Marketing_MDS_Data_Cleaning.ipynb

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        "<a href=\"https://colab.research.google.com/github/haohe1113/Steam-Game-Rcmd-Engine/blob/master/Marketing_MDS_Data_Cleaning.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv(r\"C:\\Users\\justi\\OneDrive\\Documents\\steam-200k.csv\", header = None).drop(4,axis=1)\n",
        "df.columns = ['user', 'game', 'action', 'hours']\n",
        "df = df[df['action'] == 'play'].copy()"
      ],
      "execution_count": null,
      "outputs": []
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        "game_list1 = df['game'].value_counts()[0:25].index.values.tolist()\n",
        "game_list2 = df['game'].value_counts()[100:125].index.values.tolist()\n",
        "\n",
        "game_list  = game_list1+game_list2\n",
        "\n",
        "df = df[df['game'].isin(game_list)].copy()"
      ],
      "execution_count": null,
      "outputs": []
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        "userbyitem = pd.DataFrame(index=df['user'].unique(), columns=df['game'].unique())\n",
        "\n",
        "for i in range(len(df)):\n",
        "    user = df.iloc[i]['user']\n",
        "    game = df.iloc[i]['game']\n",
        "    userbyitem.loc[user,game] = df.iloc[i]['hours']\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
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      "source": [
        "userbyitem.to_csv('userbyitem.csv', index=True)"
      ],
      "execution_count": null,
      "outputs": []
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      "source": [
        "ubyi = pd.read_csv('userbyitem.csv', index_col=0)\n",
        "ubyi.head()"
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              "           Dead Island Epidemic  Marvel Heroes 2015  Mirror's Edge  \\\n",
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        "outputId": "6569d947-0eac-4b7a-a574-1dd33f656e69"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "import plotly.tools as tls\n",
        "from plotly.offline import download_plotlyjs, init_notebook_mode, iplot\n",
        "\n",
        "plt.hist(ubyi.values.flatten(), bins=20)\n",
        "plt.show()\n",
        "\n",
        "plt.hist(np.log(ubyi.values.flatten()), bins=20)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "C:\\Users\\justi\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:839: RuntimeWarning:\n",
            "\n",
            "invalid value encountered in greater_equal\n",
            "\n",
            "C:\\Users\\justi\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:840: RuntimeWarning:\n",
            "\n",
            "invalid value encountered in less_equal\n",
            "\n"
          ],
          "name": "stderr"
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\n",
            "text/plain": [
              "<Figure size 504x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+xGjl53GMTmeeDVwyrPRkaPtfgfOS/BHwq8Bq4INdV3pO61uwJUn3N9+Z33LgW8P2aOCDw/sPDfUfAU4HzgLWAQcBr6iqn471cTTw/xitCr10eH/MXGVV3clopvfkoY+zgI8N/UqSNDXzvc/vCrYuPtlWfQGnDtv22twOvGkHP+e7wJHzGZMkSTvLZ3tKktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJamde9/lJ0ixN62lH69esmko/evhz5idJasfwkyS1Y/hJktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJasfwkyS1Y/hJktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJasfwkyS1Y/hJktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJasfwkyS1Y/hJktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJasfwkyS1s/esByBJu8uy1Wun0s/6Naum0o9mx5mfJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2jH8JEntGH6SpHYMP0lSO4afJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2jH8JEntGH6SpHYMP0lSO4afJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2plK+CU5NUlNbBvG6jO0uSXJPUmuSPLciT6ekOT8JHcO2/lJHj+N8UmSNG6aM78bgIPGtkPH6k4BTgZOBF4EbAIuT7L/WJsLgBcArwZeNbw/f4rjkyQJgL2n2NcvqmrDZGGSAO8G1lTVRUPZsYwC8I3A2UkOYRR4h1fVVUObtwNfS3JwVd0wxXFKkpqb5szvmUluTnJTks8leeZQ/gxgKXDZXMOqugf4KnDYULQC2AJcNdbflcDdY23uJ8nxSdYlWbd58+YpHoYkabGbVvh9A3gLo1OWxzEKu6uSPGl4D7BxYp+NY3VLgc1VVXOVw/tNY23up6rOqarlVbV8yZIlUzoMSVIHUzntWVVfHP+c5OvAD4Bjga/PNZvYLRNlk/XbaiNJ0i6b5jW/X6qqLUm+Bzwb+NuheCnw47FmB7J1NrgBODBJ5mZ/w7XCJTxwxihJM7Vs9dpd7mP9mlVTGIl21oLc55fkUcBzgFuBmxiF28qJ+iPYeo3vamA/Rtf+5qwA9uX+1wElSdplU5n5JfkocDHwI0Yzuv/CKLg+U1WV5Azg/UmuB24E/pDRApcLAKrquiRfYrTy8zhGpzvPBi5xpackadqmddrzqcBfAQcAmxld53txVf1wqP8I8GjgLOAJjBbIvKKqfjrWx9HAJ9i6KvTzwDumND5Jkn5pWgtefncH9QWcOmzba3M78KZpjEeSpAfjsz0lSe0YfpKkdgw/SVI7hp8kqR3DT5LUjuEnSWrH8JMktWP4SZLaMfwkSe0YfpKkdgw/SVI7hp8kqR3DT5LUzoJ8k/vD1TS+nVmStOdz5idJasfwkyS1Y/hJktox/CRJ7Rh+kqR2DD9JUjuGnySpHcNPktSO4SdJasfwkyS1Y/hJktrx2Z6SNAPTepbw+jWrptJPN878JEntGH6SpHYMP0lSO4afJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2jH8JEntGH6SpHYMP0lSO4afJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2jH8JEntGH6SpHYMP0lSO4afJKkdw0+S1I7hJ0lqx/CTJLVj+EmS2tl71gOQJO28ZavXTqWf9WtWTaWfhwtnfpKkdgw/SVI7hp8kqR3DT5LUjuEnSWrH8JMktWP4SZLaMfwkSe0YfpKkdgw/SVI7Pt5MktTuMWnO/CRJ7eyR4ZfkhCQ3Jfl5kmuSHDHrMUmSFo89LvyS/A5wJvDHwL8HrgK+mORpMx2YJGnR2OPCDzgJOK+qzq2q66rqROBW4D/OeFySpEVij1rwkuSRwAuBj05UXQYctvtHJEl6KKaxcGZ3LJrZo8IPOADYC9g4Ub4RePl4QZLjgeOHj1uS3LDwwwNGY7xtN/2sPYXH3IPH3MMef8z506l19fTtVexp4TenJj5nsqyqzgHO2W0jmhtIsq6qlu/unztLHnMPHnMPHY95W/a0a363AfcBSyfKD+SBs0FJknbKHhV+VfWvwDXAyomqlYxWfUqStMv2xNOepwPnJ/m/wJXA7wFPBv77TEe11W4/1boH8Jh78Jh76HjMD5Cqyctrs5fkBOAU4CDgWuA9VfXV2Y5KkrRY7JHhJ0nSQtqjrvlJkrQ7GH6SpHYMv52U5IlJPpnk+iT3JPlxkj9P8qRZj22aOj1kPMn7knwzyV1JNie5OMnzZj2u3SXJHySpJH8267EspCQHJfnM8N/450m+n+TXZz2uhZJkryQfHvs9vinJHyXZExc87jaG3857MvAURgtzDgXeBBwJ/NUsBzVNDR8y/lLgU4wepXcU8Avgy0meOMtB7Q5JXgwcB3xn1mNZSEkez2gVeYBVwCHAicCmWY5rgf1n4D8B7wSeA7xr+Py+WQ5q1lzwMkVJXgNcAjy+qu6a9Xh2VZJvAN+pquPGyv4J+F9Vteh/cZLsB9wJvK6qLp71eBZKkscB/8go/D4AXFtV75jtqBZGkj8Gfr2qXjLrsewuSS4BflJVx46VfQZ4UlW9dnYjmy1nftP1WOBe4GezHsiuGnvI+GUTVZ0eMr4/o9+RO2Y9kAV2DqM/aL4y64HsBq8DvpHkwiSbknw7yTuSZNYDW0D/B3hZkucAJPl3jM5sfGGmo5qx1ud8p2k4nfJh4Nyq+sWsxzMF837I+CJ2JvBt4OpZD2ShJDkOeBZwzKzHsps8EzgB+DiwBng+8MmhbrFe6/xTRn/IfT/JfYz+3f9vVfWp2Q5rtpz5TRguBNcOtpdO7LMvcDFwM6NrgIvJDh8yvhglOR04HHh9Vd036/EshCQHM7qee/TwaMEOHgH8Y1W9r6q+VVV/CXyC0TWwxep3gDcDbwReMLw/IcnbZjqqGXPm90BnAP9jB21+NPdmuC40d/rgtVX184Ua2G7W9iHjST4O/C7wsqr6wazHs4BWMJrhXzt21m8v4MgkvwfsW1X3zmpwC+RW4PsTZdcxWgSyWJ0GfLSqPjd8/m6SpzNa8PLp2Q1rtgy/CVV1G/P8rqsk+wNfZDQbelVVbVnIse1OVfWvSeYeMv4/x6pWAhfNZlQLL8mZjILvpVV1/azHs8D+Flg3UfaXwD8xmhEuxtnglcDBE2W/CvxwBmPZXR7D6A/ZcffR/Myf4beThuC7jNEil9cB+w6nPwFuXySnkfb0h4xPVZKzGF37eh1wR5K5We+WxfSHzZyq+hfgX8bLktzN6P/fa2czqgX3ceCqJO8HLmR0C887gT+Y6agW1sXA6iQ3Ad9jdMwnAZ+d6ahmzFsddtJw3e9/b6f6ZVV1xe4bzcLp9JDxJNv7ZfhgVZ26O8cyK0muYBHf6gCQZBWjme3BjC5h/BnwyVqk/xgOf6h/GPgPjC5b3Ap8DvjQIrpM85AZfpKkdlqf85Uk9WT4SZLaMfwkSe0YfpKkdgw/SVI7hp8kqR3DT5LUjuEnSWrn/wOW/27tCFIGhgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 504x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xkRZSmy-jcSN",
        "outputId": "e5fb1a39-7e1e-4589-eba9-e6856e3df812"
      },
      "source": [
        "#log transform the data\n",
        "ubyi_norm = np.log(ubyi)\n",
        "#add the absolute value of the min value so that the data goes to an all positive scale\n",
        "#this essentially turns the data into a 0 to 10 scale\n",
        "ubyi_norm += abs(ubyi_norm.min().min())\n",
        "print(ubyi_norm.min().min(), ubyi_norm.max().max())\n",
        "#take out users that haven't rated at least 3 games\n",
        "ubyi_norm = ubyi_norm[(~ubyi_norm.isnull()).sum(axis=1) >= 3]\n",
        "ubyi_norm"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.0 10.366592440090706\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "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>Dead Island Epidemic</th>\n",
              "      <th>Marvel Heroes 2015</th>\n",
              "      <th>Mirror's Edge</th>\n",
              "      <th>FTL Faster Than Light</th>\n",
              "      <th>HOARD</th>\n",
              "      <th>Amnesia The Dark Descent</th>\n",
              "      <th>The Witcher Enhanced Edition</th>\n",
              "      <th>Dungeon Defenders</th>\n",
              "      <th>TERA</th>\n",
              "      <th>Mafia II</th>\n",
              "      <th>...</th>\n",
              "      <th>Crash Time II</th>\n",
              "      <th>Rochard</th>\n",
              "      <th>Divinity Original Sin Enhanced Edition</th>\n",
              "      <th>Star Wars Dark Forces</th>\n",
              "      <th>Savage Lands</th>\n",
              "      <th>resident evil 4 / biohazard 4</th>\n",
              "      <th>Grim Dawn</th>\n",
              "      <th>CastleMiner Z</th>\n",
              "      <th>The Incredible Adventures of Van Helsing II</th>\n",
              "      <th>The LEGO Movie - Videogame</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>53875128</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.438079</td>\n",
              "      <td>4.574711</td>\n",
              "      <td>2.639057</td>\n",
              "      <td>1.386294</td>\n",
              "      <td>0.693147</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97298878</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.609438</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.068904</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65117175</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.995732</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.496508</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11373749</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.327937</td>\n",
              "      <td>3.135494</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56038151</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.098612</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42657809</th>\n",
              "      <td>NaN</td>\n",
              "      <td>1.94591</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.787492</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87201181</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116564064</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>5.480639</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34901647</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.7612</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135400225</th>\n",
              "      <td>2.639057</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.218876</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>348 rows × 50 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           Dead Island Epidemic  Marvel Heroes 2015  Mirror's Edge  \\\n",
              "53875128                    NaN                 NaN       5.438079   \n",
              "97298878                    NaN                 NaN       1.609438   \n",
              "65117175                    NaN                 NaN            NaN   \n",
              "11373749                    NaN                 NaN            NaN   \n",
              "56038151                    NaN                 NaN       1.098612   \n",
              "...                         ...                 ...            ...   \n",
              "42657809                    NaN             1.94591            NaN   \n",
              "87201181                    NaN                 NaN            NaN   \n",
              "116564064                   NaN                 NaN       5.480639   \n",
              "34901647                    NaN                 NaN            NaN   \n",
              "135400225              2.639057                 NaN            NaN   \n",
              "\n",
              "           FTL Faster Than Light     HOARD  Amnesia The Dark Descent  \\\n",
              "53875128                4.574711  2.639057                  1.386294   \n",
              "97298878                     NaN       NaN                       NaN   \n",
              "65117175                2.995732       NaN                  3.496508   \n",
              "11373749                     NaN       NaN                       NaN   \n",
              "56038151                     NaN       NaN                       NaN   \n",
              "...                          ...       ...                       ...   \n",
              "42657809                     NaN       NaN                       NaN   \n",
              "87201181                     NaN       NaN                       NaN   \n",
              "116564064                    NaN       NaN                       NaN   \n",
              "34901647                     NaN       NaN                       NaN   \n",
              "135400225               3.218876       NaN                       NaN   \n",
              "\n",
              "           The Witcher Enhanced Edition  Dungeon Defenders  TERA  Mafia II  \\\n",
              "53875128                       0.693147                NaN   NaN       NaN   \n",
              "97298878                            NaN                NaN   NaN  5.068904   \n",
              "65117175                            NaN                NaN   NaN       NaN   \n",
              "11373749                       6.327937           3.135494   NaN       NaN   \n",
              "56038151                            NaN                NaN   NaN       NaN   \n",
              "...                                 ...                ...   ...       ...   \n",
              "42657809                       4.787492                NaN   NaN       NaN   \n",
              "87201181                            NaN                NaN   NaN       NaN   \n",
              "116564064                           NaN                NaN   NaN       NaN   \n",
              "34901647                            NaN                NaN   NaN       NaN   \n",
              "135400225                           NaN                NaN   NaN       NaN   \n",
              "\n",
              "           ...  Crash Time II  Rochard  \\\n",
              "53875128   ...            NaN      NaN   \n",
              "97298878   ...            NaN      NaN   \n",
              "65117175   ...            NaN      NaN   \n",
              "11373749   ...            NaN      NaN   \n",
              "56038151   ...            NaN      NaN   \n",
              "...        ...            ...      ...   \n",
              "42657809   ...            NaN      NaN   \n",
              "87201181   ...            NaN      NaN   \n",
              "116564064  ...            NaN      NaN   \n",
              "34901647   ...            NaN      NaN   \n",
              "135400225  ...            NaN      NaN   \n",
              "\n",
              "           Divinity Original Sin Enhanced Edition  Star Wars Dark Forces  \\\n",
              "53875128                                      NaN                    NaN   \n",
              "97298878                                      NaN                    NaN   \n",
              "65117175                                      NaN                    NaN   \n",
              "11373749                                      NaN                    NaN   \n",
              "56038151                                      NaN                    NaN   \n",
              "...                                           ...                    ...   \n",
              "42657809                                      NaN                    NaN   \n",
              "87201181                                      NaN                    NaN   \n",
              "116564064                                     NaN                    NaN   \n",
              "34901647                                   3.7612                    NaN   \n",
              "135400225                                     NaN                    NaN   \n",
              "\n",
              "           Savage Lands  resident evil 4 / biohazard 4  Grim Dawn  \\\n",
              "53875128            NaN                            NaN        NaN   \n",
              "97298878            NaN                            NaN        NaN   \n",
              "65117175            NaN                            NaN        NaN   \n",
              "11373749            NaN                            NaN        NaN   \n",
              "56038151            NaN                            NaN        NaN   \n",
              "...                 ...                            ...        ...   \n",
              "42657809            NaN                            NaN        NaN   \n",
              "87201181            NaN                            NaN        NaN   \n",
              "116564064           NaN                            NaN        NaN   \n",
              "34901647            NaN                            NaN        NaN   \n",
              "135400225           NaN                            NaN        NaN   \n",
              "\n",
              "           CastleMiner Z  The Incredible Adventures of Van Helsing II  \\\n",
              "53875128             NaN                                          NaN   \n",
              "97298878             NaN                                          NaN   \n",
              "65117175             NaN                                          NaN   \n",
              "11373749             NaN                                          NaN   \n",
              "56038151             NaN                                          NaN   \n",
              "...                  ...                                          ...   \n",
              "42657809             NaN                                          NaN   \n",
              "87201181             NaN                                          NaN   \n",
              "116564064            NaN                                          NaN   \n",
              "34901647             NaN                                          NaN   \n",
              "135400225            NaN                                          NaN   \n",
              "\n",
              "           The LEGO Movie - Videogame  \n",
              "53875128                          NaN  \n",
              "97298878                          NaN  \n",
              "65117175                          NaN  \n",
              "11373749                          NaN  \n",
              "56038151                          NaN  \n",
