notebooks-code/Giantbomb_Cleanup.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code to cleanup data collected from Giantbomb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import math\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "import scipy as scipy\n",
    "import time\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "get_ipython().magic('matplotlib inline')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('twitch_games.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "giantbomb_ids = list(df[df['rank']<15]['giantbomb_id'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gb_df = pd.DataFrame(columns = [\"id\",\"gb_name\",\"gb_genre\",\"gb_deck\",\"gb_developers\",\"gb_image\",\"gb_release_date\",\"gb_publisher\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rowcount = 0\n",
    "for gbid in giantbomb_ids:\n",
    "    if gbid ==0:\n",
    "        continue\n",
    "    f = open('giantbomb/' + str(gbid) + '.txt')\n",
    "    soup = BeautifulSoup(f.read(), 'html.parser')\n",
    "    try:\n",
    "        name = soup.find_all(\"name\")[0].text\n",
    "    except:\n",
    "        name = \"\"\n",
    "    try:\n",
    "        genre = soup.find_all(\"genre\")[0].find_all(\"site_detail_url\")[0].text[42:soup.find_all(\"genre\")[0].find_all(\"site_detail_url\")[0].text.find('&')]\n",
    "    except:\n",
    "        genre = 'Other'\n",
    "    try:\n",
    "        deck = soup.find_all(\"deck\")[0].text\n",
    "    except:\n",
    "        deck = \"\"\n",
    "    try:\n",
    "        developers = soup.find_all(\"developers\")[0].company.find_all(\"name\")[0].text\n",
    "    except:\n",
    "        developers = \"\"\n",
    "    try:\n",
    "        image = soup.find_all(\"image\")[0].small_url.text\n",
    "    except:\n",
    "        image = \"\"\n",
    "    try:\n",
    "        release_date = soup.find_all(\"original_release_date\")[0].text\n",
    "    except:\n",
    "        release_date = \"\"\n",
    "    try:\n",
    "        publisher = soup.find_all(\"publishers\")[0].find_all(\"publisher\")[0].find_all(\"name\")[0].text\n",
    "    except:\n",
    "        publisher = \"\"\n",
    "    gb_df.loc[rowcount] = [gbid, name, genre, deck, developers, image, release_date, publisher]\n",
    "    rowcount=rowcount + 1\n",
    "    f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x10ed5c890>], dtype=object)"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CjwEfBQ4FXh0RpwM3A9tExFXVscdn5mUR8Z/VfisAdWCvYb4uSZIkSRo1DK9wCDADeBr4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\nKp7FqyRJkiSpeP8DmdQoD2PO/YEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10eb7e410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gb_genres = gb_df[[\"gb_genre\"]].apply(pd.value_counts)\n",
    "gb_genres.columns=[\"Genre\"]\n",
    "gb_genres.plot(kind='barh', subplots=True, figsize=(15,10), color=\"purple\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fetch Images for game_titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "headers = r.utils.default_headers()\n",
    "\n",
    "# Update the headers with your custom ones\n",
    "# You don't have to worry about case-sensitivity with\n",
    "# the dictionary keys, because default_headers uses a custom\n",
    "# CaseInsensitiveDict implementation within requests' source code.\n",
    "headers.update(\n",
    "    {\n",
    "        'User-Agent': 'Shashank-UserAgent-1.0'\n",
    "    }\n",
    ")\n",
    "\n",
    "import shutil\n",
    "\n",
    "import time\n",
    "        \n",
    "ar = gb_df[\"id\"].values\n",
    "count = 0 \n",
    "for ele in gb_df[\"gb_image\"]:\n",
    "    if len(ele) == 0:\n",
    "        continue\n",
    "    rr = r.get(ele, stream=True, headers=headers)\n",
    "    if rr.status_code == 200:\n",
    "        with open('images/' + str(int(ar[count])) + '.png', 'wb') as f:\n",
    "            rr.raw.decode_content = True\n",
    "            shutil.copyfileobj(rr.raw, f)\n",
    "    count = count +1\n",
    "    time.sleep(2)"
   ]
  }
 ],
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