HackathonP2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] File b'DataFiles/StudentsData.csv' does not exist: b'DataFiles/StudentsData.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-1-c18b11ba60c3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'student'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'rollnumber'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mSheet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'DataFiles/StudentsData.csv'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m \u001b[1;31m#readCSV('DataFiles/Income.csv')\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-1-c18b11ba60c3>\u001b[0m in \u001b[0;36mSheet\u001b[1;34m(filename, nr, rollnumber)\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrandom\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mSheet\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mrollnumber\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m     \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrollnumber\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[0;32m    700\u001b[0m                     skip_blank_lines=skip_blank_lines)\n\u001b[0;32m    701\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 702\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    703\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    704\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    427\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    428\u001b[0m     \u001b[1;31m# Create the parser.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 429\u001b[1;33m     \u001b[0mparser\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    430\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    431\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mchunksize\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0miterator\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m    893\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'has_index_names'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    894\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 895\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    896\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    897\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m_make_engine\u001b[1;34m(self, engine)\u001b[0m\n\u001b[0;32m   1120\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'c'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1121\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'c'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1122\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1123\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1124\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'python'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, src, **kwds)\u001b[0m\n\u001b[0;32m   1851\u001b[0m         \u001b[0mkwds\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'usecols'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0musecols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1852\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1853\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparsers\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1854\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munnamed_cols\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1855\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] File b'DataFiles/StudentsData.csv' does not exist: b'DataFiles/StudentsData.csv'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import random\n",
    "def Sheet(filename,nr,rollnumber):\n",
    "    df=pd.read_csv(filename)\n",
    "    df.loc[nr]=rollnumber\n",
    "    df.to_csv(filename,index=False)\n",
    "    return df\n",
    "\n",
    "data=['student','rollnumber']\n",
    "Sheet('DataFiles/StudentsData.csv',1,data)\n",
    "#readCSV('DataFiles/Income.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem 1:\n",
    "## Statement :\n",
    "Plotting 2d Graph using Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "def Categories(filename):\n",
    "    df=pd.read_csv(filename)\n",
    "    return df\n",
    "df=Categories('DataFiles/AppleStore.csv')\n",
    "y=df.columns[12]\n",
    "x=df.values\n",
    "len(x)\n",
    "#df.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Games',\n",
       " 'Productivity',\n",
       " 'Weather',\n",
       " 'Shopping',\n",
       " 'Reference',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Music',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Social Networking',\n",
       " 'Travel',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Reference',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Business',\n",
       " 'Music',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Music',\n",
       " 'Weather',\n",
       " 'Social Networking',\n",
       " 'Health & Fitness',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Music',\n",
       " 'Navigation',\n",
       " 'Music',\n",
       " 'Navigation',\n",
       " 'Travel',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Business',\n",
       " 'Education',\n",
       " 'Weather',\n",
       " 'Lifestyle',\n",
       " 'Lifestyle',\n",
       " 'Food & Drink',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Health & Fitness',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Music',\n",
       " 'Music',\n",
       " 'Finance',\n",
       " 'Reference',\n",
       " 'Food & Drink',\n",
       " 'News',\n",
       " 'Navigation',\n",
       " 'Weather',\n",
       " 'Finance',\n",
       " 'News',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Utilities',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Book',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Social Networking',\n",
       " 'Photo & Video',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Weather',\n",
       " 'Health & Fitness',\n",
       " 'Health & Fitness',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Health & Fitness',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Reference',\n",
       " 'News',\n",
       " 'Sports',\n",
       " 'Utilities',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Business',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Productivity',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Music',\n",
       " 'Productivity',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Travel',\n",
       " 'Finance',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Social Networking',\n",
       " 'Weather',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Sports',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'News',\n",
       " 'Social Networking',\n",
       " 'Shopping',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Finance',\n",
       " 'Health & Fitness',\n",
       " 'Photo & Video',\n",
       " 'Food & Drink',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Food & Drink',\n",
       " 'Sports',\n",
       " 'News',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Health & Fitness',\n",
       " 'Utilities',\n",
       " 'Medical',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Productivity',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Navigation',\n",
       " 'Finance',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Photo & Video',\n",
       " 'Food & Drink',\n",
       " 'Games',\n",
       " 'Food & Drink',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'News',\n",
       " 'Shopping',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'News',\n",
       " 'Lifestyle',\n",
       " 'Business',\n",
       " 'News',\n",
       " 'Travel',\n",
       " 'News',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Reference',\n",
       " 'Games',\n",
