{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from ghost import Ghost\n",
      "from bs4 import BeautifulSoup as bs\n",
      "import regex\n",
      "import pandas\n",
      "ghost = Ghost().start()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "page = ghost.open(\"http://www.whoscored.com/Teams/1232\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "TimeoutError",
       "evalue": "Unable to load requested page",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTimeoutError\u001b[0m                              Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-5-48e4a9e54d3e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mghost\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"http://www.whoscored.com/Teams/1232\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
        "\u001b[0;32m/usr/local/lib/python2.7/dist-packages/ghost/ghost.pyc\u001b[0m in \u001b[0;36mopen\u001b[0;34m(self, address, method, headers, auth, body, default_popup_response, wait, timeout, client_certificate, encode_url, user_agent)\u001b[0m\n\u001b[1;32m    899\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    900\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 901\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_for_page_loaded\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    902\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    903\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mscroll_to_anchor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0manchor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/usr/local/lib/python2.7/dist-packages/ghost/ghost.pyc\u001b[0m in \u001b[0;36mwait_for_page_loaded\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1194\u001b[0m         \"\"\"\n\u001b[1;32m   1195\u001b[0m         self.wait_for(lambda: self.loaded,\n\u001b[0;32m-> 1196\u001b[0;31m                       'Unable to load requested page', timeout)\n\u001b[0m\u001b[1;32m   1197\u001b[0m         \u001b[0mresources\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_release_last_resources\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1198\u001b[0m         \u001b[0mpage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;32m/usr/local/lib/python2.7/dist-packages/ghost/ghost.pyc\u001b[0m in \u001b[0;36mwait_for\u001b[0;34m(self, condition, timeout_message, timeout)\u001b[0m\n\u001b[1;32m   1172\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mcondition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1173\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mstarted_at\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1174\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout_message\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1175\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1176\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_callback\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mTimeoutError\u001b[0m: Unable to load requested page"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "soup = bs(ghost.content)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 234
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "table = soup.find('tbody', { \"id\" : \"team-squad-stats-summary-content\" })"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 312
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "players = table.findAll('tr')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 313
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data_all = {}\n",
      "for player in players:\n",
      "    cols = player.findAll('td')\n",
      "    data = [col.get_text() for col in cols]\n",
      "    data_all[data[2]] = data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 314
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pandas.DataFrame(data_all).T"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>0</th>\n",
        "      <th>1</th>\n",
        "      <th>2</th>\n",
        "      <th>3</th>\n",
        "      <th>4</th>\n",
        "      <th>5</th>\n",
        "      <th>6</th>\n",
        "      <th>7</th>\n",
        "      <th>8</th>\n",
        "      <th>9</th>\n",
        "      <th>10</th>\n",
        "      <th>11</th>\n",
        "      <th>12</th>\n",
        "      <th>13</th>\n",
        "      <th>14</th>\n",
        "      <th>15</th>\n",
        "      <th>16</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Biro Biro</th>\n",
        "      <td> 12</td>\n",
        "      <td> </td>\n",
        "      <td>           Biro Biro</td>\n",
        "      <td>     AM(L)</td>\n",
        "      <td> 19</td>\n",
        "      <td> 164</td>\n",
        "      <td> 55</td>\n",
        "      <td> 0(1)</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   1</td>\n",
        "      <td>   60</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 6.47</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Bruno Vieira</th>\n",
        "      <td>  5</td>\n",
        "      <td> </td>\n",
        "      <td>        Bruno Vieira</td>\n",
        "      <td>      D(R)</td>\n",
        "      <td> 28</td>\n",
        "      <td> 178</td>\n",
        "      <td> 69</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td> 85.9</td>\n",
        "      <td> 1.5</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.23</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Carlinhos</th>\n",
        "      <td>  2</td>\n",
        "      <td> </td>\n",
        "      <td>           Carlinhos</td>\n",
        "      <td>      D(L)</td>\n",
        "      <td> 27</td>\n",
        "      <td> 176</td>\n",
        "      <td> 72</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   1</td>\n",
        "      <td> 81.1</td>\n",
