Untitled2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "passing_df = pd.read_csv('WY-Wolves/Passes vs. YW-Dogs 2017-03-24_16-00.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Created</th>\n",
       "      <th>Point</th>\n",
       "      <th>Possession</th>\n",
       "      <th>Thrower</th>\n",
       "      <th>Receiver</th>\n",
       "      <th>Turnover?</th>\n",
       "      <th>Thrower error?</th>\n",
       "      <th>Receiver error?</th>\n",
       "      <th>Throw to endzone?</th>\n",
       "      <th>Assist?</th>\n",
       "      <th>...</th>\n",
       "      <th>Dump?</th>\n",
       "      <th>From sideline?</th>\n",
       "      <th>To sideline?</th>\n",
       "      <th>Distance (m)</th>\n",
       "      <th>Forward distance (m)</th>\n",
       "      <th>Left-to-right distance (m)</th>\n",
       "      <th>Start X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>Start Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "      <th>End X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>End Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13.68970</td>\n",
       "      <td>5.198020</td>\n",
       "      <td>-12.664400</td>\n",
       "      <td>0.520134</td>\n",
       "      <td>0.663366</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.611386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12.95720</td>\n",
       "      <td>12.871300</td>\n",
       "      <td>-1.489930</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.611386</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.482673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.89880</td>\n",
       "      <td>-13.737600</td>\n",
       "      <td>-2.110740</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.482673</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44.46250</td>\n",
       "      <td>36.014900</td>\n",
       "      <td>26.073800</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.71690</td>\n",
       "      <td>-6.064360</td>\n",
       "      <td>13.409400</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.582921</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.643564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.49360</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.476510</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.643564</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.07430</td>\n",
       "      <td>-1.113860</td>\n",
       "      <td>-14.030200</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.25650</td>\n",
       "      <td>18.069300</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "      <td>0.855705</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17.20750</td>\n",
       "      <td>2.599010</td>\n",
       "      <td>17.010100</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.553218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.77020</td>\n",
       "      <td>12.995000</td>\n",
       "      <td>-14.899300</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.553218</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.423267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40.74600</td>\n",
       "      <td>33.044600</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.755034</td>\n",
       "      <td>0.466584</td>\n",
       "      <td>0.110738</td>\n",
       "      <td>0.136139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.93960</td>\n",
       "      <td>6.435640</td>\n",
       "      <td>18.872500</td>\n",
       "      <td>0.822148</td>\n",
       "      <td>0.798267</td>\n",
       "      <td>0.312081</td>\n",
       "      <td>0.733911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.00879</td>\n",
       "      <td>1.856440</td>\n",
       "      <td>-8.815440</td>\n",
       "      <td>0.312081</td>\n",
       "      <td>0.733911</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.715347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.94859</td>\n",
       "      <td>1.980200</td>\n",
       "      <td>-7.697990</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.715347</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.36580</td>\n",
       "      <td>10.396000</td>\n",
       "      <td>-4.593960</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.39080</td>\n",
       "      <td>13.242600</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "      <td>0.936242</td>\n",
       "      <td>0.459158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.86370</td>\n",
       "      <td>21.658400</td>\n",
       "      <td>7.325500</td>\n",
       "      <td>0.372483</td>\n",
       "      <td>0.308168</td>\n",
       "      <td>0.174497</td>\n",
       "      <td>0.091584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.12410</td>\n",
       "      <td>25.123800</td>\n",
       "      <td>-0.124161</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.295792</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.044555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-03-24 16:23</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.34820</td>\n",
       "      <td>30.198000</td>\n",
       "      <td>21.976500</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>0.542079</td>\n",
       "      <td>0.201342</td>\n",
       "      <td>0.240099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-03-24 16:24</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.13440</td>\n",
       "      <td>23.762400</td>\n",
       "      <td>-4.221480</td>\n",
       "      <td>0.620805</td>\n",
       "      <td>0.456683</td>\n",
       "      <td>0.734899</td>\n",
       "      <td>0.219059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-03-24 16:24</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.85980</td>\n",
       "      <td>14.851500</td>\n",
       "      <td>0.496645</td>\n",
       "      <td>0.734899</td>\n",
       "      <td>0.219059</td>\n",
       "      <td>0.721476</td>\n",
       "      <td>0.070545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-03-24 16:26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.37620</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-12.416100</td>\n",
       "      <td>0.295302</td>\n",
       "      <td>0.277228</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-03-24 16:27</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.24890</td>\n",
       "      <td>32.797000</td>\n",
       "      <td>5.463090</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.367574</td>\n",
       "      <td>0.751678</td>\n",
       "      <td>0.039604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>29.96750</td>\n",
       "      <td>29.703000</td>\n",
       "      <td>3.973160</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.441832</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.144802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.20090</td>\n",
       "      <td>14.108900</td>\n",
       "      <td>-1.614090</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.288366</td>\n",
       "      <td>0.604027</td>\n",
       "      <td>0.147277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.62600</td>\n",
       "      <td>6.930690</td>\n",