       " 'Business',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Shopping',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Social Networking',\n",
       " 'Navigation',\n",
       " 'Health & Fitness',\n",
       " 'Productivity',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Business',\n",
       " 'Shopping',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Food & Drink',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Shopping',\n",
       " 'Health & Fitness',\n",
       " 'Travel',\n",
       " 'Productivity',\n",
       " 'News',\n",
       " 'Photo & Video',\n",
       " 'Music',\n",
       " 'Business',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Lifestyle',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Business',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'News',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Book',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Lifestyle',\n",
       " 'Entertainment',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Productivity',\n",
       " 'Utilities',\n",
       " 'Health & Fitness',\n",
       " 'Health & Fitness',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Travel',\n",
       " 'Education',\n",
       " 'Education',\n",
       " 'Shopping',\n",
       " 'Social Networking',\n",
       " 'Photo & Video',\n",
       " 'Travel',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Weather',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Utilities',\n",
       " 'Productivity',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Entertainment',\n",
       " 'Productivity',\n",
       " 'Business',\n",
       " 'Reference',\n",
       " 'Utilities',\n",
       " 'Reference',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Reference',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Book',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'News',\n",
       " 'Travel',\n",
       " 'Utilities',\n",
       " 'Travel',\n",
       " 'Productivity',\n",
       " 'Book',\n",
       " 'Weather',\n",
       " 'Entertainment',\n",
       " 'Business',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Finance',\n",
       " 'Productivity',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Social Networking',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Education',\n",
       " 'Weather',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Productivity',\n",
       " 'Productivity',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Education',\n",
       " 'Weather',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Book',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Utilities',\n",
       " 'Music',\n",
       " 'Lifestyle',\n",
       " 'Shopping',\n",
       " 'Productivity',\n",
       " 'Education',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Sports',\n",
       " 'Business',\n",
       " 'Health & Fitness',\n",
       " 'Utilities',\n",
       " 'Shopping',\n",
       " 'Business',\n",
       " 'Shopping',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Entertainment',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Reference',\n",
       " 'Lifestyle',\n",
       " 'Business',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Lifestyle',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Reference',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Utilities',\n",
       " 'Productivity',\n",
       " 'Medical',\n",
       " 'Utilities',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Utilities',\n",
       " 'Entertainment',\n",
       " 'Social Networking',\n",
       " 'Sports',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Productivity',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Medical',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Productivity',\n",
       " 'Book',\n",
       " 'Games',\n",
       " 'Food & Drink',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Business',\n",
       " 'Social Networking',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Productivity',\n",
       " 'Shopping',\n",
       " 'Reference',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Travel',\n",
       " 'Weather',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Finance',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'News',\n",
       " 'Reference',\n",
       " 'Finance',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Productivity',\n",
       " 'News',\n",
       " 'Travel',\n",
       " 'Business',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Reference',\n",
       " 'Entertainment',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Music',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Photo & Video',\n",
       " 'Travel',\n",
       " 'Food & Drink',\n",
       " 'Finance',\n",
       " 'Utilities',\n",
       " 'Finance',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Food & Drink',\n",
       " 'Photo & Video',\n",
       " 'Finance',\n",
       " 'Health & Fitness',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Photo & Video',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Weather',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Productivity',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Reference',\n",
       " 'Reference',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Sports',\n",
       " 'Sports',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Sports',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Weather',\n",
       " 'Productivity',\n",
       " 'Food & Drink',\n",
       " 'Education',\n",
       " 'Lifestyle',\n",
       " 'Photo & Video',\n",
       " 'Finance',\n",
       " 'Shopping',\n",
       " 'Entertainment',\n",
       " 'Social Networking',\n",
       " 'Music',\n",
       " 'Reference',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Lifestyle',\n",
       " 'Lifestyle',\n",
       " 'Photo & Video',\n",
       " 'Utilities',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Health & Fitness',\n",
       " 'Shopping',\n",
       " 'Productivity',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Lifestyle',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Food & Drink',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Photo & Video',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Reference',\n",
       " 'Productivity',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'News',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'News',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Travel',\n",
       " 'Travel',\n",
       " 'Social Networking',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Sports',\n",
       " 'Social Networking',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Productivity',\n",
       " 'Productivity',\n",
       " 'Book',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Utilities',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Reference',\n",
       " 'Sports',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Reference',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Social Networking',\n",
       " 'Photo & Video',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Weather',\n",
       " 'Shopping',\n",
       " 'Education',\n",
       " 'Travel',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Education',\n",
       " 'Productivity',\n",
       " 'Education',\n",
       " 'Travel',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Food & Drink',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Shopping',\n",
       " 'News',\n",
       " 'Entertainment',\n",
       " 'Photo & Video',\n",
       " 'Business',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Productivity',\n",
       " 'Shopping',\n",
       " 'Business',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Utilities',\n",