              "...                               ...  \n",
              "42657809                          NaN  \n",
              "87201181                          NaN  \n",
              "116564064                         NaN  \n",
              "34901647                          NaN  \n",
              "135400225                         NaN  \n",
              "\n",
              "[348 rows x 50 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cpuhTLebjcSP",
        "outputId": "d9fe0de7-83a3-49a5-a8de-c784b7897dba"
      },
      "source": [
        "\n",
        "ubyi_norm = ubyi.T\n",
        "ubyi_norm.columns = [str(col) + '_id' for col in ubyi_norm.columns]\n",
        "\n",
        "ubyi_norm.columns\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['151603712_id', '53875128_id', '26122540_id', '218323237_id',\n",
              "       '126340495_id', '97298878_id', '233558010_id', '48845802_id',\n",
              "       '65117175_id', '236557903_id',\n",
              "       ...\n",
              "       '116564064_id', '34901647_id', '191721546_id', '304834885_id',\n",
              "       '161896440_id', '135400225_id', '131377772_id', '88705345_id',\n",
              "       '125424716_id', '99096740_id'],\n",
              "      dtype='object', length=1678)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZDm8T5n9jcSQ"
      },
      "source": [
        "#construct user correlation matrix\n",
        "user_corr = pd.DataFrame(index=ubyi_norm.index.values, \n",
        "                         columns=ubyi_norm.index.values)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T_KzIKT5jcSS",
        "outputId": "12c37a29-9a90-4d33-c99e-6617894585d8"
      },
      "source": [
        "import numpy as np \n",
        "i = 0\n",
        "for user1 in user_corr.index.values:\n",
        "  #progress indicator\n",
        "    i+=1\n",
        "    if(i%50 == 0):\n",
        "        print(i)\n",
        "    for user2 in user_corr.columns.values:\n",
        "        if user1 == user2:\n",
        "            continue\n",
        "        if not np.isnan(user_corr.loc[user1, user2]):\n",
        "      #if the matrix value is already filled out, we don't need to calculate again\n",
        "            continue\n",
        "    #calculation correlation between two user vectors\n",
        "        a = ubyi_norm.loc[user1].values\n",
        "        b = ubyi_norm.loc[user2].values\n",
        "        empty = ~np.logical_or(np.isnan(a), np.isnan(b))\n",
        "        a=np.compress(empty,a)\n",
        "        b=np.compress(empty,b)\n",
        "        if(len(a) < 5):\n",
        "      #if users have less than 5 items in common, just leave it NA\n",
        "      #pearson similarity doesn't have much meaning in those cases\n",
        "            continue\n",
        "        corr = np.corrcoef(a,b)[0,1]\n",
        "        user_corr.loc[user1,user2] = corr\n",
        "        user_corr.loc[user2,user1] = corr"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "50\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "5UAqvFFXjcSU",
        "outputId": "4e783478-4939-4893-bf9a-24e70989ba15"
      },
      "source": [
        "np.fill_diagonal(user_corr.values, 0)\n",
        "user_corr.fillna(0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Dead Island Epidemic</th>\n",
              "      <th>Marvel Heroes 2015</th>\n",
              "      <th>Mirror's Edge</th>\n",
              "      <th>FTL Faster Than Light</th>\n",
              "      <th>HOARD</th>\n",
              "      <th>Amnesia The Dark Descent</th>\n",
              "      <th>The Witcher Enhanced Edition</th>\n",
              "      <th>Dungeon Defenders</th>\n",
              "      <th>TERA</th>\n",
              "      <th>Mafia II</th>\n",
              "      <th>...</th>\n",
              "      <th>Crash Time II</th>\n",
              "      <th>Rochard</th>\n",
              "      <th>Divinity Original Sin Enhanced Edition</th>\n",
              "      <th>Star Wars Dark Forces</th>\n",
              "      <th>Savage Lands</th>\n",
              "      <th>resident evil 4 / biohazard 4</th>\n",
              "      <th>Grim Dawn</th>\n",
              "      <th>CastleMiner Z</th>\n",
              "      <th>The Incredible Adventures of Van Helsing II</th>\n",
              "      <th>The LEGO Movie - Videogame</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Dead Island Epidemic</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.853338</td>\n",
              "      <td>-0.246074</td>\n",
              "      <td>0.569988</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.885917</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.853400</td>\n",
              "      <td>0.029558</td>\n",
              "      <td>0.896731</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Marvel Heroes 2015</th>\n",
              "      <td>0.853338</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.172275</td>\n",
              "      <td>-0.296055</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mirror's Edge</th>\n",
              "      <td>-0.246074</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.004374</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.238448</td>\n",
              "      <td>-0.147787</td>\n",
              "      <td>0.175228</td>\n",
              "      <td>0.321335</td>\n",
              "      <td>0.234588</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FTL Faster Than Light</th>\n",
              "      <td>0.569988</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.004374</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.885116</td>\n",
              "      <td>0.011172</td>\n",
              "      <td>0.144394</td>\n",
              "      <td>-0.094952</td>\n",
              "      <td>-0.289313</td>\n",
              "      <td>0.074836</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.663288</td>\n",
              "      <td>-0.234045</td>\n",
              "      <td>-0.264555</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HOARD</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.885116</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.477210</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.178924</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Amnesia The Dark Descent</th>\n",
              "      <td>0.885917</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.238448</td>\n",
              "      <td>0.011172</td>\n",
              "      <td>-0.477210</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.420565</td>\n",
              "      <td>-0.331457</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.205757</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.933094</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Witcher Enhanced Edition</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.172275</td>\n",
              "      <td>-0.147787</td>\n",
              "      <td>0.144394</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.420565</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.107231</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.006140</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dungeon Defenders</th>\n",
              "      <td>0.853400</td>\n",
              "      <td>-0.296055</td>\n",
              "      <td>0.175228</td>\n",
              "      <td>-0.094952</td>\n",
              "      <td>-0.178924</td>\n",
              "      <td>-0.331457</td>\n",
              "      <td>0.107231</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.303115</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.868177</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>TERA</th>\n",
              "      <td>0.029558</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.321335</td>\n",
              "      <td>-0.289313</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mafia II</th>\n",
              "      <td>0.896731</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.234588</td>\n",
              "      <td>0.074836</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.205757</td>\n",
              "      <td>-0.006140</td>\n",
              "      <td>0.303115</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Super Meat Boy</th>\n",
              "      <td>0.870622</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.599349</td>\n",
              "      <td>0.128886</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.122999</td>\n",
              "      <td>0.269092</td>\n",
              "      <td>-0.090278</td>\n",
              "      <td>-0.445524</td>\n",
              "      <td>0.690568</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.278817</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.928280</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deadpool</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mount &amp; Blade Warband</th>\n",
              "      <td>0.315321</td>\n",
              "      <td>-0.429045</td>\n",
              "      <td>0.215136</td>\n",
              "      <td>0.417515</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.354768</td>\n",
              "      <td>-0.057222</td>\n",
              "      <td>-0.247662</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.054500</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hacker Evolution</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BLOCKADE 3D</th>\n",
              "      <td>-0.177530</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Walking Dead</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.348119</td>\n",
              "      <td>0.057082</td>\n",
              "      <td>0.302456</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.085880</td>\n",
              "      <td>0.160466</td>\n",
              "      <td>0.169321</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.875450</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.448432</td>\n",
              "      <td>-0.542832</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.412336</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cities Skylines</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.315110</td>\n",
              "      <td>-0.049678</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.728522</td>\n",
              "      <td>0.149644</td>\n",
              "      <td>-0.208978</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.253364</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Half-Life</th>\n",
              "      <td>0.873155</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.027631</td>\n",
              "      <td>-0.062097</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.269653</td>\n",
              "      <td>0.332930</td>\n",
              "      <td>0.124429</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.936619</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Cave</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.034354</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.594455</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Battlefield Bad Company 2</th>\n",
              "      <td>-0.065024</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.616391</td>\n",
              "      <td>-0.019811</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.410109</td>\n",
              "      <td>0.459130</td>\n",
              "      <td>0.175052</td>\n",
              "      <td>0.166074</td>\n",
              "      <td>-0.090305</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.466368</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rising Storm/Red Orchestra 2 Multiplayer</th>\n",
              "      <td>0.175131</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.332418</td>\n",
              "      <td>0.086474</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.010055</td>\n",
              "      <td>0.412870</td>\n",
              "      <td>-0.087757</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.081161</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.272737</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Star Wars - Battlefront II</th>\n",
              "      <td>0.085315</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.676210</td>\n",
              "      <td>0.231420</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.561801</td>\n",
              "      <td>-0.379969</td>\n",
              "      <td>0.492375</td>\n",
              "      <td>-0.351363</td>\n",
              "      <td>0.862881</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.907180</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Halo Spartan Assault</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Call of Duty Black Ops II</th>\n",
              "      <td>-0.456350</td>\n",
              "      <td>0.208022</td>\n",
              "      <td>-0.179560</td>\n",
              "      <td>0.082751</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.531060</td>\n",
              "      <td>-0.200021</td>\n",
              "      <td>-0.091739</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.235293</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Battlefield 2</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.310501</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>theHunter</th>\n",
              "      <td>0.726358</td>\n",
              "      <td>0.515811</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Smashball</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.572911</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grand Theft Auto San Andreas</th>\n",
              "      <td>-0.364941</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.420186</td>\n",
              "      <td>0.757551</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.158612</td>\n",
              "      <td>-0.147208</td>\n",
              "      <td>-0.261790</td>\n",
              "      <td>-0.136301</td>\n",
              "      <td>0.411760</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HAWKEN</th>\n",
              "      <td>-0.204162</td>\n",
              "      <td>-0.510163</td>\n",
              "      <td>-0.051189</td>\n",
              "      <td>0.006783</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.555300</td>\n",
              "      <td>0.598761</td>\n",
              "      <td>-0.768441</td>\n",
              "      <td>0.987301</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magicka Wizard Wars</th>\n",
              "      <td>-0.023333</td>\n",
              "      <td>0.064236</td>\n",
              "      <td>0.050246</td>\n",
              "      <td>0.127476</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.180016</td>\n",
              "      <td>-0.312918</td>\n",
              "      <td>-0.006713</td>\n",
              "      <td>-0.354605</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Serious Sam HD The Second Encounter</th>\n",
              "      <td>-0.252265</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.401225</td>\n",
              "      <td>-0.306746</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.460282</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.047684</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fuse</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Shovel Knight</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.445134</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Resident Evil Revelations 2 / Biohazard Revelations 2</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.400089</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Styx Master of Shadows</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.571375</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Guild II</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.030817</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FlatOut 2</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>God Mode</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fallout Tactics</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Call of Duty Black Ops II - Zombies</th>\n",
              "      <td>-0.011937</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.228748</td>\n",
              "      <td>-0.194767</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.166970</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.530290</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.291615</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Crash Time II</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rochard</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.663288</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Divinity Original Sin Enhanced Edition</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.234045</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Star Wars Dark Forces</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.264555</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Savage Lands</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>resident evil 4 / biohazard 4</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.933094</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grim Dawn</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CastleMiner Z</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Incredible Adventures of Van Helsing II</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.868177</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The LEGO Movie - Videogame</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 50 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                    Dead Island Epidemic  \\\n",
              "Dead Island Epidemic                                            0.000000   \n",
              "Marvel Heroes 2015                                              0.853338   \n",
              "Mirror's Edge                                                  -0.246074   \n",
              "FTL Faster Than Light                                           0.569988   \n",
              "HOARD                                                           0.000000   \n",