       "      <td>-10.553700</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.315594</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.37960</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>1.986580</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "      <td>0.771812</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-03-24 16:30</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31.71130</td>\n",
       "      <td>30.074300</td>\n",
       "      <td>-10.057000</td>\n",
       "      <td>0.097315</td>\n",
       "      <td>0.306931</td>\n",
       "      <td>0.369128</td>\n",
       "      <td>0.006188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-03-24 16:31</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20.05570</td>\n",
       "      <td>20.049500</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.107383</td>\n",
       "      <td>0.287129</td>\n",
       "      <td>0.093960</td>\n",
       "      <td>0.086634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-03-24 16:32</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8.85783</td>\n",
       "      <td>-6.064360</td>\n",
       "      <td>-6.456380</td>\n",
       "      <td>0.070470</td>\n",
       "      <td>0.393564</td>\n",
       "      <td>0.244966</td>\n",
       "      <td>0.454208</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>137</th>\n",
       "      <td>2017-03-24 17:28</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.68620</td>\n",
       "      <td>0.742573</td>\n",
       "      <td>-12.664400</td>\n",
       "      <td>0.167785</td>\n",
       "      <td>0.715347</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.85910</td>\n",
       "      <td>12.623800</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.30830</td>\n",
       "      <td>0.247526</td>\n",
       "      <td>10.305400</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.23940</td>\n",
       "      <td>16.707900</td>\n",
       "      <td>-11.422800</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.412129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.32607</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>4.718120</td>\n",
       "      <td>0.271812</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.18340</td>\n",
       "      <td>8.168320</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>52.01810</td>\n",
       "      <td>51.856400</td>\n",
       "      <td>-4.097320</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.18140</td>\n",
       "      <td>21.039600</td>\n",
       "      <td>-11.919500</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.28218</td>\n",
       "      <td>9.282180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.200495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Tony Ma</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.21530</td>\n",
       "      <td>11.014900</td>\n",
       "      <td>-2.110740</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.200495</td>\n",
       "      <td>0.919463</td>\n",
       "      <td>0.090346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2017-03-24 17:34</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.09830</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2017-03-24 17:35</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Jack Xia</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36.96470</td>\n",
       "      <td>36.881200</td>\n",
       "      <td>2.483220</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "      <td>0.802013</td>\n",
       "      <td>0.019802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12.32780</td>\n",
       "      <td>5.940590</td>\n",
       "      <td>-10.802000</td>\n",
       "      <td>0.147651</td>\n",
       "      <td>0.657178</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.597772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.74851</td>\n",
       "      <td>3.589110</td>\n",
       "      <td>9.063760</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.597772</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.19150</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-18.251700</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "      <td>0.687919</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16.28820</td>\n",
       "      <td>0.866336</td>\n",
       "      <td>-16.265100</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.683168</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.41970</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Emily Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.10420</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>10.677900</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.580446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Emily Zhang</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.99870</td>\n",
       "      <td>-9.405940</td>\n",
       "      <td>7.449670</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.580446</td>\n",
       "      <td>0.204698</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.73860</td>\n",
       "      <td>-3.960390</td>\n",
       "      <td>-11.050300</td>\n",
       "      <td>0.204698</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.503356</td>\n",
       "      <td>0.714109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.86990</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>-11.298700</td>\n",
       "      <td>0.503356</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.48050</td>\n",
       "      <td>11.509900</td>\n",
       "      <td>11.795300</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.518564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2017-03-24 17:41</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#29 Tony Wu</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>32.84960</td>\n",
       "      <td>31.311900</td>\n",
       "      <td>9.932880</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.845297</td>\n",
       "      <td>0.708054</td>\n",
       "      <td>0.532178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.05670</td>\n",
       "      <td>16.336600</td>\n",
       "      <td>-13.285200</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.724010</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.41400</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.228190</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.86330</td>\n",
       "      <td>-17.821800</td>\n",
       "      <td>12.664400</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.639852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.22462</td>\n",
       "      <td>-9.034650</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.639852</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.90430</td>\n",
       "      <td>20.420800</td>\n",
       "      <td>4.469800</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "      <td>0.389262</td>\n",
       "      <td>0.525990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.16160</td>\n",
       "      <td>7.673270</td>\n",
       "      <td>-23.963100</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.472772</td>\n",
       "      <td>0.691275</td>\n",
       "      <td>0.396040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2017-03-24 17:45</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.59980</td>\n",
       "      <td>30.569300</td>\n",
       "      <td>1.365770</td>\n",
       "      <td>0.278524</td>\n",
       "      <td>0.424505</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.118812</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Created  Point  Possession           Thrower          Receiver  \\\n",