       " 'Food & Drink',\n",
       " 'Photo & Video',\n",
       " 'Entertainment',\n",
       " 'Utilities',\n",
       " 'Photo & Video',\n",
       " 'Education',\n",
       " 'Social Networking',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Reference',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Productivity',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Social Networking',\n",
       " 'Travel',\n",
       " 'Utilities',\n",
       " 'Weather',\n",
       " 'Book',\n",
       " 'Business',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Entertainment',\n",
       " 'Finance',\n",
       " 'Social Networking',\n",
       " 'Entertainment',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Productivity',\n",
       " 'Medical',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Navigation',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Travel',\n",
       " 'Business',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Utilities',\n",
       " 'Social Networking',\n",
       " 'Health & Fitness',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Reference',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Entertainment',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Entertainment',\n",
       " 'Shopping',\n",
       " 'Navigation',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Travel',\n",
       " 'Health & Fitness',\n",
       " 'Utilities',\n",
       " 'Reference',\n",
       " 'Health & Fitness',\n",
       " 'Entertainment',\n",
       " 'Travel',\n",
       " 'Social Networking',\n",
       " 'Food & Drink',\n",
       " 'Utilities',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Social Networking',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Business',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Photo & Video',\n",
       " 'Reference',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Weather',\n",
       " 'Social Networking',\n",
       " 'Entertainment',\n",
       " 'Education',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Music',\n",
       " 'Games',\n",
       " 'Productivity',\n",
       " 'Navigation',\n",
       " 'Utilities',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " 'Health & Fitness',\n",
       " 'Entertainment',\n",
       " 'Entertainment',\n",
       " 'Travel',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Navigation',\n",
       " 'Lifestyle',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'News',\n",
       " 'Education',\n",
       " 'Photo & Video',\n",
       " 'Sports',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Food & Drink',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Lifestyle',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Music',\n",
       " 'Weather',\n",
       " 'Business',\n",
       " 'News',\n",
       " 'Health & Fitness',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'News',\n",
       " 'Shopping',\n",
       " 'Finance',\n",
       " 'Productivity',\n",
       " 'Business',\n",
       " 'Travel',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Games',\n",
       " 'Education',\n",
       " 'Education',\n",
       " 'Games',\n",
       " 'Finance',\n",
       " 'Games',\n",
       " 'Shopping',\n",
       " 'Photo & Video',\n",
       " 'Games',\n",
       " ...]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genre=[]\n",
    "for i in range(len(x)):\n",
    "    genre.append(x[i][12])\n",
    "genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def unique(genre):\n",
    "    li=[]\n",
    "    \n",
    "    for x in genre:\n",
    "        if x not in li:\n",
    "            li.append(x)\n",
    "    print(li)\n",
    "    return(countc(genre,li))\n",
    "\n",
    "def countc(genre,li):\n",
    "    ct=[]\n",
    "    for i in range(len(li)):\n",
    "        ct.append(genre.count(li[i]))\n",
    "    #return(ct)\n",
    "    print(ct,end=' ')\n",
    "    #Pifinal(ct)\n",
    "\n",
    "\n",
    "    \n",
    "\n",
    "unique(genre)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.mlab as mlab\n",
    "#def Pifinal(ct):\n",
    "labels='Games', 'Productivity', 'Weather', 'Shopping', 'Reference', 'Finance', 'Music', 'Utilities', 'Travel', 'Social Networking', 'Sports', 'Business', 'Health & Fitness', 'Entertainment', 'Photo & Video', 'Navigation', 'Education', 'Lifestyle', 'Food & Drink', 'News', 'Book', 'Medical', 'Catalogs'\n",
    "sizes=[3862, 178, 72, 122, 64, 104, 138, 248, 81, 167, 114, 57, 180, 535, 349, 46, 453, 144, 63, 75, 112, 23, 10] \n",
    "\n",
    "explode=(0,0.1,0,0.2,0,0,0,0,0,0,0.5,0,0,0,0,0,0,0,0,0,0,0,0)\n",
    "\n",
    "figl,axl=plt.subplots()\n",
    "axl.pie(sizes,labels=labels,explode=explode,shadow=True,startangle=150)\n",
    "axl.axis('equal')\n",
    "plt.show()    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "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>Unnamed: 0</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",
       "      <th>22</th>\n",
       "      <td>24</td>\n",
       "      <td>286058814</td>\n",
       "      <td>Yahoo Sports - Teams, Scores, News &amp; Highlights</td>\n",
       "      <td>130583552</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>137951</td>\n",
       "      <td>131</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>57</td>\n",
       "      <td>294056623</td>\n",
       "      <td>FOX Sports Mobile</td>\n",
       "      <td>72748032</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57500</td>\n",
       "      <td>103</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5.13</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>117</td>\n",
       "      <td>307184892</td>\n",
       "      <td>CBS Sports App - Sports Scores, News, Stats, W...</td>\n",
       "      <td>120357888</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59639</td>\n",
       "      <td>11</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.2.2</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>133</td>\n",
       "      <td>309025938</td>\n",
       "      <td>The Masters Tournament</td>\n",
       "      <td>120725504</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>148160</td>\n",
       "      <td>63</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>9.0.701</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>171</td>\n",
       "      <td>317469184</td>\n",
       "      <td>ESPN: Get scores, news, alerts &amp; watch live sp...</td>\n",
       "      <td>51538944</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>290996</td>\n",
       "      <td>150</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.7.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>178</td>\n",
       "      <td>319204550</td>\n",
       "      <td>2016 U.S. Open Golf Championship</td>\n",
       "      <td>139545600</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>54192</td>\n",
       "      <td>32</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0.263</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>179</td>\n",
       "      <td>319284643</td>\n",
       "      <td>The Championships, Wimbledon 2016 - Tennis Gra...</td>\n",
       "      <td>130394112</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20953</td>\n",
       "      <td>481</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>200</td>\n",
       "      <td>324266640</td>\n",
       "      <td>Fantasy Football Manager - FFM for FPL</td>\n",
       "      <td>35998720</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>292</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.3</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>204</td>\n",
       "      <td>325462190</td>\n",
       "      <td>PGA Championship 2016 – Baltusrol Golf Club</td>\n",