              "Amnesia The Dark Descent                                        0.885917   \n",
              "The Witcher Enhanced Edition                                    0.000000   \n",
              "Dungeon Defenders                                               0.853400   \n",
              "TERA                                                            0.029558   \n",
              "Mafia II                                                        0.896731   \n",
              "Super Meat Boy                                                  0.870622   \n",
              "Deadpool                                                        0.000000   \n",
              "Mount & Blade Warband                                           0.315321   \n",
              "Hacker Evolution                                                0.000000   \n",
              "BLOCKADE 3D                                                    -0.177530   \n",
              "The Walking Dead                                                0.000000   \n",
              "Cities Skylines                                                 0.000000   \n",
              "Half-Life                                                       0.873155   \n",
              "The Cave                                                        0.000000   \n",
              "Battlefield Bad Company 2                                      -0.065024   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                        0.175131   \n",
              "Star Wars - Battlefront II                                      0.085315   \n",
              "Halo Spartan Assault                                            0.000000   \n",
              "Call of Duty Black Ops II                                      -0.456350   \n",
              "Battlefield 2                                                   0.000000   \n",
              "theHunter                                                       0.726358   \n",
              "Smashball                                                       0.000000   \n",
              "Grand Theft Auto San Andreas                                   -0.364941   \n",
              "HAWKEN                                                         -0.204162   \n",
              "Magicka Wizard Wars                                            -0.023333   \n",
              "Serious Sam HD The Second Encounter                            -0.252265   \n",
              "Fuse                                                            0.000000   \n",
              "Shovel Knight                                                   0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...              0.000000   \n",
              "Styx Master of Shadows                                          0.000000   \n",
              "The Guild II                                                    0.000000   \n",
              "FlatOut 2                                                       0.000000   \n",
              "God Mode                                                        0.000000   \n",
              "Fallout Tactics                                                 0.000000   \n",
              "Call of Duty Black Ops II - Zombies                            -0.011937   \n",
              "Crash Time II                                                   0.000000   \n",
              "Rochard                                                         0.000000   \n",
              "Divinity Original Sin Enhanced Edition                          0.000000   \n",
              "Star Wars Dark Forces                                           0.000000   \n",
              "Savage Lands                                                    0.000000   \n",
              "resident evil 4 / biohazard 4                                   0.000000   \n",
              "Grim Dawn                                                       0.000000   \n",
              "CastleMiner Z                                                   0.000000   \n",
              "The Incredible Adventures of Van Helsing II                     0.000000   \n",
              "The LEGO Movie - Videogame                                      0.000000   \n",
              "\n",
              "                                                    Marvel Heroes 2015  \\\n",
              "Dead Island Epidemic                                          0.853338   \n",
              "Marvel Heroes 2015                                            0.000000   \n",
              "Mirror's Edge                                                 0.000000   \n",
              "FTL Faster Than Light                                         0.000000   \n",
              "HOARD                                                         0.000000   \n",
              "Amnesia The Dark Descent                                      0.000000   \n",
              "The Witcher Enhanced Edition                                 -0.172275   \n",
              "Dungeon Defenders                                            -0.296055   \n",
              "TERA                                                          0.000000   \n",
              "Mafia II                                                      0.000000   \n",
              "Super Meat Boy                                                0.000000   \n",
              "Deadpool                                                      0.000000   \n",
              "Mount & Blade Warband                                        -0.429045   \n",
              "Hacker Evolution                                              0.000000   \n",
              "BLOCKADE 3D                                                   0.000000   \n",
              "The Walking Dead                                             -0.348119   \n",
              "Cities Skylines                                               0.000000   \n",
              "Half-Life                                                     0.000000   \n",
              "The Cave                                                      0.000000   \n",
              "Battlefield Bad Company 2                                     0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                      0.000000   \n",
              "Star Wars - Battlefront II                                    0.000000   \n",
              "Halo Spartan Assault                                          0.000000   \n",
              "Call of Duty Black Ops II                                     0.208022   \n",
              "Battlefield 2                                                 0.000000   \n",
              "theHunter                                                     0.515811   \n",
              "Smashball                                                     0.000000   \n",
              "Grand Theft Auto San Andreas                                  0.000000   \n",
              "HAWKEN                                                       -0.510163   \n",
              "Magicka Wizard Wars                                           0.064236   \n",
              "Serious Sam HD The Second Encounter                           0.000000   \n",
              "Fuse                                                          0.000000   \n",
              "Shovel Knight                                                 0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...            0.000000   \n",
              "Styx Master of Shadows                                        0.000000   \n",
              "The Guild II                                                  0.000000   \n",
              "FlatOut 2                                                     0.000000   \n",
              "God Mode                                                      0.000000   \n",
              "Fallout Tactics                                               0.000000   \n",
              "Call of Duty Black Ops II - Zombies                           0.000000   \n",
              "Crash Time II                                                 0.000000   \n",
              "Rochard                                                       0.000000   \n",
              "Divinity Original Sin Enhanced Edition                        0.000000   \n",
              "Star Wars Dark Forces                                         0.000000   \n",
              "Savage Lands                                                  0.000000   \n",
              "resident evil 4 / biohazard 4                                 0.000000   \n",
              "Grim Dawn                                                     0.000000   \n",
              "CastleMiner Z                                                 0.000000   \n",
              "The Incredible Adventures of Van Helsing II                   0.000000   \n",
              "The LEGO Movie - Videogame                                    0.000000   \n",
              "\n",
              "                                                    Mirror's Edge  \\\n",
              "Dead Island Epidemic                                    -0.246074   \n",
              "Marvel Heroes 2015                                       0.000000   \n",
              "Mirror's Edge                                            0.000000   \n",
              "FTL Faster Than Light                                    0.004374   \n",
              "HOARD                                                    0.000000   \n",
              "Amnesia The Dark Descent                                -0.238448   \n",
              "The Witcher Enhanced Edition                            -0.147787   \n",
              "Dungeon Defenders                                        0.175228   \n",
              "TERA                                                     0.321335   \n",
              "Mafia II                                                 0.234588   \n",
              "Super Meat Boy                                           0.599349   \n",
              "Deadpool                                                 0.000000   \n",
              "Mount & Blade Warband                                    0.215136   \n",
              "Hacker Evolution                                         0.000000   \n",
              "BLOCKADE 3D                                              0.000000   \n",
              "The Walking Dead                                         0.057082   \n",
              "Cities Skylines                                         -0.315110   \n",
              "Half-Life                                               -0.027631   \n",
              "The Cave                                                 0.000000   \n",
              "Battlefield Bad Company 2                                0.616391   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                 0.332418   \n",
              "Star Wars - Battlefront II                               0.676210   \n",
              "Halo Spartan Assault                                     0.000000   \n",
              "Call of Duty Black Ops II                               -0.179560   \n",
              "Battlefield 2                                            0.000000   \n",
              "theHunter                                                0.000000   \n",
              "Smashball                                                0.000000   \n",
              "Grand Theft Auto San Andreas                             0.420186   \n",
              "HAWKEN                                                  -0.051189   \n",
              "Magicka Wizard Wars                                      0.050246   \n",
              "Serious Sam HD The Second Encounter                     -0.401225   \n",
              "Fuse                                                     0.000000   \n",
              "Shovel Knight                                            0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...      -0.400089   \n",
              "Styx Master of Shadows                                   0.000000   \n",
              "The Guild II                                             0.000000   \n",
              "FlatOut 2                                                0.000000   \n",
              "God Mode                                                 0.000000   \n",
              "Fallout Tactics                                          0.000000   \n",
              "Call of Duty Black Ops II - Zombies                     -0.228748   \n",
              "Crash Time II                                            0.000000   \n",
              "Rochard                                                  0.000000   \n",
              "Divinity Original Sin Enhanced Edition                   0.000000   \n",
              "Star Wars Dark Forces                                    0.000000   \n",
              "Savage Lands                                             0.000000   \n",
              "resident evil 4 / biohazard 4                            0.000000   \n",
              "Grim Dawn                                                0.000000   \n",
              "CastleMiner Z                                            0.000000   \n",
              "The Incredible Adventures of Van Helsing II              0.000000   \n",
              "The LEGO Movie - Videogame                               0.000000   \n",
              "\n",
              "                                                    FTL Faster Than Light  \\\n",
              "Dead Island Epidemic                                             0.569988   \n",
              "Marvel Heroes 2015                                               0.000000   \n",
              "Mirror's Edge                                                    0.004374   \n",
              "FTL Faster Than Light                                            0.000000   \n",
              "HOARD                                                            0.885116   \n",
              "Amnesia The Dark Descent                                         0.011172   \n",
              "The Witcher Enhanced Edition                                     0.144394   \n",
              "Dungeon Defenders                                               -0.094952   \n",
              "TERA                                                            -0.289313   \n",
              "Mafia II                                                         0.074836   \n",
              "Super Meat Boy                                                   0.128886   \n",
              "Deadpool                                                         0.000000   \n",
              "Mount & Blade Warband                                            0.417515   \n",
              "Hacker Evolution                                                 0.000000   \n",
              "BLOCKADE 3D                                                      0.000000   \n",
              "The Walking Dead                                                 0.302456   \n",
              "Cities Skylines                                                 -0.049678   \n",
              "Half-Life                                                       -0.062097   \n",
              "The Cave                                                        -0.034354   \n",
              "Battlefield Bad Company 2                                       -0.019811   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                         0.086474   \n",
              "Star Wars - Battlefront II                                       0.231420   \n",
              "Halo Spartan Assault                                             0.000000   \n",
              "Call of Duty Black Ops II                                        0.082751   \n",
              "Battlefield 2                                                    0.000000   \n",
              "theHunter                                                        0.000000   \n",
              "Smashball                                                       -0.572911   \n",
              "Grand Theft Auto San Andreas                                     0.757551   \n",
              "HAWKEN                                                           0.006783   \n",
              "Magicka Wizard Wars                                              0.127476   \n",
              "Serious Sam HD The Second Encounter                             -0.306746   \n",
              "Fuse                                                             0.000000   \n",
              "Shovel Knight                                                    0.445134   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...               0.000000   \n",
              "Styx Master of Shadows                                           0.571375   \n",
              "The Guild II                                                     0.030817   \n",
              "FlatOut 2                                                        0.000000   \n",
              "God Mode                                                         0.000000   \n",
              "Fallout Tactics                                                  0.000000   \n",
              "Call of Duty Black Ops II - Zombies                             -0.194767   \n",
              "Crash Time II                                                    0.000000   \n",
              "Rochard                                                         -0.663288   \n",
              "Divinity Original Sin Enhanced Edition                          -0.234045   \n",
              "Star Wars Dark Forces                                           -0.264555   \n",
              "Savage Lands                                                     0.000000   \n",
              "resident evil 4 / biohazard 4                                    0.000000   \n",
              "Grim Dawn                                                        0.000000   \n",
              "CastleMiner Z                                                    0.000000   \n",
              "The Incredible Adventures of Van Helsing II                      0.000000   \n",
              "The LEGO Movie - Videogame                                       0.000000   \n",
