Tutorial: https://www.youtube.com/watch?v=HW29067qVWk

TopUnregisteredPlayerNotebook.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "import urllib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "main_path = 'all.json'\n",
    "if not os.path.exists(main_path):\n",
    "    urllib.urlretrieve('http://actionfps.com/all/games.json', main_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open(main_path) as f:\n",
    "    games = json.loads(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "def selected_players():\n",
    "    for game in games:\n",
    "        for team in game['teams']:\n",
    "            for player in team['players']:\n",
    "                if \"user\" not in player and \"clan\" in player:\n",
    "                    yield player['name']\n",
    "counter = Counter(selected_players())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'Pi_Pomps', 1114),\n",
       " (u'Pi_RKTnoob', 545),\n",
       " (u'Pi_KGB', 492),\n",
       " (u'Pi_MrPompey14', 474),\n",
       " (u'Pi_Halo', 334)]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counter.most_common(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ranks_path = 'playerranks.json'\n",
    "ranks_file = 'https://actionfps.com/playerranks/?format=json'\n",
    "if not os.path.exists(ranks_path):\n",
    "    urllib.urlretrieve(ranks_file, ranks_path)\n",
    "with open(ranks_path) as f:\n",
    "    ranks = json.loads(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(u'ketar', 733), (u'piton', 711), (u'fede', 732), 1]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def near_winners():\n",
    "    for name, stats in ranks['players'].iteritems():\n",
    "        if 700 < stats['games'] < 800:\n",
    "            yield name, stats['games']\n",
    "    yield 1\n",
    "list(near_winners())"
   ]
  }
 ],
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