       "      <td>64147456</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10472</td>\n",
       "      <td>58</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>221</td>\n",
       "      <td>327455869</td>\n",
       "      <td>2016 US Open Tennis Championships</td>\n",
       "      <td>77700096</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37522</td>\n",
       "      <td>39</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0.353</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>225</td>\n",
       "      <td>328415391</td>\n",
       "      <td>Yahoo Fantasy Sports</td>\n",
       "      <td>131000320</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>190670</td>\n",
       "      <td>19</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>9.1.0</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>239</td>\n",
       "      <td>331259725</td>\n",
       "      <td>央视影音-海量央视内容高清直播</td>\n",
       "      <td>54648832</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2070</td>\n",
       "      <td>0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.2.0</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>264</td>\n",
       "      <td>335744614</td>\n",
       "      <td>NBA</td>\n",
       "      <td>112074752</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43682</td>\n",
       "      <td>19</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2013.4.3</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>286</td>\n",
       "      <td>337710261</td>\n",
       "      <td>Dream Team - be your own fantasy football manager</td>\n",
       "      <td>69816320</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.8.0</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>361</td>\n",
       "      <td>353665650</td>\n",
       "      <td>Univision Deportes: Liga MX, MLS, Fútbol En Vivo</td>\n",
       "      <td>81876992</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16683</td>\n",
       "      <td>21</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>385</td>\n",
       "      <td>359891723</td>\n",
       "      <td>ESPN Tournament Challenge</td>\n",
       "      <td>69057536</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>39642</td>\n",
       "      <td>492</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.5.3</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>462</td>\n",
       "      <td>370406465</td>\n",
       "      <td>Résultats Foot en Direct</td>\n",
       "      <td>65074176</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>339</td>\n",
       "      <td>7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>499</td>\n",
       "      <td>376436174</td>\n",
       "      <td>SEC Football Schedules, Scores &amp; Radio</td>\n",
       "      <td>60380160</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>240</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.2.135</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>536</td>\n",
       "      <td>382002079</td>\n",
       "      <td>Onefootball - Soccer Scores &amp; Live News</td>\n",
       "      <td>113814528</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3194</td>\n",
       "      <td>18</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>10.12</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>589</td>\n",
       "      <td>389781154</td>\n",
       "      <td>NFL</td>\n",
       "      <td>131428352</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27317</td>\n",
       "      <td>2</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.1.4</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>607</td>\n",
       "      <td>392186427</td>\n",
       "      <td>Ryder Cup 2016 – Hazeltine National Golf Club</td>\n",
       "      <td>116247552</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3818</td>\n",
       "      <td>69</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.1.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>759</td>\n",
       "      <td>411930498</td>\n",
       "      <td>GolfNow – Book Tee Times, Golf GPS, Scorecard</td>\n",
       "      <td>75874304</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7535</td>\n",
       "      <td>99</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.16.6</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>760</td>\n",
       "      <td>412223222</td>\n",
       "      <td>Hudl</td>\n",
       "      <td>233934848</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2622</td>\n",
       "      <td>3</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.12.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>763</td>\n",
       "      <td>412792865</td>\n",
       "      <td>SkyDroid - Golf GPS</td>\n",
       "      <td>25606144</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>261</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.10.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>802</td>\n",
       "      <td>418075935</td>\n",
       "      <td>Bleacher Report: Sports news, scores, &amp; highli...</td>\n",
       "      <td>85283840</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16979</td>\n",
       "      <td>183</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>815</td>\n",
       "      <td>421168738</td>\n",
       "      <td>iStatVball 2 iPad Edition</td>\n",
       "      <td>15154176</td>\n",
       "      <td>USD</td>\n",
       "      <td>19.99</td>\n",
       "      <td>193</td>\n",
       "      <td>0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>829</td>\n",
       "      <td>423246594</td>\n",
       "      <td>NCAA March Madness Live - Men's College Basket...</td>\n",
       "      <td>113078272</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13572</td>\n",
       "      <td>55</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>7.0.4</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>862</td>\n",
       "      <td>429009175</td>\n",
       "      <td>WatchESPN</td>\n",
       "      <td>33714176</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>159735</td>\n",
       "      <td>2556</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.9.9</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>888</td>\n",
       "      <td>432455516</td>\n",
       "      <td>Round1 お得なクーポン毎週配信！</td>\n",
       "      <td>5999616</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>3.9</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>1111</td>\n",
       "      <td>465092669</td>\n",
       "      <td>NHL</td>\n",
       "      <td>160124928</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15554</td>\n",
       "      <td>124</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.6.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4792</th>\n",
       "      <td>6183</td>\n",
       "      <td>1061115611</td>\n",
       "      <td>European Qualifiers Official App</td>\n",
       "      <td>81842176</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.1.5</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4862</th>\n",
       "      <td>6307</td>\n",
       "      <td>1063828798</td>\n",
       "      <td>MORGAW® Saddle Adjust</td>\n",
       "      <td>4503552</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.2.5</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5068</th>\n",
       "      <td>6654</td>\n",
       "      <td>1070532401</td>\n",
       "      <td>Handball EM 2016 Polen</td>\n",
       "      <td>8167424</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</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>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5131</th>\n",
       "      <td>6762</td>\n",
       "      <td>1072675851</td>\n",
       "      <td>GREEiN</td>\n",