       "0    2017-03-24 16:15      1           1  #27 Daniel Zhang  #22 Paul Simpson   \n",
       "1    2017-03-24 16:15      1           1  #22 Paul Simpson        Joyce Wang   \n",
       "2    2017-03-24 16:15      1           1        Joyce Wang  #22 Paul Simpson   \n",
       "3    2017-03-24 16:16      1           1  #22 Paul Simpson      #19 Ben Wang   \n",
       "4    2017-03-24 16:16      1           2  #22 Paul Simpson        Cecilia Wu   \n",
       "5    2017-03-24 16:16      1           2        Cecilia Wu            Tigger   \n",
       "6    2017-03-24 16:16      1           2            Tigger  #22 Paul Simpson   \n",
       "7    2017-03-24 16:17      1           2  #22 Paul Simpson            Tigger   \n",
       "8    2017-03-24 16:17      1           3  #22 Paul Simpson        Cecilia Wu   \n",
       "9    2017-03-24 16:17      1           3        Cecilia Wu  #27 Daniel Zhang   \n",
       "10   2017-03-24 16:17      1           4            Tigger  #22 Paul Simpson   \n",
       "11   2017-03-24 16:20      2           1  #22 Paul Simpson        Cecilia Wu   \n",
       "12   2017-03-24 16:20      2           1        Cecilia Wu  #22 Paul Simpson   \n",
       "13   2017-03-24 16:20      2           1  #22 Paul Simpson            Tigger   \n",
       "14   2017-03-24 16:20      2           1            Tigger  #27 Daniel Zhang   \n",
       "15   2017-03-24 16:20      2           1  #27 Daniel Zhang            Tigger   \n",
       "16   2017-03-24 16:21      2           2            Tigger      #41 Billy Ni   \n",
       "17   2017-03-24 16:21      2           3            Tigger      #19 Ben Wang   \n",
       "18   2017-03-24 16:23      2           4            Tigger      #19 Ben Wang   \n",
       "19   2017-03-24 16:24      2           5  #22 Paul Simpson      #41 Billy Ni   \n",
       "20   2017-03-24 16:24      2           5      #41 Billy Ni            Tigger   \n",
       "21   2017-03-24 16:26      3           1            Tigger      #41 Billy Ni   \n",
       "22   2017-03-24 16:27      3           2            Tigger  #27 Daniel Zhang   \n",
       "23   2017-03-24 16:28      3           3  #22 Paul Simpson      #41 Billy Ni   \n",
       "24   2017-03-24 16:28      3           4            Tigger  #22 Paul Simpson   \n",
       "25   2017-03-24 16:29      3           5            Tigger  #22 Paul Simpson   \n",
       "26   2017-03-24 16:29      3           5  #22 Paul Simpson        Joyce Wang   \n",
       "27   2017-03-24 16:30      3           6            Tigger  #22 Paul Simpson   \n",
       "28   2017-03-24 16:31      3           7  #27 Daniel Zhang  #22 Paul Simpson   \n",
       "29   2017-03-24 16:32      3           8  #27 Daniel Zhang            Tigger   \n",
       "..                ...    ...         ...               ...               ...   \n",
       "137  2017-03-24 17:28     12           1        Cecilia Wu  #22 Paul Simpson   \n",
       "138  2017-03-24 17:29     12           1  #22 Paul Simpson  #27 Daniel Zhang   \n",
       "139  2017-03-24 17:29     12           1  #27 Daniel Zhang  #22 Paul Simpson   \n",
       "140  2017-03-24 17:29     12           1  #22 Paul Simpson      #19 Ben Wang   \n",
       "141  2017-03-24 17:29     12           2  #22 Paul Simpson        Cecilia Wu   \n",
       "142  2017-03-24 17:29     12           2        Cecilia Wu  #22 Paul Simpson   \n",
       "143  2017-03-24 17:29     12           2  #22 Paul Simpson  #27 Daniel Zhang   \n",
       "144  2017-03-24 17:32     13           1  #22 Paul Simpson  #27 Daniel Zhang   \n",
       "145  2017-03-24 17:32     13           1  #27 Daniel Zhang  #22 Paul Simpson   \n",
       "146  2017-03-24 17:32     13           1  #22 Paul Simpson           Tony Ma   \n",
       "147  2017-03-24 17:34     14           1        Joyce Wang  #22 Paul Simpson   \n",
       "148  2017-03-24 17:35     14           1  #22 Paul Simpson          Jack Xia   \n",
       "149  2017-03-24 17:38     15           1  #22 Paul Simpson      #41 Billy Ni   \n",
       "150  2017-03-24 17:38     15           1      #41 Billy Ni  #22 Paul Simpson   \n",
       "151  2017-03-24 17:38     15           1  #22 Paul Simpson  #27 Daniel Zhang   \n",
       "152  2017-03-24 17:40     16           1  #22 Paul Simpson        Joyce Wang   \n",
       "153  2017-03-24 17:40     16           1        Joyce Wang  #22 Paul Simpson   \n",
       "154  2017-03-24 17:40     16           1  #22 Paul Simpson       Emily Zhang   \n",
       "155  2017-03-24 17:40     16           1       Emily Zhang        Cecilia Wu   \n",
       "156  2017-03-24 17:40     16           1        Cecilia Wu  #22 Paul Simpson   \n",
       "157  2017-03-24 17:40     16           1  #22 Paul Simpson        Joyce Wang   \n",
       "158  2017-03-24 17:40     16           1        Joyce Wang  #27 Daniel Zhang   \n",
       "159  2017-03-24 17:41     16           2  #22 Paul Simpson       #29 Tony Wu   \n",
       "160  2017-03-24 17:44     17           1  #22 Paul Simpson        Joyce Wang   \n",
       "161  2017-03-24 17:44     17           1        Joyce Wang  #22 Paul Simpson   \n",
       "162  2017-03-24 17:44     17           1  #22 Paul Simpson        Cecilia Wu   \n",
       "163  2017-03-24 17:44     17           1        Cecilia Wu  #22 Paul Simpson   \n",
       "164  2017-03-24 17:44     17           1  #22 Paul Simpson      #19 Ben Wang   \n",
       "165  2017-03-24 17:44     17           2  #22 Paul Simpson      #19 Ben Wang   \n",
       "166  2017-03-24 17:45     17           3  #22 Paul Simpson      #19 Ben Wang   \n",
       "\n",
       "     Turnover?  Thrower error?  Receiver error?  Throw to endzone?  Assist?  \\\n",
       "0            0               0                0                  0        0   \n",
       "1            0               0                0                  0        0   \n",
       "2            0               0                0                  0        0   \n",
       "3            1               1                0                  0        0   \n",
       "4            0               0                0                  0        0   \n",
       "5            0               0                0                  0        0   \n",
       "6            0               0                0                  0        0   \n",
       "7            1               1                0                  0        0   \n",
       "8            0               0                0                  0        0   \n",
       "9            1               1                0                  0        0   \n",
       "10           0               0                0                  1        1   \n",
       "11           0               0                0                  0        0   \n",
       "12           0               0                0                  0        0   \n",
       "13           0               0                0                  0        0   \n",
       "14           0               0                0                  0        0   \n",
       "15           1               1                0                  0        0   \n",
       "16           1               0                1                  1        0   \n",
       "17           1               1                0                  1        0   \n",