        "      <td>   1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 7.57</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chiquinho</th>\n",
        "      <td> 17</td>\n",
        "      <td> </td>\n",
        "      <td>           Chiquinho</td>\n",
        "      <td>     AM(C)</td>\n",
        "      <td> 24</td>\n",
        "      <td> 170</td>\n",
        "      <td> 69</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>Dar\u00edo Conca</th>\n",
        "      <td>  6</td>\n",
        "      <td> </td>\n",
        "      <td>         Dar\u00edo Conca</td>\n",
        "      <td>         M</td>\n",
        "      <td> 30</td>\n",
        "      <td> 167</td>\n",
        "      <td> 58</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1</td>\n",
        "      <td> -</td>\n",
        "      <td>   3</td>\n",
        "      <td> 85.9</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.21</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Diego Cavalieri</th>\n",
        "      <td> 10</td>\n",
        "      <td> </td>\n",
        "      <td>     Diego Cavalieri</td>\n",
        "      <td>        GK</td>\n",
        "      <td> 31</td>\n",
        "      <td> 191</td>\n",
        "      <td> 86</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td> 46.2</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 6.69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Diguinho</th>\n",
        "      <td>  8</td>\n",
        "      <td> </td>\n",
        "      <td>            Diguinho</td>\n",
        "      <td>     DM(C)</td>\n",
        "      <td> 31</td>\n",
        "      <td> 171</td>\n",
        "      <td> 70</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 84.7</td>\n",
        "      <td> 1.5</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Edwin Valencia</th>\n",
        "      <td> 13</td>\n",
        "      <td> </td>\n",
        "      <td>      Edwin Valencia</td>\n",
        "      <td>         M</td>\n",
        "      <td> 29</td>\n",
        "      <td> 181</td>\n",
        "      <td> 85</td>\n",
        "      <td> 0(2)</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td> 81.8</td>\n",
        "      <td>   1</td>\n",
        "      <td> -</td>\n",
        "      <td> 6.31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Elivelton</th>\n",
        "      <td>  9</td>\n",
        "      <td> </td>\n",
        "      <td>           Elivelton</td>\n",
        "      <td>         D</td>\n",
        "      <td> 21</td>\n",
        "      <td> 179</td>\n",
        "      <td> 81</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td> 74.6</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> -</td>\n",
        "      <td> 6.86</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Felipe</th>\n",
        "      <td> 16</td>\n",
        "      <td> </td>\n",
        "      <td>              Felipe</td>\n",
        "      <td>        GK</td>\n",
        "      <td> 26</td>\n",
        "      <td> 193</td>\n",
        "      <td> 90</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>Fred</th>\n",
        "      <td>  7</td>\n",
        "      <td> </td>\n",
        "      <td>                Fred</td>\n",
        "      <td>        FW</td>\n",
        "      <td> 30</td>\n",
        "      <td> 185</td>\n",
        "      <td> 75</td>\n",
        "      <td>    2</td>\n",
        "      <td> 1</td>\n",
        "      <td> 2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   3</td>\n",
        "      <td> 75.6</td>\n",
        "      <td> 1.5</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Gum</th>\n",
        "      <td>  3</td>\n",
        "      <td> </td>\n",
        "      <td>                 Gum</td>\n",
        "      <td>      D(C)</td>\n",
        "      <td> 28</td>\n",
        "      <td> 189</td>\n",
        "      <td> 86</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 75.2</td>\n",
        "      <td> 2.5</td>\n",
        "      <td> 1</td>\n",
        "      <td> 7.51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Jean</th>\n",
        "      <td> 11</td>\n",
        "      <td> </td>\n",
        "      <td>                Jean</td>\n",
        "      <td>     DM(C)</td>\n",
        "      <td> 27</td>\n",
        "      <td> 170</td>\n",
        "      <td> 70</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   1</td>\n",
        "      <td> 88.6</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 6.61</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Kenedy</th>\n",
        "      <td> 18</td>\n",
        "      <td> </td>\n",
        "      <td>              Kenedy</td>\n",
        "      <td>        FW</td>\n",
        "      <td> 18</td>\n",
        "      <td> 182</td>\n",
        "      <td> 77</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>Rafael S\u00f3bis</th>\n",
        "      <td>  1</td>\n",
        "      <td> </td>\n",
        "      <td>        Rafael S\u00f3bis</td>\n",
        "      <td> AM(LR),FW</td>\n",
        "      <td> 28</td>\n",
        "      <td> 172</td>\n",
        "      <td> 67</td>\n",
        "      <td>    2</td>\n",
        "      <td> 2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 3.5</td>\n",
        "      <td> 78.8</td>\n",
        "      <td> 1.5</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.82</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Rafinha</th>\n",
        "      <td> 14</td>\n",
        "      <td> </td>\n",
        "      <td>             Rafinha</td>\n",
        "      <td>      M(R)</td>\n",
        "      <td> 20</td>\n",
        "      <td> 177</td>\n",
        "      <td> 74</td>\n",