       "      <td>36721664</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.60</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5347</th>\n",
       "      <td>7138</td>\n",
       "      <td>1080497972</td>\n",
       "      <td>WKC Dog Show 2017</td>\n",
       "      <td>15362048</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0.3</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5613</th>\n",
       "      <td>7601</td>\n",
       "      <td>1090532562</td>\n",
       "      <td>Golf Ball Locator</td>\n",
       "      <td>3899392</td>\n",
       "      <td>USD</td>\n",
       "      <td>3.99</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5622</th>\n",
       "      <td>7613</td>\n",
       "      <td>1090757314</td>\n",
       "      <td>Bow Hunt Simulator</td>\n",
       "      <td>52435968</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.1.2</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>43</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5681</th>\n",
       "      <td>7721</td>\n",
       "      <td>1092938333</td>\n",
       "      <td>豪快ショット連発！爽快卓球ゲーム「サァァァ！」</td>\n",
       "      <td>43154432</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>1.0.6</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5717</th>\n",
       "      <td>7787</td>\n",
       "      <td>1094030987</td>\n",
       "      <td>NFL Draft - Fan Mobile Pass</td>\n",
       "      <td>62576640</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32</td>\n",
       "      <td>9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5770</th>\n",
       "      <td>7886</td>\n",
       "      <td>1096168624</td>\n",
       "      <td>Cheer Updates</td>\n",
       "      <td>33499136</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>98</td>\n",
       "      <td>42</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5800</th>\n",
       "      <td>7964</td>\n",
       "      <td>1097737340</td>\n",
       "      <td>Deer Calls &amp; Deer Sounds for Deer Hunting - BL...</td>\n",
       "      <td>53362688</td>\n",
       "      <td>USD</td>\n",
       "      <td>2.99</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6309</th>\n",
       "      <td>9066</td>\n",
       "      <td>1122621497</td>\n",
       "      <td>NBAmoji</td>\n",
       "      <td>12728320</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.5.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6315</th>\n",
       "      <td>9080</td>\n",
       "      <td>1123078102</td>\n",
       "      <td>NBC Sports Scores</td>\n",
       "      <td>61116416</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>428</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6387</th>\n",
       "      <td>9238</td>\n",
       "      <td>1126380291</td>\n",
       "      <td>Team GB Live</td>\n",
       "      <td>51559424</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6468</th>\n",
       "      <td>9409</td>\n",
       "      <td>1130988829</td>\n",
       "      <td>francetv JO – Regarder les Jeux Olympiques de ...</td>\n",
       "      <td>52232192</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>1.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6491</th>\n",
       "      <td>9461</td>\n",
       "      <td>1132255154</td>\n",
       "      <td>MyFantasyLeague Manager 2016 by RotoWire</td>\n",
       "      <td>23758848</td>\n",
       "      <td>USD</td>\n",
       "      <td>2.99</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.1.1</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6606</th>\n",
       "      <td>9706</td>\n",
       "      <td>1137419214</td>\n",
       "      <td>Simoji by Simone Biles</td>\n",
       "      <td>37677056</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6622</th>\n",
       "      <td>9741</td>\n",
       "      <td>1138143371</td>\n",
       "      <td>Gridiron 2016 College Football Scores &amp; Schedules</td>\n",
       "      <td>9001984</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6632</th>\n",
       "      <td>9776</td>\n",
       "      <td>1138895159</td>\n",
       "      <td>Premier League - Official App</td>\n",
       "      <td>74441728</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>791</td>\n",
       "      <td>2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0.31</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6661</th>\n",
       "      <td>9835</td>\n",
       "      <td>1140451547</td>\n",
       "      <td>Shot Tracer</td>\n",
       "      <td>302747648</td>\n",
       "      <td>USD</td>\n",
       "      <td>6.99</td>\n",
       "      <td>98</td>\n",
       "      <td>9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6693</th>\n",
       "      <td>9890</td>\n",
       "      <td>1141895945</td>\n",
       "      <td>Wrestlemoji</td>\n",
       "      <td>7441408</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6703</th>\n",
       "      <td>9909</td>\n",
       "      <td>1142334232</td>\n",
       "      <td>DK Live – Fantasy Sports Play by Play and News</td>\n",
       "      <td>81046528</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>416</td>\n",
       "      <td>3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5.4</td>\n",
       "      <td>17+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6783</th>\n",
       "      <td>10056</td>\n",
       "      <td>1147424561</td>\n",
       "      <td>NFL Rush Gameday</td>\n",
       "      <td>824104960</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>272</td>\n",
       "      <td>10</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.4.2</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6797</th>\n",
       "      <td>10088</td>\n",
       "      <td>1148177808</td>\n",
       "      <td>FOX Sports VR</td>\n",
       "      <td>405783552</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6798</th>\n",
       "      <td>10089</td>\n",
       "      <td>1148201330</td>\n",
       "      <td>FFmoji 2016 - Your Fantasy Football Emoji Keyb...</td>\n",
       "      <td>16068608</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>1.1</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6927</th>\n",
       "      <td>10353</td>\n",
       "      <td>1159218681</td>\n",
       "      <td>PulpMX 2.0</td>\n",
       "      <td>38900736</td>\n",
       "      <td>USD</td>\n",
       "      <td>1.99</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.8.23</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6931</th>\n",
       "      <td>10360</td>\n",
       "      <td>1159376062</td>\n",
       "      <td>HowDidiDo</td>\n",
       "      <td>21574656</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>2.1</td>\n",
       "      <td>4+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6989</th>\n",
       "      <td>10479</td>\n",
       "      <td>1163971418</td>\n",
       "      <td>MalkinMoji by Evgeni Malkin</td>\n",
       "      <td>60633088</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.99</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.21</td>\n",
       "      <td>9+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7058</th>\n",
       "      <td>10647</td>\n",
       "      <td>1171093849</td>\n",
       "      <td>MonPetitGazon</td>\n",
       "      <td>19794944</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>1.5.0</td>\n",
       "      <td>9+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7109</th>\n",
       "      <td>10815</td>\n",
       "      <td>1176147574</td>\n",
       "      <td>SofaScore Live Sports: Scores, VIDEO &amp; Stats</td>\n",
       "      <td>55877632</td>\n",
       "      <td>USD</td>\n",
       "      <td>0.00</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.1.13</td>\n",
       "      <td>12+</td>\n",