       "18           1               1                0                  0        0   \n",
       "19           0               0                0                  0        0   \n",
       "20           0               0                0                  1        1   \n",
       "21           1               1                0                  1        0   \n",
       "22           1               1                0                  1        0   \n",
       "23           1               1                0                  1        0   \n",
       "24           1               1                0                  1        0   \n",
       "25           0               0                0                  0        0   \n",
       "26           1               1                0                  1        0   \n",
       "27           1               1                0                  1        0   \n",
       "28           1               1                0                  1        0   \n",
       "29           0               0                0                  0        0   \n",
       "..         ...             ...              ...                ...      ...   \n",
       "137          0               0                0                  0        0   \n",
       "138          0               0                0                  0        0   \n",
       "139          0               0                0                  0        0   \n",
       "140          1               0                1                  0        0   \n",
       "141          0               0                0                  0        0   \n",
       "142          0               0                0                  0        0   \n",
       "143          0               0                0                  1        1   \n",
       "144          0               0                0                  0        0   \n",
       "145          0               0                0                  0        0   \n",
       "146          0               0                0                  1        1   \n",
       "147          0               0                0                  0        0   \n",
       "148          0               0                0                  1        1   \n",
       "149          0               0                0                  0        0   \n",
       "150          0               0                0                  0        0   \n",
       "151          1               1                0                  0        0   \n",
       "152          0               0                0                  0        0   \n",
       "153          0               0                0                  0        0   \n",
       "154          0               0                0                  0        0   \n",
       "155          0               0                0                  0        0   \n",
       "156          0               0                0                  0        0   \n",
       "157          0               0                0                  0        0   \n",
       "158          1               1                0                  0        0   \n",
       "159          1               1                0                  0        0   \n",
       "160          0               0                0                  0        0   \n",
       "161          0               0                0                  0        0   \n",
       "162          0               0                0                  0        0   \n",
       "163          0               0                0                  0        0   \n",
       "164          1               1                0                  0        0   \n",
       "165          1               1                0                  0        0   \n",
       "166          0               0                0                  1        1   \n",
       "\n",
       "                                   ...                                 Dump?  \\\n",
       "0                                  ...                                     0   \n",
       "1                                  ...                                     0   \n",
       "2                                  ...                                     1   \n",
       "3                                  ...                                     0   \n",
       "4                                  ...                                     0   \n",
       "5                                  ...                                     0   \n",
       "6                                  ...                                     0   \n",
       "7                                  ...                                     0   \n",
       "8                                  ...                                     0   \n",
       "9                                  ...                                     0   \n",
       "10                                 ...                                     0   \n",
       "11                                 ...                                     0   \n",
       "12                                 ...                                     0   \n",
       "13                                 ...                                     0   \n",
       "14                                 ...                                     0   \n",
       "15                                 ...                                     0   \n",
       "16                                 ...                                     0   \n",
       "17                                 ...                                     0   \n",
       "18                                 ...                                     0   \n",
       "19                                 ...                                     0   \n",
       "20                                 ...                                     0   \n",
       "21                                 ...                                     0   \n",
       "22                                 ...                                     0   \n",
       "23                                 ...                                     0   \n",
       "24                                 ...                                     0   \n",
       "25                                 ...                                     0   \n",
       "26                                 ...                                     0   \n",
       "27                                 ...                                     0   \n",
       "28                                 ...                                     0   \n",
       "29                                 ...                                     1   \n",
       "..                                 ...                                   ...   \n",
       "137                                ...                                     0   \n",
       "138                                ...                                     0   \n",
       "139                                ...                                     0   \n",
       "140                                ...                                     0   \n",
       "141                                ...                                     0   \n",
       "142                                ...                                     0   \n",
       "143                                ...                                     0   \n",
