've done above, but for the Apple iOS apps dataset this information is missing. As a workaround, we'll take the total number of user ratings as a proxy, which we can find in the `rating_count_tot` app.\n",
    "\n",
    "Below, we calculate the average number of user ratings per app genre for the Apple iOS apps.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "prime_genre\n",
       "Navigation           86090.333333\n",
       "Reference            74942.111111\n",
       "Social Networking    71548.349057\n",
       "Music                57326.530303\n",
       "Weather              52279.892857\n",
       "Book                 39758.500000\n",
       "Food & Drink         33333.923077\n",
       "Finance              31467.944444\n",
       "Photo & Video        28441.543750\n",
       "Travel               28243.800000\n",
       "Name: rating_count_tot, dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Top 10 Popular Apple iOS Apps by Genre.\n",
    "\n",
    "apple_english_free.groupby(\"prime_genre\")[\"rating_count_tot\"].mean().sort_values(ascending=False).head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Generate bar plot for the Top 10 Popular Apple iOS Apps by Genre.\n",
    "\n",
    "apple_popular = apple_english_free.groupby(\"prime_genre\")[\"rating_count_tot\"].mean().sort_values(ascending=False).head(10)\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "apple_popular.plot.barh(title=\"Top 10 Popular Apple iOS Apps by Genre\", legend=True, label=\"Avg rating count\")\n",
    "plt.ylabel('') #to suppres the field name 'prime_genre' on the right.\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Among the free English apps,\n",
    "\n",
    "- For Andriod, seems like the most popular apps are from the category of Communication, Video Players, Social, Photography, Productivity, and Games only come after all these categories.\n",
    "\n",
    "- For Apple iOS, the most popular apps are of Navigation, Reference, Social Networking, Music and Weather.\n",
    "\n",
    "It looks like functional apps are more popular than games and entertainment apps.\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}