              "\n",
              "                                                       HOARD  \\\n",
              "Dead Island Epidemic                                0.000000   \n",
              "Marvel Heroes 2015                                  0.000000   \n",
              "Mirror's Edge                                       0.000000   \n",
              "FTL Faster Than Light                               0.885116   \n",
              "HOARD                                               0.000000   \n",
              "Amnesia The Dark Descent                           -0.477210   \n",
              "The Witcher Enhanced Edition                        0.000000   \n",
              "Dungeon Defenders                                  -0.178924   \n",
              "TERA                                                0.000000   \n",
              "Mafia II                                            0.000000   \n",
              "Super Meat Boy                                      0.000000   \n",
              "Deadpool                                            0.000000   \n",
              "Mount & Blade Warband                               0.000000   \n",
              "Hacker Evolution                                    0.000000   \n",
              "BLOCKADE 3D                                         0.000000   \n",
              "The Walking Dead                                    0.000000   \n",
              "Cities Skylines                                     0.000000   \n",
              "Half-Life                                           0.000000   \n",
              "The Cave                                            0.000000   \n",
              "Battlefield Bad Company 2                           0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer            0.000000   \n",
              "Star Wars - Battlefront II                          0.000000   \n",
              "Halo Spartan Assault                                0.000000   \n",
              "Call of Duty Black Ops II                           0.000000   \n",
              "Battlefield 2                                       0.000000   \n",
              "theHunter                                           0.000000   \n",
              "Smashball                                           0.000000   \n",
              "Grand Theft Auto San Andreas                        0.000000   \n",
              "HAWKEN                                              0.000000   \n",
              "Magicka Wizard Wars                                 0.000000   \n",
              "Serious Sam HD The Second Encounter                 0.000000   \n",
              "Fuse                                                0.000000   \n",
              "Shovel Knight                                       0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...  0.000000   \n",
              "Styx Master of Shadows                              0.000000   \n",
              "The Guild II                                        0.000000   \n",
              "FlatOut 2                                           0.000000   \n",
              "God Mode                                            0.000000   \n",
              "Fallout Tactics                                     0.000000   \n",
              "Call of Duty Black Ops II - Zombies                 0.000000   \n",
              "Crash Time II                                       0.000000   \n",
              "Rochard                                             0.000000   \n",
              "Divinity Original Sin Enhanced Edition              0.000000   \n",
              "Star Wars Dark Forces                               0.000000   \n",
              "Savage Lands                                        0.000000   \n",
              "resident evil 4 / biohazard 4                       0.000000   \n",
              "Grim Dawn                                           0.000000   \n",
              "CastleMiner Z                                       0.000000   \n",
              "The Incredible Adventures of Van Helsing II         0.000000   \n",
              "The LEGO Movie - Videogame                          0.000000   \n",
              "\n",
              "                                                    Amnesia The Dark Descent  \\\n",
              "Dead Island Epidemic                                                0.885917   \n",
              "Marvel Heroes 2015                                                  0.000000   \n",
              "Mirror's Edge                                                      -0.238448   \n",
              "FTL Faster Than Light                                               0.011172   \n",
              "HOARD                                                              -0.477210   \n",
              "Amnesia The Dark Descent                                            0.000000   \n",
              "The Witcher Enhanced Edition                                        0.420565   \n",
              "Dungeon Defenders                                                  -0.331457   \n",
              "TERA                                                                0.000000   \n",
              "Mafia II                                                           -0.205757   \n",
              "Super Meat Boy                                                     -0.122999   \n",
              "Deadpool                                                            0.000000   \n",
              "Mount & Blade Warband                                               0.354768   \n",
              "Hacker Evolution                                                    0.000000   \n",
              "BLOCKADE 3D                                                         0.000000   \n",
              "The Walking Dead                                                    0.085880   \n",
              "Cities Skylines                                                    -0.728522   \n",
              "Half-Life                                                           0.269653   \n",
              "The Cave                                                            0.000000   \n",
              "Battlefield Bad Company 2                                          -0.410109   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                           -0.010055   \n",
              "Star Wars - Battlefront II                                          0.561801   \n",
              "Halo Spartan Assault                                                0.000000   \n",
              "Call of Duty Black Ops II                                          -0.531060   \n",
              "Battlefield 2                                                       0.000000   \n",
              "theHunter                                                           0.000000   \n",
              "Smashball                                                           0.000000   \n",
              "Grand Theft Auto San Andreas                                        0.158612   \n",
              "HAWKEN                                                              0.555300   \n",
              "Magicka Wizard Wars                                                -0.180016   \n",
              "Serious Sam HD The Second Encounter                                -0.460282   \n",
              "Fuse                                                                0.000000   \n",
              "Shovel Knight                                                       0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                  0.000000   \n",
              "Styx Master of Shadows                                              0.000000   \n",
              "The Guild II                                                        0.000000   \n",
              "FlatOut 2                                                           0.000000   \n",
              "God Mode                                                            0.000000   \n",
              "Fallout Tactics                                                     0.000000   \n",
              "Call of Duty Black Ops II - Zombies                                 0.166970   \n",
              "Crash Time II                                                       0.000000   \n",
              "Rochard                                                             0.000000   \n",
              "Divinity Original Sin Enhanced Edition                              0.000000   \n",
              "Star Wars Dark Forces                                               0.000000   \n",
              "Savage Lands                                                        0.000000   \n",
              "resident evil 4 / biohazard 4                                      -0.933094   \n",
              "Grim Dawn                                                           0.000000   \n",
              "CastleMiner Z                                                       0.000000   \n",
              "The Incredible Adventures of Van Helsing II                         0.000000   \n",
              "The LEGO Movie - Videogame                                          0.000000   \n",
              "\n",
              "                                                    The Witcher Enhanced Edition  \\\n",
              "Dead Island Epidemic                                                    0.000000   \n",
              "Marvel Heroes 2015                                                     -0.172275   \n",
              "Mirror's Edge                                                          -0.147787   \n",
              "FTL Faster Than Light                                                   0.144394   \n",
              "HOARD                                                                   0.000000   \n",
              "Amnesia The Dark Descent                                                0.420565   \n",
              "The Witcher Enhanced Edition                                            0.000000   \n",
              "Dungeon Defenders                                                       0.107231   \n",
              "TERA                                                                    0.000000   \n",
              "Mafia II                                                               -0.006140   \n",
              "Super Meat Boy                                                          0.269092   \n",
              "Deadpool                                                                0.000000   \n",
              "Mount & Blade Warband                                                  -0.057222   \n",
              "Hacker Evolution                                                        0.000000   \n",
              "BLOCKADE 3D                                                             0.000000   \n",
              "The Walking Dead                                                        0.160466   \n",
              "Cities Skylines                                                         0.149644   \n",
              "Half-Life                                                               0.332930   \n",
              "The Cave                                                                0.594455   \n",
              "Battlefield Bad Company 2                                               0.459130   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                                0.412870   \n",
              "Star Wars - Battlefront II                                             -0.379969   \n",
              "Halo Spartan Assault                                                    0.000000   \n",
              "Call of Duty Black Ops II                                              -0.200021   \n",
              "Battlefield 2                                                           0.000000   \n",
              "theHunter                                                               0.000000   \n",
              "Smashball                                                               0.000000   \n",
              "Grand Theft Auto San Andreas                                           -0.147208   \n",
              "HAWKEN                                                                  0.598761   \n",
              "Magicka Wizard Wars                                                    -0.312918   \n",
              "Serious Sam HD The Second Encounter                                     0.000000   \n",
              "Fuse                                                                    0.000000   \n",
              "Shovel Knight                                                           0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                      0.000000   \n",
              "Styx Master of Shadows                                                  0.000000   \n",
              "The Guild II                                                            0.000000   \n",
              "FlatOut 2                                                               0.000000   \n",
              "God Mode                                                                0.000000   \n",
              "Fallout Tactics                                                         0.000000   \n",
              "Call of Duty Black Ops II - Zombies                                     0.000000   \n",
              "Crash Time II                                                           0.000000   \n",
              "Rochard                                                                 0.000000   \n",
              "Divinity Original Sin Enhanced Edition                                  0.000000   \n",
              "Star Wars Dark Forces                                                   0.000000   \n",
              "Savage Lands                                                            0.000000   \n",
              "resident evil 4 / biohazard 4                                           0.000000   \n",
              "Grim Dawn                                                               0.000000   \n",
              "CastleMiner Z                                                           0.000000   \n",
              "The Incredible Adventures of Van Helsing II                             0.000000   \n",
              "The LEGO Movie - Videogame                                              0.000000   \n",
              "\n",
              "                                                    Dungeon Defenders  \\\n",
              "Dead Island Epidemic                                         0.853400   \n",
              "Marvel Heroes 2015                                          -0.296055   \n",
              "Mirror's Edge                                                0.175228   \n",
              "FTL Faster Than Light                                       -0.094952   \n",
              "HOARD                                                       -0.178924   \n",
              "Amnesia The Dark Descent                                    -0.331457   \n",
              "The Witcher Enhanced Edition                                 0.107231   \n",
              "Dungeon Defenders                                            0.000000   \n",
              "TERA                                                         0.000000   \n",
              "Mafia II                                                     0.303115   \n",
              "Super Meat Boy                                              -0.090278   \n",
              "Deadpool                                                     0.000000   \n",
              "Mount & Blade Warband                                       -0.247662   \n",
              "Hacker Evolution                                             0.000000   \n",
              "BLOCKADE 3D                                                  0.000000   \n",
              "The Walking Dead                                             0.169321   \n",
              "Cities Skylines                                             -0.208978   \n",
              "Half-Life                                                    0.124429   \n",
              "The Cave                                                     0.000000   \n",
              "Battlefield Bad Company 2                                    0.175052   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                    -0.087757   \n",
              "Star Wars - Battlefront II                                   0.492375   \n",
              "Halo Spartan Assault                                         0.000000   \n",
              "Call of Duty Black Ops II                                   -0.091739   \n",
              "Battlefield 2                                                0.000000   \n",
              "theHunter                                                    0.000000   \n",
              "Smashball                                                    0.000000   \n",
              "Grand Theft Auto San Andreas                                -0.261790   \n",
              "HAWKEN                                                      -0.768441   \n",
              "Magicka Wizard Wars                                         -0.006713   \n",
              "Serious Sam HD The Second Encounter                         -0.047684   \n",
              "Fuse                                                         0.000000   \n",
              "Shovel Knight                                                0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...           0.000000   \n",
              "Styx Master of Shadows                                       0.000000   \n",
              "The Guild II                                                 0.000000   \n",
              "FlatOut 2                                                    0.000000   \n",
              "God Mode                                                     0.000000   \n",
              "Fallout Tactics                                              0.000000   \n",
              "Call of Duty Black Ops II - Zombies                         -0.530290   \n",