       "144                                ...                                     0   \n",
       "145                                ...                                     0   \n",
       "146                                ...                                     0   \n",
       "147                                ...                                     1   \n",
       "148                                ...                                     0   \n",
       "149                                ...                                     0   \n",
       "150                                ...                                     0   \n",
       "151                                ...                                     0   \n",
       "152                                ...                                     0   \n",
       "153                                ...                                     1   \n",
       "154                                ...                                     0   \n",
       "155                                ...                                     1   \n",
       "156                                ...                                     1   \n",
       "157                                ...                                     0   \n",
       "158                                ...                                     0   \n",
       "159                                ...                                     0   \n",
       "160                                ...                                     0   \n",
       "161                                ...                                     0   \n",
       "162                                ...                                     1   \n",
       "163                                ...                                     1   \n",
       "164                                ...                                     0   \n",
       "165                                ...                                     0   \n",
       "166                                ...                                     0   \n",
       "\n",
       "     From sideline?  To sideline?  Distance (m)  Forward distance (m)  \\\n",
       "0                 0             1      13.68970              5.198020   \n",
       "1                 1             1      12.95720             12.871300   \n",
       "2                 1             1      13.89880            -13.737600   \n",
       "3                 1             0      44.46250             36.014900   \n",
       "4                 0             0      14.71690             -6.064360   \n",
       "5                 0             0      10.49360              9.900990   \n",
       "6                 0             1      14.07430             -1.113860   \n",
       "7                 1             1      18.25650             18.069300   \n",
       "8                 1             0      17.20750              2.599010   \n",
       "9                 0             0      19.77020             12.995000   \n",
       "10                0             1      40.74600             33.044600   \n",
       "11                0             0      19.93960              6.435640   \n",
       "12                0             0       9.00879              1.856440   \n",
       "13                0             0       7.94859              1.980200   \n",
       "14                0             1      11.36580             10.396000   \n",
       "15                1             1      13.39080             13.242600   \n",
       "16                0             0      22.86370             21.658400   \n",
       "17                0             0      25.12410             25.123800   \n",
       "18                0             0      37.34820             30.198000   \n",
       "19                0             0      24.13440             23.762400   \n",
       "20                0             0      14.85980             14.851500   \n",
       "21                0             0      30.37620             27.722800   \n",
       "22                1             0      33.24890             32.797000   \n",
       "23                1             0      29.96750             29.703000   \n",
       "24                0             0      14.20090             14.108900   \n",
       "25                0             0      12.62600              6.930690   \n",
       "26                0             0      21.37960             21.287100   \n",
       "27                1             0      31.71130             30.074300   \n",
       "28                1             1      20.05570             20.049500   \n",
       "29                1             0       8.85783             -6.064360   \n",
       "..              ...           ...           ...                   ...   \n",
       "137               0             0      12.68620              0.742573   \n",
       "138               0             0      16.85910             12.623800   \n",
       "139               0             0      10.30830              0.247526   \n",
       "140               0             0      20.23940             16.707900   \n",
       "141               0             1       9.32607              8.044550   \n",
       "142               1             1       8.18340              8.168320   \n",
       "143               1             0      52.01810             51.856400   \n",
       "144               0             1      24.18140             21.039600   \n",
       "145               1             1       9.28218              9.282180   \n",
       "146               1             1      11.21530             11.014900   \n",
       "147               0             1      10.09830             -9.900990   \n",
       "148               1             0      36.96470             36.881200   \n",
       "149               1             0      12.32780              5.940590   \n",
       "150               0             0       9.74851              3.589110   \n",
       "151               0             0      33.19150             27.722800   \n",
       "152               0             1      16.28820              0.866336   \n",
       "153               1             0      10.41970             -6.435640   \n",
       "154               0             0      19.10420             15.841600   \n",
       "155               0             0      11.99870             -9.405940   \n",
       "156               0             0      11.73860             -3.960390   \n",
       "157               0             0      13.86990              8.044550   \n",
       "158               0             0      16.48050             11.509900   \n",
       "159               1             0      32.84960             31.311900   \n",
       "160               0             0      21.05670             16.336600   \n",
       "161               0             1      10.41400              9.900990   \n",
       "162               1             0      21.86330            -17.821800   \n",
       "163               0             0       9.22462             -9.034650   \n",
       "164               0             0      20.90430             20.420800   \n",
       "165               1             0      25.16160              7.673270   \n",
       "166               0             0      30.59980             30.569300   \n",
       "\n",