        "      <td> 0(1)</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td>   50</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td>    6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Wagner</th>\n",
        "      <td>  4</td>\n",
        "      <td> </td>\n",
        "      <td>              Wagner</td>\n",
        "      <td>     AM(C)</td>\n",
        "      <td> 29</td>\n",
        "      <td> 172</td>\n",
        "      <td> 71</td>\n",
        "      <td>    2</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> 1</td>\n",
        "      <td> -</td>\n",
        "      <td>   3</td>\n",
        "      <td>   90</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 7.43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Walter</th>\n",
        "      <td> 15</td>\n",
        "      <td> </td>\n",
        "      <td>              Walter</td>\n",
        "      <td>        FW</td>\n",
        "      <td> 24</td>\n",
        "      <td> 178</td>\n",
        "      <td> 88</td>\n",
        "      <td> 0(1)</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td> -</td>\n",
        "      <td>   -</td>\n",
        "      <td>   60</td>\n",
        "      <td>   -</td>\n",
        "      <td> -</td>\n",
        "      <td> 5.95</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Wellington Carvalho</th>\n",
        "      <td> 19</td>\n",
        "      <td> </td>\n",
        "      <td> Wellington Carvalho</td>\n",
        "      <td>         D</td>\n",
        "      <td> 21</td>\n",
        "      <td> 185</td>\n",
        "      <td> 84</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>Wellington Silva</th>\n",
        "      <td> 20</td>\n",
        "      <td> </td>\n",
        "      <td>    Wellington Silva</td>\n",
        "      <td>         D</td>\n",
        "      <td> 26</td>\n",
        "      <td> 177</td>\n",
        "      <td> 64</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",
        "  </tbody>\n",
        "</table>\n",
        "<p>20 rows \u00d7 17 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 315,
       "text": [
        "                     0  1                    2          3   4    5   6     7   \\\n",
        "Biro Biro            12               Biro Biro      AM(L)  19  164  55  0(1)   \n",
        "Bruno Vieira          5            Bruno Vieira       D(R)  28  178  69     2   \n",
        "Carlinhos             2               Carlinhos       D(L)  27  176  72     2   \n",
        "Chiquinho            17               Chiquinho      AM(C)  24  170  69     -   \n",
        "Dar\u00edo Conca           6             Dar\u00edo Conca          M  30  167  58     2   \n",
        "Diego Cavalieri      10         Diego Cavalieri         GK  31  191  86     2   \n",
        "Diguinho              8                Diguinho      DM(C)  31  171  70     2   \n",
        "Edwin Valencia       13          Edwin Valencia          M  29  181  85  0(2)   \n",
        "Elivelton             9               Elivelton          D  21  179  81     2   \n",
        "Felipe               16                  Felipe         GK  26  193  90     -   \n",
        "Fred                  7                    Fred         FW  30  185  75     2   \n",
        "Gum                   3                     Gum       D(C)  28  189  86     2   \n",
        "Jean                 11                    Jean      DM(C)  27  170  70     2   \n",
        "Kenedy               18                  Kenedy         FW  18  182  77     -   \n",
        "Rafael S\u00f3bis          1            Rafael S\u00f3bis  AM(LR),FW  28  172  67     2   \n",
        "Rafinha              14                 Rafinha       M(R)  20  177  74  0(1)   \n",
        "Wagner                4                  Wagner      AM(C)  29  172  71     2   \n",
        "Walter               15                  Walter         FW  24  178  88  0(1)   \n",
        "Wellington Carvalho  19     Wellington Carvalho          D  21  185  84     -   \n",
        "Wellington Silva     20        Wellington Silva          D  26  177  64     -   \n",
        "\n",
        "                    8  9  10 11   12    13   14 15    16  \n",
        "Biro Biro            -  -  -  -    1    60    -  -  6.47  \n",
        "Bruno Vieira         -  -  -  -    -  85.9  1.5  -  7.23  \n",
        "Carlinhos            -  -  -  -    1  81.1    1  1  7.57  \n",
        "Chiquinho            -  -  -  -    -     -    -  -     -  \n",
        "Dar\u00edo Conca          -  -  1  -    3  85.9    -  -  7.21  \n",
        "Diego Cavalieri      -  -  -  -    -  46.2    -  -  6.69  \n",
        "Diguinho             -  -  -  -  0.5  84.7  1.5  -  7.14  \n",
        "Edwin Valencia       -  -  -  -    -  81.8    1  -  6.31  \n",
        "Elivelton            -  -  -  -    -  74.6  0.5  -  6.86  \n",
        "Felipe               -  -  -  -    -     -    -  -     -  \n",
        "Fred                 1  2  -  -    3  75.6  1.5  -  7.19  \n",
        "Gum                  -  -  -  -  0.5  75.2  2.5  1  7.51  \n",
        "Jean                 -  -  -  -    1  88.6    -  -  6.61  \n",
        "Kenedy               -  -  -  -    -     -    -  -     -  \n",
        "Rafael S\u00f3bis         2  -  -  -  3.5  78.8  1.5  -  7.82  \n",
        "Rafinha              -  -  -  -    -    50    -  -     6  \n",
        "Wagner               -  -  1  -    3    90    -  -  7.43  \n",
        "Walter               -  -  -  -    -    60    -  -  5.95  \n",
        "Wellington Carvalho  -  -  -  -    -     -    -  -     -  \n",
        "Wellington Silva     -  -  -  -    -     -    -  -     -  \n",
        "\n",
        "[20 rows x 17 columns]"
       ]
      }
     ],
     "prompt_number": 315
    }
   ],
   "metadata": {}
  }
 ]
}