       "      <td>Sports</td>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0          id  \\\n",
       "22            24   286058814   \n",
       "48            57   294056623   \n",
       "104          117   307184892   \n",
       "118          133   309025938   \n",
       "150          171   317469184   \n",
       "156          178   319204550   \n",
       "157          179   319284643   \n",
       "177          200   324266640   \n",
       "180          204   325462190   \n",
       "193          221   327455869   \n",
       "197          225   328415391   \n",
       "210          239   331259725   \n",
       "232          264   335744614   \n",
       "252          286   337710261   \n",
       "322          361   353665650   \n",
       "342          385   359891723   \n",
       "405          462   370406465   \n",
       "438          499   376436174   \n",
       "470          536   382002079   \n",
       "517          589   389781154   \n",
       "534          607   392186427   \n",
       "662          759   411930498   \n",
       "663          760   412223222   \n",
       "666          763   412792865   \n",
       "700          802   418075935   \n",
       "712          815   421168738   \n",
       "724          829   423246594   \n",
       "754          862   429009175   \n",
       "779          888   432455516   \n",
       "966         1111   465092669   \n",
       "...          ...         ...   \n",
       "4792        6183  1061115611   \n",
       "4862        6307  1063828798   \n",
       "5068        6654  1070532401   \n",
       "5131        6762  1072675851   \n",
       "5347        7138  1080497972   \n",
       "5613        7601  1090532562   \n",
       "5622        7613  1090757314   \n",
       "5681        7721  1092938333   \n",
       "5717        7787  1094030987   \n",
       "5770        7886  1096168624   \n",
       "5800        7964  1097737340   \n",
       "6309        9066  1122621497   \n",
       "6315        9080  1123078102   \n",
       "6387        9238  1126380291   \n",
       "6468        9409  1130988829   \n",
       "6491        9461  1132255154   \n",
       "6606        9706  1137419214   \n",
       "6622        9741  1138143371   \n",
       "6632        9776  1138895159   \n",
       "6661        9835  1140451547   \n",
       "6693        9890  1141895945   \n",
       "6703        9909  1142334232   \n",
       "6783       10056  1147424561   \n",
       "6797       10088  1148177808   \n",
       "6798       10089  1148201330   \n",
       "6927       10353  1159218681   \n",
       "6931       10360  1159376062   \n",
       "6989       10479  1163971418   \n",
       "7058       10647  1171093849   \n",
       "7109       10815  1176147574   \n",
       "\n",
       "                                             track_name  size_bytes currency  \\\n",
       "22      Yahoo Sports - Teams, Scores, News & Highlights   130583552      USD   \n",
       "48                                    FOX Sports Mobile    72748032      USD   \n",
       "104   CBS Sports App - Sports Scores, News, Stats, W...   120357888      USD   \n",
       "118                              The Masters Tournament   120725504      USD   \n",
       "150   ESPN: Get scores, news, alerts & watch live sp...    51538944      USD   \n",
       "156                    2016 U.S. Open Golf Championship   139545600      USD   \n",
       "157   The Championships, Wimbledon 2016 - Tennis Gra...   130394112      USD   \n",
       "177              Fantasy Football Manager - FFM for FPL    35998720      USD   \n",
       "180         PGA Championship 2016 – Baltusrol Golf Club    64147456      USD   \n",
       "193                   2016 US Open Tennis Championships    77700096      USD   \n",
       "197                                Yahoo Fantasy Sports   131000320      USD   \n",
       "210                                     央视影音-海量央视内容高清直播    54648832      USD   \n",
       "232                                                 NBA   112074752      USD   \n",
       "252   Dream Team - be your own fantasy football manager    69816320      USD   \n",
       "322    Univision Deportes: Liga MX, MLS, Fútbol En Vivo    81876992      USD   \n",
       "342                           ESPN Tournament Challenge    69057536      USD   \n",
       "405                            Résultats Foot en Direct    65074176      USD   \n",
       "438              SEC Football Schedules, Scores & Radio    60380160      USD   \n",
       "470             Onefootball - Soccer Scores & Live News   113814528      USD   \n",
       "517                                                 NFL   131428352      USD   \n",
       "534       Ryder Cup 2016 – Hazeltine National Golf Club   116247552      USD   \n",
       "662       GolfNow – Book Tee Times, Golf GPS, Scorecard    75874304      USD   \n",
       "663                                                Hudl   233934848      USD   \n",
       "666                                 SkyDroid - Golf GPS    25606144      USD   \n",
       "700   Bleacher Report: Sports news, scores, & highli...    85283840      USD   \n",
       "712                           iStatVball 2 iPad Edition    15154176      USD   \n",
       "724   NCAA March Madness Live - Men's College Basket...   113078272      USD   \n",
       "754                                           WatchESPN    33714176      USD   \n",
       "779                                 Round1 お得なクーポン毎週配信！     5999616      USD   \n",
       "966                                                 NHL   160124928      USD   \n",
       "...                                                 ...         ...      ...   \n",
       "4792                   European Qualifiers Official App    81842176      USD   \n",
       "4862                              MORGAW® Saddle Adjust     4503552      USD   \n",
       "5068                             Handball EM 2016 Polen     8167424      USD   \n",
       "5131                                             GREEiN    36721664      USD   \n",
       "5347                                  WKC Dog Show 2017    15362048      USD   \n",
       "5613                                  Golf Ball Locator     3899392      USD   \n",
       "5622                                 Bow Hunt Simulator    52435968      USD   \n",
       "5681                            豪快ショット連発！爽快卓球ゲーム「サァァァ！」    43154432      USD   \n",
       "5717                        NFL Draft - Fan Mobile Pass    62576640      USD   \n",
       "5770                                      Cheer Updates    33499136      USD   \n",
       "5800  Deer Calls & Deer Sounds for Deer Hunting - BL...    53362688      USD   \n",
       "6309                                            NBAmoji    12728320      USD   \n",
       "6315                                  NBC Sports Scores    61116416      USD   \n",
       "6387                                       Team GB Live    51559424      USD   \n",
       "6468  francetv JO – Regarder les Jeux Olympiques de ...    52232192      USD   \n",
       "6491           MyFantasyLeague Manager 2016 by RotoWire    23758848      USD   \n",
       "6606                             Simoji by Simone Biles    37677056      USD   \n",
       "6622  Gridiron 2016 College Football Scores & Schedules     9001984      USD   \n",
       "6632                      Premier League - Official App    74441728      USD   \n",
       "6661                                        Shot Tracer   302747648      USD   \n",
       "6693                                        Wrestlemoji     7441408      USD   \n",
       "6703     DK Live – Fantasy Sports Play by Play and News    81046528      USD   \n",
       "6783                                   NFL Rush Gameday   824104960      USD   \n",