       "     Left-to-right distance (m)  \\\n",
       "0                    -12.664400   \n",
       "1                     -1.489930   \n",
       "2                     -2.110740   \n",
       "3                     26.073800   \n",
       "4                     13.409400   \n",
       "5                     -3.476510   \n",
       "6                    -14.030200   \n",
       "7                      2.607380   \n",
       "8                     17.010100   \n",
       "9                    -14.899300   \n",
       "10                    23.838900   \n",
       "11                    18.872500   \n",
       "12                    -8.815440   \n",
       "13                    -7.697990   \n",
       "14                    -4.593960   \n",
       "15                    -1.986580   \n",
       "16                     7.325500   \n",
       "17                    -0.124161   \n",
       "18                    21.976500   \n",
       "19                    -4.221480   \n",
       "20                     0.496645   \n",
       "21                   -12.416100   \n",
       "22                     5.463090   \n",
       "23                     3.973160   \n",
       "24                    -1.614090   \n",
       "25                   -10.553700   \n",
       "26                     1.986580   \n",
       "27                   -10.057000   \n",
       "28                     0.496644   \n",
       "29                    -6.456380   \n",
       "..                          ...   \n",
       "137                  -12.664400   \n",
       "138                  -11.174500   \n",
       "139                   10.305400   \n",
       "140                  -11.422800   \n",
       "141                    4.718120   \n",
       "142                    0.496644   \n",
       "143                   -4.097320   \n",
       "144                  -11.919500   \n",
       "145                    0.000000   \n",
       "146                   -2.110740   \n",
       "147                   -1.986580   \n",
       "148                    2.483220   \n",
       "149                  -10.802000   \n",
       "150                    9.063760   \n",
       "151                  -18.251700   \n",
       "152                  -16.265100   \n",
       "153                    8.194630   \n",
       "154                   10.677900   \n",
       "155                    7.449670   \n",
       "156                  -11.050300   \n",
       "157                  -11.298700   \n",
       "158                   11.795300   \n",
       "159                    9.932880   \n",
       "160                  -13.285200   \n",
       "161                   -3.228190   \n",
       "162                   12.664400   \n",
       "163                    1.862420   \n",
       "164                    4.469800   \n",
       "165                  -23.963100   \n",
       "166                    1.365770   \n",
       "\n",
       "     Start X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "0                                             0.520134    \n",
       "1                                             0.862416    \n",
       "2                                             0.902685    \n",
       "3                                             0.959732    \n",
       "4                                             0.815436    \n",
       "5                                             0.453020    \n",
       "6                                             0.546980    \n",
       "7                                             0.926175    \n",
       "8                                             0.899329    \n",
       "9                                             0.439597    \n",
       "10                                            0.755034    \n",
       "11                                            0.822148    \n",
       "12                                            0.312081    \n",
       "13                                            0.550336    \n",
       "14                                            0.758389    \n",
       "15                                            0.882550    \n",
       "16                                            0.372483    \n",
       "17                                            0.496644    \n",
       "18                                            0.795302    \n",
       "19                                            0.620805    \n",
       "20                                            0.734899    \n",
       "21                                            0.295302    \n",
       "22                                            0.899329    \n",
       "23                                            0.899329    \n",
       "24                                            0.560403    \n",
       "25                                            0.540268    \n",
       "26                                            0.825503    \n",
       "27                                            0.097315    \n",
       "28                                            0.107383    \n",
       "29                                            0.070470    \n",
       "..                                                 ...    \n",
       "137                                           0.167785    \n",
       "138                                           0.510067    \n",
       "139                                           0.812081    \n",
       "140                                           0.533557    \n",
       "141                                           0.271812    \n",
       "142                                           0.144295    \n",
       "143                                           0.130872    \n",
       "144                                           0.540268    \n",
       "145                                           0.862416    \n",
       "146                                           0.862416    \n",
       "147                                           0.815436    \n",
       "148                                           0.869128    \n",
       "149                                           0.147651    \n",
       "150                                           0.439597    \n",
       "151                                           0.194631    \n",
       "152                                           0.476510    \n",
       "153                                           0.916107    \n",
       "154                                           0.694631    \n",
       "155                                           0.406040    \n",
       "156                                           0.204698    \n",
       "157                                           0.503356    \n",
       "158                                           0.808725    \n",
       "159                                           0.976510    \n",
       "160                                           0.456376    \n",
       "161                                           0.815436    \n",
       "162                                           0.902685    \n",
       "163                                           0.560403    \n",
       "164                                           0.510067    \n",
       "165                                           0.043624    \n",
       "166                                           0.278524    \n",
       "\n",
       "     Start Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \\\n",
       "0                                             0.663366                    \n",