              "Crash Time II                                                0.000000   \n",
              "Rochard                                                      0.000000   \n",
              "Divinity Original Sin Enhanced Edition                       0.000000   \n",
              "Star Wars Dark Forces                                        0.000000   \n",
              "Savage Lands                                                 0.000000   \n",
              "resident evil 4 / biohazard 4                                0.000000   \n",
              "Grim Dawn                                                    0.000000   \n",
              "CastleMiner Z                                                0.000000   \n",
              "The Incredible Adventures of Van Helsing II                  0.868177   \n",
              "The LEGO Movie - Videogame                                   0.000000   \n",
              "\n",
              "                                                        TERA  Mafia II  ...  \\\n",
              "Dead Island Epidemic                                0.029558  0.896731  ...   \n",
              "Marvel Heroes 2015                                  0.000000  0.000000  ...   \n",
              "Mirror's Edge                                       0.321335  0.234588  ...   \n",
              "FTL Faster Than Light                              -0.289313  0.074836  ...   \n",
              "HOARD                                               0.000000  0.000000  ...   \n",
              "Amnesia The Dark Descent                            0.000000 -0.205757  ...   \n",
              "The Witcher Enhanced Edition                        0.000000 -0.006140  ...   \n",
              "Dungeon Defenders                                   0.000000  0.303115  ...   \n",
              "TERA                                                0.000000  0.000000  ...   \n",
              "Mafia II                                            0.000000  0.000000  ...   \n",
              "Super Meat Boy                                     -0.445524  0.690568  ...   \n",
              "Deadpool                                            0.000000  0.000000  ...   \n",
              "Mount & Blade Warband                               0.000000  0.054500  ...   \n",
              "Hacker Evolution                                    0.000000  0.000000  ...   \n",
              "BLOCKADE 3D                                         0.000000  0.000000  ...   \n",
              "The Walking Dead                                    0.000000  0.875450  ...   \n",
              "Cities Skylines                                     0.000000 -0.253364  ...   \n",
              "Half-Life                                           0.000000  0.000000  ...   \n",
              "The Cave                                            0.000000  0.000000  ...   \n",
              "Battlefield Bad Company 2                           0.166074 -0.090305  ...   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer            0.000000 -0.081161  ...   \n",
              "Star Wars - Battlefront II                         -0.351363  0.862881  ...   \n",
              "Halo Spartan Assault                                0.000000  0.000000  ...   \n",
              "Call of Duty Black Ops II                           0.000000 -0.235293  ...   \n",
              "Battlefield 2                                       0.000000  0.310501  ...   \n",
              "theHunter                                           0.000000  0.000000  ...   \n",
              "Smashball                                           0.000000  0.000000  ...   \n",
              "Grand Theft Auto San Andreas                       -0.136301  0.411760  ...   \n",
              "HAWKEN                                              0.987301  0.000000  ...   \n",
              "Magicka Wizard Wars                                -0.354605  0.000000  ...   \n",
              "Serious Sam HD The Second Encounter                 0.000000  0.000000  ...   \n",
              "Fuse                                                0.000000  0.000000  ...   \n",
              "Shovel Knight                                       0.000000  0.000000  ...   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...  0.000000  0.000000  ...   \n",
              "Styx Master of Shadows                              0.000000  0.000000  ...   \n",
              "The Guild II                                        0.000000  0.000000  ...   \n",
              "FlatOut 2                                           0.000000  0.000000  ...   \n",
              "God Mode                                            0.000000  0.000000  ...   \n",
              "Fallout Tactics                                     0.000000  0.000000  ...   \n",
              "Call of Duty Black Ops II - Zombies                 0.000000 -0.291615  ...   \n",
              "Crash Time II                                       0.000000  0.000000  ...   \n",
              "Rochard                                             0.000000  0.000000  ...   \n",
              "Divinity Original Sin Enhanced Edition              0.000000  0.000000  ...   \n",
              "Star Wars Dark Forces                               0.000000  0.000000  ...   \n",
              "Savage Lands                                        0.000000  0.000000  ...   \n",
              "resident evil 4 / biohazard 4                       0.000000  0.000000  ...   \n",
              "Grim Dawn                                           0.000000  0.000000  ...   \n",
              "CastleMiner Z                                       0.000000  0.000000  ...   \n",
              "The Incredible Adventures of Van Helsing II         0.000000  0.000000  ...   \n",
              "The LEGO Movie - Videogame                          0.000000  0.000000  ...   \n",
              "\n",
              "                                                    Crash Time II   Rochard  \\\n",
              "Dead Island Epidemic                                     0.000000  0.000000   \n",
              "Marvel Heroes 2015                                       0.000000  0.000000   \n",
              "Mirror's Edge                                            0.000000  0.000000   \n",
              "FTL Faster Than Light                                    0.000000 -0.663288   \n",
              "HOARD                                                    0.000000  0.000000   \n",
              "Amnesia The Dark Descent                                 0.000000  0.000000   \n",
              "The Witcher Enhanced Edition                             0.000000  0.000000   \n",
              "Dungeon Defenders                                        0.000000  0.000000   \n",
              "TERA                                                     0.000000  0.000000   \n",
              "Mafia II                                                 0.000000  0.000000   \n",
              "Super Meat Boy                                           0.000000 -0.278817   \n",
              "Deadpool                                                 0.000000  0.000000   \n",
              "Mount & Blade Warband                                    0.000000  0.000000   \n",
              "Hacker Evolution                                         0.000000  0.000000   \n",
              "BLOCKADE 3D                                              0.000000  0.000000   \n",
              "The Walking Dead                                         0.000000 -0.448432   \n",
              "Cities Skylines                                          0.000000  0.000000   \n",
              "Half-Life                                                0.000000  0.000000   \n",
              "The Cave                                                 0.000000  0.000000   \n",
              "Battlefield Bad Company 2                               -0.466368  0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                 0.000000  0.000000   \n",
              "Star Wars - Battlefront II                               0.000000  0.000000   \n",
              "Halo Spartan Assault                                     0.000000  0.000000   \n",
              "Call of Duty Black Ops II                                0.000000  0.000000   \n",
              "Battlefield 2                                            0.000000  0.000000   \n",
              "theHunter                                                0.000000  0.000000   \n",
              "Smashball                                                0.000000  0.000000   \n",
              "Grand Theft Auto San Andreas                             0.000000  0.000000   \n",
              "HAWKEN                                                   0.000000  0.000000   \n",
              "Magicka Wizard Wars                                      0.000000  0.000000   \n",
              "Serious Sam HD The Second Encounter                      0.000000  0.000000   \n",
              "Fuse                                                     0.000000  0.000000   \n",
              "Shovel Knight                                            0.000000  0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...       0.000000  0.000000   \n",
              "Styx Master of Shadows                                   0.000000  0.000000   \n",
              "The Guild II                                             0.000000  0.000000   \n",
              "FlatOut 2                                                0.000000  0.000000   \n",
              "God Mode                                                 0.000000  0.000000   \n",
              "Fallout Tactics                                          0.000000  0.000000   \n",
              "Call of Duty Black Ops II - Zombies                      0.000000  0.000000   \n",
              "Crash Time II                                            0.000000  0.000000   \n",
              "Rochard                                                  0.000000  0.000000   \n",
              "Divinity Original Sin Enhanced Edition                   0.000000  0.000000   \n",
              "Star Wars Dark Forces                                    0.000000  0.000000   \n",
              "Savage Lands                                             0.000000  0.000000   \n",
              "resident evil 4 / biohazard 4                            0.000000  0.000000   \n",
              "Grim Dawn                                                0.000000  0.000000   \n",
              "CastleMiner Z                                            0.000000  0.000000   \n",
              "The Incredible Adventures of Van Helsing II              0.000000  0.000000   \n",
              "The LEGO Movie - Videogame                               0.000000  0.000000   \n",
              "\n",
              "                                                    Divinity Original Sin Enhanced Edition  \\\n",
              "Dead Island Epidemic                                                              0.000000   \n",
              "Marvel Heroes 2015                                                                0.000000   \n",
              "Mirror's Edge                                                                     0.000000   \n",
              "FTL Faster Than Light                                                            -0.234045   \n",
              "HOARD                                                                             0.000000   \n",
              "Amnesia The Dark Descent                                                          0.000000   \n",
              "The Witcher Enhanced Edition                                                      0.000000   \n",
              "Dungeon Defenders                                                                 0.000000   \n",
              "TERA                                                                              0.000000   \n",
              "Mafia II                                                                          0.000000   \n",
              "Super Meat Boy                                                                    0.000000   \n",
              "Deadpool                                                                          0.000000   \n",
              "Mount & Blade Warband                                                             0.000000   \n",
              "Hacker Evolution                                                                  0.000000   \n",
              "BLOCKADE 3D                                                                       0.000000   \n",
              "The Walking Dead                                                                 -0.542832   \n",
              "Cities Skylines                                                                   0.000000   \n",
              "Half-Life                                                                         0.000000   \n",
              "The Cave                                                                          0.000000   \n",
              "Battlefield Bad Company 2                                                         0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                                          0.000000   \n",
              "Star Wars - Battlefront II                                                        0.000000   \n",
              "Halo Spartan Assault                                                              0.000000   \n",
              "Call of Duty Black Ops II                                                         0.000000   \n",
              "Battlefield 2                                                                     0.000000   \n",
              "theHunter                                                                         0.000000   \n",
              "Smashball                                                                         0.000000   \n",
              "Grand Theft Auto San Andreas                                                      0.000000   \n",
              "HAWKEN                                                                            0.000000   \n",
              "Magicka Wizard Wars                                                               0.000000   \n",
              "Serious Sam HD The Second Encounter                                               0.000000   \n",
              "Fuse                                                                              0.000000   \n",
              "Shovel Knight                                                                     0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                                0.000000   \n",
              "Styx Master of Shadows                                                            0.000000   \n",
              "The Guild II                                                                      0.000000   \n",
              "FlatOut 2                                                                         0.000000   \n",
              "God Mode                                                                          0.000000   \n",
              "Fallout Tactics                                                                   0.000000   \n",
              "Call of Duty Black Ops II - Zombies                                               0.000000   \n",
              "Crash Time II                                                                     0.000000   \n",
              "Rochard                                                                           0.000000   \n",
              "Divinity Original Sin Enhanced Edition                                            0.000000   \n",
              "Star Wars Dark Forces                                                             0.000000   \n",
              "Savage Lands                                                                      0.000000   \n",
              "resident evil 4 / biohazard 4                                                     0.000000   \n",
              "Grim Dawn                                                                         0.000000   \n",
              "CastleMiner Z                                                                     0.000000   \n",
              "The Incredible Adventures of Van Helsing II                                       0.000000   \n",
              "The LEGO Movie - Videogame                                                        0.000000   \n",
              "\n",
              "                                                    Star Wars Dark Forces  \\\n",
              "Dead Island Epidemic                                             0.000000   \n",
              "Marvel Heroes 2015                                               0.000000   \n",
              "Mirror's Edge                                                    0.000000   \n",
              "FTL Faster Than Light                                           -0.264555   \n",
              "HOARD                                                            0.000000   \n",
              "Amnesia The Dark Descent                                         0.000000   \n",
              "The Witcher Enhanced Edition                                     0.000000   \n",
              "Dungeon Defenders                                                0.000000   \n",
              "TERA                                                             0.000000   \n",
              "Mafia II                                                         0.000000   \n",
              "Super Meat Boy                                                   0.928280   \n",
              "Deadpool                                                         0.000000   \n",
              "Mount & Blade Warband                                            0.000000   \n",
              "Hacker Evolution                                                 0.000000   \n",
              "BLOCKADE 3D                                                      0.000000   \n",
              "The Walking Dead                                                 0.000000   \n",
              "Cities Skylines                                                  0.000000   \n",