       "6797                                      FOX Sports VR   405783552      USD   \n",
       "6798  FFmoji 2016 - Your Fantasy Football Emoji Keyb...    16068608      USD   \n",
       "6927                                         PulpMX 2.0    38900736      USD   \n",
       "6931                                          HowDidiDo    21574656      USD   \n",
       "6989                        MalkinMoji by Evgeni Malkin    60633088      USD   \n",
       "7058                                      MonPetitGazon    19794944      USD   \n",
       "7109       SofaScore Live Sports: Scores, VIDEO & Stats    55877632      USD   \n",
       "\n",
       "      price  rating_count_tot  rating_count_ver  user_rating  user_rating_ver  \\\n",
       "22     0.00            137951               131          4.0              4.5   \n",
       "48     0.00             57500               103          3.0              4.0   \n",
       "104    0.00             59639                11          3.0              2.5   \n",
       "118    0.00            148160                63          4.5              3.5   \n",
       "150    0.00            290996               150          3.5              3.5   \n",
       "156    0.00             54192                32          4.0              2.0   \n",
       "157    0.00             20953               481          4.0              4.0   \n",
       "177    0.99               292                 1          3.0              5.0   \n",
       "180    0.00             10472                58          3.5              2.0   \n",
       "193    0.00             37522                39          4.0              3.0   \n",
       "197    0.00            190670                19          3.5              2.5   \n",
       "210    0.00              2070                 0          2.5              0.0   \n",
       "232    0.00             43682                19          3.5              2.5   \n",
       "252    0.00                35                 0          2.5              0.0   \n",
       "322    0.00             16683                21          3.5              2.5   \n",
       "342    0.00             39642               492          4.0              4.0   \n",
       "405    0.00               339                 7          4.5              4.5   \n",
       "438    1.99               240                 2          3.0              4.5   \n",
       "470    0.00              3194                18          4.5              4.5   \n",
       "517    0.00             27317                 2          2.5              5.0   \n",
       "534    0.00              3818                69          2.5              1.5   \n",
       "662    0.00              7535                99          4.0              4.5   \n",
       "663    0.00              2622                 3          3.5              2.5   \n",
       "666    1.99               261                 1          4.0              5.0   \n",
       "700    0.00             16979               183          4.5              4.0   \n",
       "712   19.99               193                 0          4.5              0.0   \n",
       "724    0.00             13572                55          3.0              2.5   \n",
       "754    0.00            159735              2556          4.0              4.5   \n",
       "779    0.00                 0                 0          0.0              0.0   \n",
       "966    0.00             15554               124          3.5              5.0   \n",
       "...     ...               ...               ...          ...              ...   \n",
       "4792   0.00               135                 0          2.0              0.0   \n",
       "4862   0.99                 0                 0          0.0              0.0   \n",
       "5068   0.99                 0                 0          0.0              0.0   \n",
       "5131   0.99                 0                 0          0.0              0.0   \n",
       "5347   0.00                30                10          2.5              4.0   \n",
       "5613   3.99                38                 6          2.0              2.0   \n",
       "5622   1.99                 8                 1          2.5              2.0   \n",
       "5681   0.00                 0                 0          0.0              0.0   \n",
       "5717   0.00                32                 9          2.0              1.5   \n",
       "5770   1.99                98                42          2.0              1.5   \n",
       "5800   2.99                 1                 1          4.0              4.0   \n",
       "6309   0.00                89                 0          3.5              0.0   \n",
       "6315   0.00               428                 3          2.0              4.5   \n",
       "6387   0.00                 1                 1          3.0              3.0   \n",
       "6468   0.00                 0                 0          0.0              0.0   \n",
       "6491   2.99                15                 2          3.0              4.0   \n",
       "6606   0.99                22                 0          4.5              0.0   \n",
       "6622   1.99                15                 5          4.5              5.0   \n",
       "6632   0.00               791                 2          3.5              5.0   \n",
       "6661   6.99                98                 9          2.0              4.0   \n",
       "6693   0.99                19                19          4.0              4.0   \n",
       "6703   0.00               416                 3          4.5              2.0   \n",
       "6783   0.00               272                10          4.0              5.0   \n",
       "6797   0.00                81                 0          3.0              0.0   \n",
       "6798   0.00                 0                 0          0.0              0.0   \n",
       "6927   1.99                46                 2          3.5              3.0   \n",
       "6931   0.00                 0                 0          0.0              0.0   \n",
       "6989   0.99                33                 2          3.5              5.0   \n",
       "7058   1.99                 0                 0          0.0              0.0   \n",
       "7109   0.00               103                 1          4.0              5.0   \n",
       "\n",
       "           ver cont_rating prime_genre  sup_devices.num  ipadSc_urls.num  \\\n",
       "22         6.9          4+      Sports               37                2   \n",
       "48      3.5.13          4+      Sports               37                0   \n",
       "104     10.2.2         17+      Sports               37                4   \n",
       "118    9.0.701          4+      Sports               37                5   \n",
       "150      5.7.1          4+      Sports               37                5   \n",
       "156    8.0.263          4+      Sports               37                0   \n",
       "157        8.1          4+      Sports               37                5   \n",
       "177        9.3         17+      Sports               37                1   \n",
       "180        8.1         17+      Sports               37                5   \n",
       "193    8.0.353          4+      Sports               37                4   \n",
       "197      9.1.0         17+      Sports               37                3   \n",
       "210      6.2.0          4+      Sports               37                0   \n",
       "232   2013.4.3          4+      Sports               37                5   \n",
       "252     12.8.0         17+      Sports               37                3   \n",