       "1                                             0.611386                    \n",
       "2                                             0.482673                    \n",
       "3                                             0.620049                    \n",
       "4                                             0.582921                    \n",
       "5                                             0.643564                    \n",
       "6                                             0.544554                    \n",
       "7                                             0.555693                    \n",
       "8                                             0.579208                    \n",
       "9                                             0.553218                    \n",
       "10                                            0.466584                    \n",
       "11                                            0.798267                    \n",
       "12                                            0.733911                    \n",
       "13                                            0.715347                    \n",
       "14                                            0.695545                    \n",
       "15                                            0.591584                    \n",
       "16                                            0.308168                    \n",
       "17                                            0.295792                    \n",
       "18                                            0.542079                    \n",
       "19                                            0.456683                    \n",
       "20                                            0.219059                    \n",
       "21                                            0.277228                    \n",
       "22                                            0.367574                    \n",
       "23                                            0.441832                    \n",
       "24                                            0.288366                    \n",
       "25                                            0.315594                    \n",
       "26                                            0.246287                    \n",
       "27                                            0.306931                    \n",
       "28                                            0.287129                    \n",
       "29                                            0.393564                    \n",
       "..                                                 ...                    \n",
       "137                                           0.715347                    \n",
       "138                                           0.707921                    \n",
       "139                                           0.581683                    \n",
       "140                                           0.579208                    \n",
       "141                                           0.714109                    \n",
       "142                                           0.633663                    \n",
       "143                                           0.551980                    \n",
       "144                                           0.503713                    \n",
       "145                                           0.293317                    \n",
       "146                                           0.200495                    \n",
       "147                                           0.289604                    \n",
       "148                                           0.388614                    \n",
       "149                                           0.657178                    \n",
       "150                                           0.597772                    \n",
       "151                                           0.561881                    \n",
       "152                                           0.683168                    \n",
       "153                                           0.674505                    \n",
       "154                                           0.738861                    \n",
       "155                                           0.580446                    \n",
       "156                                           0.674505                    \n",
       "157                                           0.714109                    \n",
       "158                                           0.633663                    \n",
       "159                                           0.845297                    \n",
       "160                                           0.724010                    \n",
       "161                                           0.560644                    \n",
       "162                                           0.461634                    \n",
       "163                                           0.639852                    \n",
       "164                                           0.730198                    \n",
       "165                                           0.472772                    \n",
       "166                                           0.424505                    \n",
       "\n",
       "     End X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "0                                            0.862416   \n",
       "1                                            0.902685   \n",
       "2                                            0.959732   \n",
       "3                                            0.255034   \n",
       "4                                            0.453020   \n",
       "5                                            0.546980   \n",
       "6                                            0.926175   \n",
       "7                                            0.855705   \n",
       "8                                            0.439597   \n",
       "9                                            0.842282   \n",
       "10                                           0.110738   \n",
       "11                                           0.312081   \n",
       "12                                           0.550336   \n",
       "13                                           0.758389   \n",
       "14                                           0.882550   \n",
       "15                                           0.936242   \n",
       "16                                           0.174497   \n",
       "17                                           0.500000   \n",
       "18                                           0.201342   \n",
       "19                                           0.734899   \n",
       "20                                           0.721476   \n",
       "21                                           0.630872   \n",
       "22                                           0.751678   \n",
       "23                                           0.791946   \n",
       "24                                           0.604027   \n",
       "25                                           0.825503   \n",
       "26                                           0.771812   \n",
       "27                                           0.369128   \n",
       "28                                           0.093960   \n",
       "29                                           0.244966   \n",
       "..                                                ...   \n",