              "Half-Life                                                        0.936619   \n",
              "The Cave                                                         0.000000   \n",
              "Battlefield Bad Company 2                                        0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                         0.000000   \n",
              "Star Wars - Battlefront II                                       0.907180   \n",
              "Halo Spartan Assault                                             0.000000   \n",
              "Call of Duty Black Ops II                                        0.000000   \n",
              "Battlefield 2                                                    0.000000   \n",
              "theHunter                                                        0.000000   \n",
              "Smashball                                                        0.000000   \n",
              "Grand Theft Auto San Andreas                                     0.000000   \n",
              "HAWKEN                                                           0.000000   \n",
              "Magicka Wizard Wars                                              0.000000   \n",
              "Serious Sam HD The Second Encounter                              0.000000   \n",
              "Fuse                                                             0.000000   \n",
              "Shovel Knight                                                    0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...               0.000000   \n",
              "Styx Master of Shadows                                           0.000000   \n",
              "The Guild II                                                     0.000000   \n",
              "FlatOut 2                                                        0.000000   \n",
              "God Mode                                                         0.000000   \n",
              "Fallout Tactics                                                  0.000000   \n",
              "Call of Duty Black Ops II - Zombies                              0.000000   \n",
              "Crash Time II                                                    0.000000   \n",
              "Rochard                                                          0.000000   \n",
              "Divinity Original Sin Enhanced Edition                           0.000000   \n",
              "Star Wars Dark Forces                                            0.000000   \n",
              "Savage Lands                                                     0.000000   \n",
              "resident evil 4 / biohazard 4                                    0.000000   \n",
              "Grim Dawn                                                        0.000000   \n",
              "CastleMiner Z                                                    0.000000   \n",
              "The Incredible Adventures of Van Helsing II                      0.000000   \n",
              "The LEGO Movie - Videogame                                       0.000000   \n",
              "\n",
              "                                                    Savage Lands  \\\n",
              "Dead Island Epidemic                                           0   \n",
              "Marvel Heroes 2015                                             0   \n",
              "Mirror's Edge                                                  0   \n",
              "FTL Faster Than Light                                          0   \n",
              "HOARD                                                          0   \n",
              "Amnesia The Dark Descent                                       0   \n",
              "The Witcher Enhanced Edition                                   0   \n",
              "Dungeon Defenders                                              0   \n",
              "TERA                                                           0   \n",
              "Mafia II                                                       0   \n",
              "Super Meat Boy                                                 0   \n",
              "Deadpool                                                       0   \n",
              "Mount & Blade Warband                                          0   \n",
              "Hacker Evolution                                               0   \n",
              "BLOCKADE 3D                                                    0   \n",
              "The Walking Dead                                               0   \n",
              "Cities Skylines                                                0   \n",
              "Half-Life                                                      0   \n",
              "The Cave                                                       0   \n",
              "Battlefield Bad Company 2                                      0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                       0   \n",
              "Star Wars - Battlefront II                                     0   \n",
              "Halo Spartan Assault                                           0   \n",
              "Call of Duty Black Ops II                                      0   \n",
              "Battlefield 2                                                  0   \n",
              "theHunter                                                      0   \n",
              "Smashball                                                      0   \n",
              "Grand Theft Auto San Andreas                                   0   \n",
              "HAWKEN                                                         0   \n",
              "Magicka Wizard Wars                                            0   \n",
              "Serious Sam HD The Second Encounter                            0   \n",
              "Fuse                                                           0   \n",
              "Shovel Knight                                                  0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...             0   \n",
              "Styx Master of Shadows                                         0   \n",
              "The Guild II                                                   0   \n",
              "FlatOut 2                                                      0   \n",
              "God Mode                                                       0   \n",
              "Fallout Tactics                                                0   \n",
              "Call of Duty Black Ops II - Zombies                            0   \n",
              "Crash Time II                                                  0   \n",
              "Rochard                                                        0   \n",
              "Divinity Original Sin Enhanced Edition                         0   \n",
              "Star Wars Dark Forces                                          0   \n",
              "Savage Lands                                                   0   \n",
              "resident evil 4 / biohazard 4                                  0   \n",
              "Grim Dawn                                                      0   \n",
              "CastleMiner Z                                                  0   \n",
              "The Incredible Adventures of Van Helsing II                    0   \n",
              "The LEGO Movie - Videogame                                     0   \n",
              "\n",
              "                                                    resident evil 4 / biohazard 4  \\\n",
              "Dead Island Epidemic                                                     0.000000   \n",
              "Marvel Heroes 2015                                                       0.000000   \n",
              "Mirror's Edge                                                            0.000000   \n",
              "FTL Faster Than Light                                                    0.000000   \n",
              "HOARD                                                                    0.000000   \n",
              "Amnesia The Dark Descent                                                -0.933094   \n",
              "The Witcher Enhanced Edition                                             0.000000   \n",
              "Dungeon Defenders                                                        0.000000   \n",
              "TERA                                                                     0.000000   \n",
              "Mafia II                                                                 0.000000   \n",
              "Super Meat Boy                                                           0.000000   \n",
              "Deadpool                                                                 0.000000   \n",
              "Mount & Blade Warband                                                    0.000000   \n",
              "Hacker Evolution                                                         0.000000   \n",
              "BLOCKADE 3D                                                              0.000000   \n",
              "The Walking Dead                                                         0.412336   \n",
              "Cities Skylines                                                          0.000000   \n",
              "Half-Life                                                                0.000000   \n",
              "The Cave                                                                 0.000000   \n",
              "Battlefield Bad Company 2                                                0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                                 0.272737   \n",
              "Star Wars - Battlefront II                                               0.000000   \n",
              "Halo Spartan Assault                                                     0.000000   \n",
              "Call of Duty Black Ops II                                                0.000000   \n",
              "Battlefield 2                                                            0.000000   \n",
              "theHunter                                                                0.000000   \n",
              "Smashball                                                                0.000000   \n",
              "Grand Theft Auto San Andreas                                             0.000000   \n",
              "HAWKEN                                                                   0.000000   \n",
              "Magicka Wizard Wars                                                      0.000000   \n",
              "Serious Sam HD The Second Encounter                                      0.000000   \n",
              "Fuse                                                                     0.000000   \n",
              "Shovel Knight                                                            0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                       0.000000   \n",
              "Styx Master of Shadows                                                   0.000000   \n",
              "The Guild II                                                             0.000000   \n",
              "FlatOut 2                                                                0.000000   \n",
              "God Mode                                                                 0.000000   \n",
              "Fallout Tactics                                                          0.000000   \n",
              "Call of Duty Black Ops II - Zombies                                      0.000000   \n",
              "Crash Time II                                                            0.000000   \n",
              "Rochard                                                                  0.000000   \n",
              "Divinity Original Sin Enhanced Edition                                   0.000000   \n",
              "Star Wars Dark Forces                                                    0.000000   \n",
              "Savage Lands                                                             0.000000   \n",
              "resident evil 4 / biohazard 4                                            0.000000   \n",
              "Grim Dawn                                                                0.000000   \n",
              "CastleMiner Z                                                            0.000000   \n",
              "The Incredible Adventures of Van Helsing II                              0.000000   \n",
              "The LEGO Movie - Videogame                                               0.000000   \n",
              "\n",
              "                                                    Grim Dawn  CastleMiner Z  \\\n",
              "Dead Island Epidemic                                        0              0   \n",
              "Marvel Heroes 2015                                          0              0   \n",
              "Mirror's Edge                                               0              0   \n",
              "FTL Faster Than Light                                       0              0   \n",
              "HOARD                                                       0              0   \n",
              "Amnesia The Dark Descent                                    0              0   \n",
              "The Witcher Enhanced Edition                                0              0   \n",
              "Dungeon Defenders                                           0              0   \n",
              "TERA                                                        0              0   \n",
              "Mafia II                                                    0              0   \n",
              "Super Meat Boy                                              0              0   \n",
              "Deadpool                                                    0              0   \n",
              "Mount & Blade Warband                                       0              0   \n",
              "Hacker Evolution                                            0              0   \n",
              "BLOCKADE 3D                                                 0              0   \n",
              "The Walking Dead                                            0              0   \n",
              "Cities Skylines                                             0              0   \n",
              "Half-Life                                                   0              0   \n",
              "The Cave                                                    0              0   \n",
              "Battlefield Bad Company 2                                   0              0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                    0              0   \n",
              "Star Wars - Battlefront II                                  0              0   \n",
              "Halo Spartan Assault                                        0              0   \n",
              "Call of Duty Black Ops II                                   0              0   \n",
              "Battlefield 2                                               0              0   \n",
              "theHunter                                                   0              0   \n",
              "Smashball                                                   0              0   \n",
              "Grand Theft Auto San Andreas                                0              0   \n",
              "HAWKEN                                                      0              0   \n",
              "Magicka Wizard Wars                                         0              0   \n",
              "Serious Sam HD The Second Encounter                         0              0   \n",
              "Fuse                                                        0              0   \n",
              "Shovel Knight                                               0              0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...          0              0   \n",
              "Styx Master of Shadows                                      0              0   \n",
              "The Guild II                                                0              0   \n",
              "FlatOut 2                                                   0              0   \n",
              "God Mode                                                    0              0   \n",
              "Fallout Tactics                                             0              0   \n",
              "Call of Duty Black Ops II - Zombies                         0              0   \n",
              "Crash Time II                                               0              0   \n",
              "Rochard                                                     0              0   \n",
              "Divinity Original Sin Enhanced Edition                      0              0   \n",
              "Star Wars Dark Forces                                       0              0   \n",
              "Savage Lands                                                0              0   \n",
              "resident evil 4 / biohazard 4                               0              0   \n",
              "Grim Dawn                                                   0              0   \n",
              "CastleMiner Z                                               0              0   \n",
              "The Incredible Adventures of Van Helsing II                 0              0   \n",
              "The LEGO Movie - Videogame                                  0              0   \n",
              "\n",
              "                                                    The Incredible Adventures of Van Helsing II  \\\n",
              "Dead Island Epidemic                                                                   0.000000   \n",
              "Marvel Heroes 2015                                                                     0.000000   \n",