       "322        5.5          4+      Sports               37                5   \n",
       "342      5.5.3          4+      Sports               37                5   \n",
       "405      4.0.1          4+      Sports               38                0   \n",
       "438    5.2.135          4+      Sports               37                5   \n",
       "470      10.12         12+      Sports               37                5   \n",
       "517     14.1.4          4+      Sports               37                1   \n",
       "534      4.1.2          4+      Sports               37                1   \n",
       "662     2.16.6          4+      Sports               37                5   \n",
       "663     5.12.1          4+      Sports               37                3   \n",
       "666     1.10.1          4+      Sports               37                0   \n",
       "700        5.1         12+      Sports               37                0   \n",
       "712     2.18.2          4+      Sports               24                4   \n",
       "724      7.0.4          4+      Sports               37                5   \n",
       "754      1.9.9          4+      Sports               37                2   \n",
       "779        3.9         17+      Sports               40                5   \n",
       "966      8.6.1          4+      Sports               37                5   \n",
       "...        ...         ...         ...              ...              ...   \n",
       "4792     3.1.5          4+      Sports               37                0   \n",
       "4862     2.2.5          4+      Sports               37                4   \n",
       "5068     1.0.1          4+      Sports               38                0   \n",
       "5131      1.60          4+      Sports               37                0   \n",
       "5347     1.0.3         17+      Sports               37                0   \n",
       "5613       1.6          4+      Sports               37                0   \n",
       "5622     1.1.2         12+      Sports               43                5   \n",
       "5681     1.0.6          4+      Sports               38                5   \n",
       "5717       2.1          4+      Sports               37                0   \n",
       "5770     2.0.2          4+      Sports               37                0   \n",
       "5800       1.2          4+      Sports               40                0   \n",
       "6309     1.5.2          4+      Sports               37                5   \n",
       "6315       2.3          4+      Sports               37                5   \n",
       "6387       1.4          4+      Sports               37                1   \n",
       "6468       1.1          4+      Sports               37                5   \n",
       "6491     1.1.1         17+      Sports               37                5   \n",
       "6606       1.1          4+      Sports               37                0   \n",
       "6622       1.1          4+      Sports               37                5   \n",
       "6632    1.0.31         12+      Sports               37                5   \n",
       "6661       5.5          4+      Sports               37                5   \n",
       "6693       1.0         12+      Sports               37                4   \n",
       "6703     1.5.4         17+      Sports               37                0   \n",
       "6783     1.4.2          4+      Sports               37                5   \n",
       "6797       1.9          4+      Sports               37                4   \n",
       "6798       1.1         12+      Sports               37                5   \n",
       "6927    2.8.23         12+      Sports               37                2   \n",
       "6931       2.1          4+      Sports               37                4   \n",
       "6989      1.21          9+      Sports               37                0   \n",
       "7058     1.5.0          9+      Sports               37                3   \n",
       "7109    6.1.13         12+      Sports               37                4   \n",
       "\n",
       "      lang.num  vpp_lic  \n",
       "22           6        1  \n",
       "48           1        0  \n",
       "104          1        1  \n",
       "118          1        1  \n",
       "150          2        1  \n",
       "156          1        1  \n",
       "157          1        1  \n",
       "177          1        1  \n",
       "180          1        0  \n",
       "193          1        1  \n",
       "197         45        1  \n",
       "210          1        1  \n",
       "232          1        1  \n",
       "252          1        1  \n",
       "322          2        1  \n",
       "342          1        1  \n",
       "405          1        1  \n",
       "438          1        1  \n",
       "470         13        1  \n",
       "517          1        1  \n",
       "534          1        0  \n",
       "662          3        1  \n",
       "663          1        1  \n",
       "666          1        1  \n",
       "700          8        1  \n",
       "712          1        1  \n",
       "724          1        1  \n",
       "754          1        1  \n",
       "779          2        1  \n",
       "966          1        1  \n",
       "...        ...      ...  \n",
       "4792         8        1  \n",
       "4862         9        1  \n",
       "5068         2        1  \n",
       "5131         2        1  \n",
       "5347         1        1  \n",
       "5613        31        1  \n",
       "5622         1        1  \n",
       "5681         2        1  \n",
       "5717         4        1  \n",
       "5770         1        1  \n",
       "5800         1        1  \n",
       "6309         1        1  \n",
       "6315         1        1  \n",
       "6387         5        1  \n",
       "6468         1        1  \n",
       "6491         1        1  \n",
       "6606         1        1  \n",
       "6622         1        1  \n",
       "6632         1        1  \n",
       "6661         1        1  \n",
       "6693         1        1  \n",
       "6703         1        1  \n",
       "6783         1        1  \n",
       "6797         1        0  \n",
       "6798         1        1  \n",
       "6927         1        1  \n",
       "6931         1        1  \n",
       "6989         1        1  \n",
       "7058         1        1  \n",
       "7109        26        1  \n",
       "\n",
       "[114 rows x 17 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import csv\n",
    "\n",
    "def Categories(filename):\n",
    "    df=pd.read_csv(filename)\n",
    "    return df\n",
    "df=Categories('DataFiles/AppleStore.csv')\n",
    "\n",
    "sp=df.loc[df['prime_genre']=='Sports']\n",
    "sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=sp.columns[5]\n",
    "x\n",
    "y=sp.values\n",
    "len(y)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9530701754385958\n"
     ]
    }
   ],
   "source": [
    "free=[]\n",
    "paid=[]\n",
    "for i in range(len(y)):\n",
    "    if y[i][5]==0:\n",
    "        free.append(y[i][5])\n",
    "    else:\n",
    "        paid.append(y[i][5])\n",
    "        \n",
    "print(sum(paid)/114)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=[79,35]\n",
    "p=['Free','Paid']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "check(f):\n",
    "    if f==0:\n",
    "        return \n",
    "    else:\n",
    "        return f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "width=1/1.5\n",
    "plt.bar(p,a,width)\n",
    "plt.title('F')\n",
    "plt.xlabel('Years')\n",
    "plt.ylabel('Income')\n",
    "plt.savefig('Figures/ArizonaIncomeBarGraph.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}