              "Mirror's Edge                                                                          0.000000   \n",
              "FTL Faster Than Light                                                                  0.000000   \n",
              "HOARD                                                                                  0.000000   \n",
              "Amnesia The Dark Descent                                                               0.000000   \n",
              "The Witcher Enhanced Edition                                                           0.000000   \n",
              "Dungeon Defenders                                                                      0.868177   \n",
              "TERA                                                                                   0.000000   \n",
              "Mafia II                                                                               0.000000   \n",
              "Super Meat Boy                                                                         0.000000   \n",
              "Deadpool                                                                               0.000000   \n",
              "Mount & Blade Warband                                                                  0.000000   \n",
              "Hacker Evolution                                                                       0.000000   \n",
              "BLOCKADE 3D                                                                            0.000000   \n",
              "The Walking Dead                                                                       0.000000   \n",
              "Cities Skylines                                                                        0.000000   \n",
              "Half-Life                                                                              0.000000   \n",
              "The Cave                                                                               0.000000   \n",
              "Battlefield Bad Company 2                                                              0.000000   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                                               0.000000   \n",
              "Star Wars - Battlefront II                                                             0.000000   \n",
              "Halo Spartan Assault                                                                   0.000000   \n",
              "Call of Duty Black Ops II                                                              0.000000   \n",
              "Battlefield 2                                                                          0.000000   \n",
              "theHunter                                                                              0.000000   \n",
              "Smashball                                                                              0.000000   \n",
              "Grand Theft Auto San Andreas                                                           0.000000   \n",
              "HAWKEN                                                                                 0.000000   \n",
              "Magicka Wizard Wars                                                                    0.000000   \n",
              "Serious Sam HD The Second Encounter                                                    0.000000   \n",
              "Fuse                                                                                   0.000000   \n",
              "Shovel Knight                                                                          0.000000   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                                     0.000000   \n",
              "Styx Master of Shadows                                                                 0.000000   \n",
              "The Guild II                                                                           0.000000   \n",
              "FlatOut 2                                                                              0.000000   \n",
              "God Mode                                                                               0.000000   \n",
              "Fallout Tactics                                                                        0.000000   \n",
              "Call of Duty Black Ops II - Zombies                                                    0.000000   \n",
              "Crash Time II                                                                          0.000000   \n",
              "Rochard                                                                                0.000000   \n",
              "Divinity Original Sin Enhanced Edition                                                 0.000000   \n",
              "Star Wars Dark Forces                                                                  0.000000   \n",
              "Savage Lands                                                                           0.000000   \n",
              "resident evil 4 / biohazard 4                                                          0.000000   \n",
              "Grim Dawn                                                                              0.000000   \n",
              "CastleMiner Z                                                                          0.000000   \n",
              "The Incredible Adventures of Van Helsing II                                            0.000000   \n",
              "The LEGO Movie - Videogame                                                             0.000000   \n",
              "\n",
              "                                                    The LEGO Movie - Videogame  \n",
              "Dead Island Epidemic                                                         0  \n",
              "Marvel Heroes 2015                                                           0  \n",
              "Mirror's Edge                                                                0  \n",
              "FTL Faster Than Light                                                        0  \n",
              "HOARD                                                                        0  \n",
              "Amnesia The Dark Descent                                                     0  \n",
              "The Witcher Enhanced Edition                                                 0  \n",
              "Dungeon Defenders                                                            0  \n",
              "TERA                                                                         0  \n",
              "Mafia II                                                                     0  \n",
              "Super Meat Boy                                                               0  \n",
              "Deadpool                                                                     0  \n",
              "Mount & Blade Warband                                                        0  \n",
              "Hacker Evolution                                                             0  \n",
              "BLOCKADE 3D                                                                  0  \n",
              "The Walking Dead                                                             0  \n",
              "Cities Skylines                                                              0  \n",
              "Half-Life                                                                    0  \n",
              "The Cave                                                                     0  \n",
              "Battlefield Bad Company 2                                                    0  \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                                     0  \n",
              "Star Wars - Battlefront II                                                   0  \n",
              "Halo Spartan Assault                                                         0  \n",
              "Call of Duty Black Ops II                                                    0  \n",
              "Battlefield 2                                                                0  \n",
              "theHunter                                                                    0  \n",
              "Smashball                                                                    0  \n",
              "Grand Theft Auto San Andreas                                                 0  \n",
              "HAWKEN                                                                       0  \n",
              "Magicka Wizard Wars                                                          0  \n",
              "Serious Sam HD The Second Encounter                                          0  \n",
              "Fuse                                                                         0  \n",
              "Shovel Knight                                                                0  \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...                           0  \n",
              "Styx Master of Shadows                                                       0  \n",
              "The Guild II                                                                 0  \n",
              "FlatOut 2                                                                    0  \n",
              "God Mode                                                                     0  \n",
              "Fallout Tactics                                                              0  \n",
              "Call of Duty Black Ops II - Zombies                                          0  \n",
              "Crash Time II                                                                0  \n",
              "Rochard                                                                      0  \n",
              "Divinity Original Sin Enhanced Edition                                       0  \n",
              "Star Wars Dark Forces                                                        0  \n",
              "Savage Lands                                                                 0  \n",
              "resident evil 4 / biohazard 4                                                0  \n",
              "Grim Dawn                                                                    0  \n",
              "CastleMiner Z                                                                0  \n",
              "The Incredible Adventures of Van Helsing II                                  0  \n",
              "The LEGO Movie - Videogame                                                   0  \n",
              "\n",
              "[50 rows x 50 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gdlLcf6-jcSV"
      },
      "source": [
        "ubyi = ubyi.fillna(0)\n",
        "ubyi = ubyi.T\n",
        "test = ubyi.head()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WG6F61GbjcSX"
      },
      "source": [
        "user_corr = user_corr.fillna(0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rcisJhQXjcSZ",
        "outputId": "d0e17d7c-a73f-4066-c52a-da76065bad30"
      },
      "source": [
        "ubyi"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cities Skylines</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>54.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Half-Life</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Cave</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Battlefield Bad Company 2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rising Storm/Red Orchestra 2 Multiplayer</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Star Wars - Battlefront II</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Halo Spartan Assault</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Call of Duty Black Ops II</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Battlefield 2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>theHunter</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Smashball</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grand Theft Auto San Andreas</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>HAWKEN</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magicka Wizard Wars</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Serious Sam HD The Second Encounter</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fuse</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Shovel Knight</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Resident Evil Revelations 2 / Biohazard Revelations 2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Styx Master of Shadows</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Guild II</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>FlatOut 2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>God Mode</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Fallout Tactics</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Call of Duty Black Ops II - Zombies</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Crash Time II</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rochard</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Divinity Original Sin Enhanced Edition</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Star Wars Dark Forces</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Savage Lands</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>resident evil 4 / biohazard 4</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grim Dawn</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CastleMiner Z</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The Incredible Adventures of Van Helsing II</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>The LEGO Movie - Videogame</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>50 rows × 1678 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                    151603712  53875128   \\\n",
              "Dead Island Epidemic                                      1.4        0.0   \n",
              "Marvel Heroes 2015                                        0.5        0.0   \n",
              "Mirror's Edge                                             0.0       23.0   \n",
              "FTL Faster Than Light                                     0.0        9.7   \n",
              "HOARD                                                     0.0        1.4   \n",
              "Amnesia The Dark Descent                                  0.0        0.4   \n",
              "The Witcher Enhanced Edition                              0.0        0.2   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        0.0   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    26122540   218323237  \\\n",
              "Dead Island Epidemic                                      0.0        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         6.8        0.0   \n",
              "TERA                                                      0.0        0.9   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    126340495  97298878   \\\n",
              "Dead Island Epidemic                                      0.6        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.5   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        0.0   \n",
              "Mafia II                                                  0.0       15.9   \n",
              "Super Meat Boy                                            0.0        4.7   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    233558010  48845802   \\\n",
              "Dead Island Epidemic                                      0.0        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        0.0   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                 34.0        0.0   \n",
              "Mount & Blade Warband                                     0.0       78.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    65117175   236557903  ...  \\\n",
              "Dead Island Epidemic                                      0.0        0.0  ...   \n",
              "Marvel Heroes 2015                                        0.0        0.0  ...   \n",
              "Mirror's Edge                                             0.0        0.0  ...   \n",
              "FTL Faster Than Light                                     2.0        0.0  ...   \n",
              "HOARD                                                     0.0        0.0  ...   \n",
              "Amnesia The Dark Descent                                  3.3        0.0  ...   \n",
              "The Witcher Enhanced Edition                              0.0        0.0  ...   \n",
              "Dungeon Defenders                                         0.0        0.0  ...   \n",
              "TERA                                                      0.0        0.0  ...   \n",
              "Mafia II                                                  0.0        0.0  ...   \n",
              "Super Meat Boy                                            1.2        0.0  ...   \n",
              "Deadpool                                                  0.0        0.0  ...   \n",
              "Mount & Blade Warband                                     0.0        0.0  ...   \n",
              "Hacker Evolution                                          9.5        0.0  ...   \n",
              "BLOCKADE 3D                                               0.0        0.3  ...   \n",
              "The Walking Dead                                          0.0        0.0  ...   \n",
              "Cities Skylines                                           0.0        0.0  ...   \n",
              "Half-Life                                                 0.0        0.0  ...   \n",
              "The Cave                                                  0.0        0.0  ...   \n",
              "Battlefield Bad Company 2                                 0.0        0.0  ...   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0  ...   \n",
              "Star Wars - Battlefront II                                0.0        0.0  ...   \n",
              "Halo Spartan Assault                                      0.0        0.0  ...   \n",
              "Call of Duty Black Ops II                                 0.0        0.0  ...   \n",
              "Battlefield 2                                             0.0        0.0  ...   \n",
              "theHunter                                                 0.0        0.0  ...   \n",
              "Smashball                                                 0.0        0.0  ...   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0  ...   \n",
              "HAWKEN                                                    0.0        0.0  ...   \n",
              "Magicka Wizard Wars                                       0.0        0.0  ...   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0  ...   \n",
              "Fuse                                                      0.0        0.0  ...   \n",
              "Shovel Knight                                             0.0        0.0  ...   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0  ...   \n",
              "Styx Master of Shadows                                    0.0        0.0  ...   \n",
              "The Guild II                                              0.0        0.0  ...   \n",
              "FlatOut 2                                                 0.0        0.0  ...   \n",
              "God Mode                                                  0.0        0.0  ...   \n",
              "Fallout Tactics                                           0.0        0.0  ...   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0  ...   \n",
              "Crash Time II                                             0.0        0.0  ...   \n",
              "Rochard                                                   0.0        0.0  ...   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0  ...   \n",
              "Star Wars Dark Forces                                     0.0        0.0  ...   \n",
              "Savage Lands                                              0.0        0.0  ...   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0  ...   \n",
              "Grim Dawn                                                 0.0        0.0  ...   \n",
              "CastleMiner Z                                             0.0        0.0  ...   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0  ...   \n",
              "The LEGO Movie - Videogame                                0.0        0.0  ...   \n",
              "\n",
              "                                                    116564064  34901647   \\\n",
              "Dead Island Epidemic                                      0.0        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                            24.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        0.0   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                           29.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        3.4   \n",
              "Cities Skylines                                           0.0       14.4   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.4        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        4.3   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    191721546  304834885  \\\n",
              "Dead Island Epidemic                                      0.0        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        1.4   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 3.4        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    161896440  135400225  \\\n",
              "Dead Island Epidemic                                      0.0        1.4   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        2.5   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.4        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        0.0   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        1.2   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0       95.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        3.2   \n",
              "Star Wars - Battlefront II                                0.0        1.1   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 0.0        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    131377772  88705345   \\\n",
              "Dead Island Epidemic                                      0.0        0.0   \n",
              "Marvel Heroes 2015                                        0.0        0.0   \n",
              "Mirror's Edge                                             0.0        0.0   \n",
              "FTL Faster Than Light                                     0.0        0.0   \n",
              "HOARD                                                     0.0        0.0   \n",
              "Amnesia The Dark Descent                                  0.0        0.0   \n",
              "The Witcher Enhanced Edition                              0.0        0.0   \n",
              "Dungeon Defenders                                         0.0        0.0   \n",
              "TERA                                                      0.0        4.9   \n",
              "Mafia II                                                  0.0        0.0   \n",
              "Super Meat Boy                                            0.0        0.0   \n",
              "Deadpool                                                  0.0        0.0   \n",
              "Mount & Blade Warband                                     0.0        0.0   \n",
              "Hacker Evolution                                          0.0        0.0   \n",
              "BLOCKADE 3D                                               0.0        0.0   \n",
              "The Walking Dead                                          0.0        0.0   \n",
              "Cities Skylines                                           0.0        0.0   \n",
              "Half-Life                                                 0.0        0.0   \n",
              "The Cave                                                  0.0        0.0   \n",
              "Battlefield Bad Company 2                                 0.0        0.0   \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0   \n",
              "Star Wars - Battlefront II                                0.0        0.0   \n",
              "Halo Spartan Assault                                      0.0        0.0   \n",
              "Call of Duty Black Ops II                                 2.3        0.0   \n",
              "Battlefield 2                                             0.0        0.0   \n",
              "theHunter                                                 0.0        0.0   \n",
              "Smashball                                                 0.0        0.0   \n",
              "Grand Theft Auto San Andreas                              0.0        0.0   \n",
              "HAWKEN                                                    0.0        0.0   \n",
              "Magicka Wizard Wars                                       0.0        0.0   \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0   \n",
              "Fuse                                                      0.0        0.0   \n",
              "Shovel Knight                                             0.0        0.0   \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0   \n",
              "Styx Master of Shadows                                    0.0        0.0   \n",
              "The Guild II                                              0.0        0.0   \n",
              "FlatOut 2                                                 0.0        0.0   \n",
              "God Mode                                                  0.0        0.0   \n",
              "Fallout Tactics                                           0.0        0.0   \n",
              "Call of Duty Black Ops II - Zombies                       1.4        0.0   \n",
              "Crash Time II                                             0.0        0.0   \n",
              "Rochard                                                   0.0        0.0   \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0   \n",
              "Star Wars Dark Forces                                     0.0        0.0   \n",
              "Savage Lands                                              0.0        0.0   \n",
              "resident evil 4 / biohazard 4                             0.0        0.0   \n",
              "Grim Dawn                                                 0.0        0.0   \n",
              "CastleMiner Z                                             0.0        0.0   \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0   \n",
              "The LEGO Movie - Videogame                                0.0        0.0   \n",
              "\n",
              "                                                    125424716  99096740   \n",
              "Dead Island Epidemic                                      0.0        0.0  \n",
              "Marvel Heroes 2015                                        0.0        0.0  \n",
              "Mirror's Edge                                             0.0        0.0  \n",
              "FTL Faster Than Light                                     0.0        0.0  \n",
              "HOARD                                                     0.0        0.0  \n",
              "Amnesia The Dark Descent                                  0.0        0.0  \n",
              "The Witcher Enhanced Edition                              0.0        0.0  \n",
              "Dungeon Defenders                                         0.0        0.0  \n",
              "TERA                                                      0.0        0.0  \n",
              "Mafia II                                                  0.0        0.0  \n",
              "Super Meat Boy                                            0.0        0.0  \n",
              "Deadpool                                                  0.0        0.0  \n",
              "Mount & Blade Warband                                     0.0        0.0  \n",
              "Hacker Evolution                                          0.0        0.0  \n",
              "BLOCKADE 3D                                               0.0        0.0  \n",
              "The Walking Dead                                          0.0        0.0  \n",
              "Cities Skylines                                           0.0       54.0  \n",
              "Half-Life                                                 0.0        0.0  \n",
              "The Cave                                                  0.0        0.0  \n",
              "Battlefield Bad Company 2                                 0.0        0.0  \n",
              "Rising Storm/Red Orchestra 2 Multiplayer                  0.0        0.0  \n",
              "Star Wars - Battlefront II                                0.0        0.0  \n",
              "Halo Spartan Assault                                      0.0        0.0  \n",
              "Call of Duty Black Ops II                                 0.0        0.0  \n",
              "Battlefield 2                                             0.0        0.0  \n",
              "theHunter                                                 0.0        0.0  \n",
              "Smashball                                                 0.0        0.0  \n",
              "Grand Theft Auto San Andreas                              0.0        0.0  \n",
              "HAWKEN                                                    0.0        0.0  \n",
              "Magicka Wizard Wars                                       1.0        0.0  \n",
              "Serious Sam HD The Second Encounter                       0.0        0.0  \n",
              "Fuse                                                      0.0        0.0  \n",
              "Shovel Knight                                             0.0        0.0  \n",
              "Resident Evil Revelations 2 / Biohazard Revelat...        0.0        0.0  \n",
              "Styx Master of Shadows                                    0.0        0.0  \n",
              "The Guild II                                              0.0        0.0  \n",
              "FlatOut 2                                                 0.0        0.0  \n",
              "God Mode                                                  0.0        0.0  \n",
              "Fallout Tactics                                           0.0        0.0  \n",
              "Call of Duty Black Ops II - Zombies                       0.0        0.0  \n",
              "Crash Time II                                             0.0        0.0  \n",
              "Rochard                                                   0.0        0.0  \n",
              "Divinity Original Sin Enhanced Edition                    0.0        0.0  \n",
              "Star Wars Dark Forces                                     0.0        0.0  \n",
              "Savage Lands                                              0.0        0.0  \n",
              "resident evil 4 / biohazard 4                             0.0        0.0  \n",
              "Grim Dawn                                                 0.0        0.0  \n",
              "CastleMiner Z                                             0.0        0.0  \n",
              "The Incredible Adventures of Van Helsing II               0.0        0.0  \n",
              "The LEGO Movie - Videogame                                0.0        0.0  \n",
              "\n",
              "[50 rows x 1678 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GLSH3KNkjcSc",
        "outputId": "c4ac37b1-77f3-4d1d-c8b8-f2ca7b00c8bd"
      },
      "source": [
        "from sklearn.datasets import load_digits\n",
        "from sklearn.manifold import MDS\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "scaler = MinMaxScaler()\n",
        "X_scaled = scaler.fit_transform(ubyi)\n",
        "embedding = MDS(n_components=2, dissimilarity='euclidean')\n",
        "X_transformed = embedding.fit_transform(X_scaled)\n",
        "X_transformed"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[ 7.30677825e+00, -5.93375360e-01],\n",
              "       [-2.40887355e+00,  8.94710908e+00],\n",
              "       [-5.10227019e+00,  6.43242721e-01],\n",
              "       [-6.34013283e+00,  4.33651032e+00],\n",
              "       [-3.08354018e-01,  8.90468957e-02],\n",
              "       [ 2.88190602e-01, -6.29163994e+00],\n",
              "       [-7.85771785e+00,  1.99288370e+00],\n",
              "       [ 7.12736485e+00,  2.96656492e+00],\n",
              "       [ 7.21962008e+00,  6.88756566e+00],\n",
              "       [ 9.77861602e+00,  1.47352959e-01],\n",
              "       [-2.99040608e+00,  4.67603995e+00],\n",
              "       [ 1.62148076e+00, -1.39305244e+00],\n",
              "       [ 6.85584091e+00, -5.94794438e+00],\n",
              "       [-3.35303978e-01,  8.81923314e-01],\n",
              "       [-7.00984788e+00,  7.73842957e+00],\n",
              "       [ 4.62221305e+00,  3.90115899e+00],\n",
              "       [-7.96256236e+00, -5.00447312e+00],\n",
              "       [ 2.86156114e+00, -7.75782892e+00],\n",
              "       [-1.58949906e+00, -3.24531457e-01],\n",
              "       [ 3.15866089e+00,  7.99008736e+00],\n",
              "       [-3.94559443e+00, -5.60114635e+00],\n",
              "       [-5.90199757e+00, -3.03058128e+00],\n",
              "       [ 6.50556483e-01,  2.62397180e-01],\n",
              "       [ 6.62001222e+00, -2.91069290e+00],\n",
              "       [-7.06293539e-03, -2.22802496e-01],\n",
              "       [-3.96976572e+00, -8.04069880e+00],\n",
              "       [ 7.52331945e-01, -1.40386255e+00],\n",
              "       [ 4.34576703e+00, -5.64462878e+00],\n",
              "       [-1.92506550e-01,  7.55679506e+00],\n",
              "       [-8.25873443e+00, -9.12579346e-01],\n",
              "       [-4.28816987e-01, -9.25564578e+00],\n",
              "       [ 2.22650598e+00,  6.87805894e-02],\n",
              "       [-4.25684580e-01,  1.99815172e+00],\n",
              "       [ 1.21225393e-01, -1.84462168e+00],\n",
              "       [ 1.01555379e-01,  2.39645311e-01],\n",
              "       [-4.70529182e-01, -1.24521742e+00],\n",
              "       [ 1.26009148e+00,  2.00663275e-01],\n",
              "       [ 1.17799458e+00, -5.54153132e-01],\n",
              "       [-1.06681322e+00,  6.13366404e-01],\n",
              "       [ 2.05528352e+00,  5.42856903e+00],\n",
              "       [-1.18542118e+00, -9.39786040e-01],\n",
              "       [ 6.28986193e-01,  9.18282397e-01],\n",
              "       [-1.13838292e+00,  1.29992592e+00],\n",
              "       [-1.91322184e-02, -8.68122571e-01],\n",
              "       [ 5.27581176e-01, -4.30576879e-01],\n",
              "       [-7.57715508e-01, -3.23916465e-01],\n",
              "       [ 1.26644126e+00,  1.26159692e+00],\n",
              "       [-1.71964933e+00,  3.76492293e-01],\n",
              "       [ 2.01786536e-01,  1.25609224e+00],\n",
              "       [-1.38367119e+00, -2.13679567e+00]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gd1gJrQAjcSd",
        "outputId": "c96b4e22-cff0-4848-8b94-daec11372153"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "colors = ['red','green','blue']\n",
        "plt.rcParams['figure.figsize'] = [7, 7]\n",
        "plt.rc('font', size=14)\n",
        "# print(data.target)\n",
        "for i in range(len(ubyi.index)):\n",
        "    subset = X_transformed[i]\n",
        "  # subset = X_scaled[data.target == i]\n",
        "    x = subset[0]\n",
        "    y = subset[1]\n",
        "    plt.scatter(x,y, label= ubyi.index[i])\n",
        "# plt.xlim(-0.9, 0.9)\n",
        "# plt.ylim(-0.9, 0.9)\n",
        "plt.legend(loc=1, prop={'size': 3})\n",
        "plt.show()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 504x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uIGBgrtIjcSf"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6tmq4kLUjcSh"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}