       "137                                          0.510067   \n",
       "138                                          0.812081   \n",
       "139                                          0.533557   \n",
       "140                                          0.842282   \n",
       "141                                          0.144295   \n",
       "142                                          0.130872   \n",
       "143                                          0.241611   \n",
       "144                                          0.862416   \n",
       "145                                          0.862416   \n",
       "146                                          0.919463   \n",
       "147                                          0.869128   \n",
       "148                                          0.802013   \n",
       "149                                          0.439597   \n",
       "150                                          0.194631   \n",
       "151                                          0.687919   \n",
       "152                                          0.916107   \n",
       "153                                          0.694631   \n",
       "154                                          0.406040   \n",
       "155                                          0.204698   \n",
       "156                                          0.503356   \n",
       "157                                          0.808725   \n",
       "158                                          0.489933   \n",
       "159                                          0.708054   \n",
       "160                                          0.815436   \n",
       "161                                          0.902685   \n",
       "162                                          0.560403   \n",
       "163                                          0.510067   \n",
       "164                                          0.389262   \n",
       "165                                          0.691275   \n",
       "166                                          0.241611   \n",
       "\n",
       "     End Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \n",
       "0                                             0.611386                 \n",
       "1                                             0.482673                 \n",
       "2                                             0.620049                 \n",
       "3                                             0.259901                 \n",
       "4                                             0.643564                 \n",
       "5                                             0.544554                 \n",
       "6                                             0.555693                 \n",
       "7                                             0.375000                 \n",
       "8                                             0.553218                 \n",
       "9                                             0.423267                 \n",
       "10                                            0.136139                 \n",
       "11                                            0.733911                 \n",
       "12                                            0.715347                 \n",
       "13                                            0.695545                 \n",
       "14                                            0.591584                 \n",
       "15                                            0.459158                 \n",
       "16                                            0.091584                 \n",
       "17                                            0.044555                 \n",
       "18                                            0.240099                 \n",
       "19                                            0.219059                 \n",
       "20                                            0.070545                 \n",
       "21                                            0.000000                 \n",
       "22                                            0.039604                 \n",
       "23                                            0.144802                 \n",
       "24                                            0.147277                 \n",
       "25                                            0.246287                 \n",
       "26                                            0.033416                 \n",
       "27                                            0.006188                 \n",
       "28                                            0.086634                 \n",
       "29                                            0.454208                 \n",
       "..                                                 ...                 \n",
       "137                                           0.707921                 \n",
       "138                                           0.581683                 \n",
       "139                                           0.579208                 \n",
       "140                                           0.412129                 \n",
       "141                                           0.633663                 \n",
       "142                                           0.551980                 \n",
       "143                                           0.033416                 \n",
       "144                                           0.293317                 \n",
       "145                                           0.200495                 \n",
       "146                                           0.090346                 \n",
       "147                                           0.388614                 \n",
       "148                                           0.019802                 \n",
       "149                                           0.597772                 \n",
       "150                                           0.561881                 \n",
       "151                                           0.284653                 \n",
       "152                                           0.674505                 \n",
       "153                                           0.738861                 \n",
       "154                                           0.580446                 \n",
       "155                                           0.674505                 \n",
       "156                                           0.714109                 \n",
       "157                                           0.633663                 \n",
       "158                                           0.518564                 \n",
       "159                                           0.532178                 \n",
       "160                                           0.560644                 \n",
       "161                                           0.461634                 \n",
       "162                                           0.639852                 \n",
       "163                                           0.730198                 \n",
       "164                                           0.525990                 \n",
       "165                                           0.396040                 \n",
       "166                                           0.118812                 \n",
       "\n",
       "[167 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passing_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "passing_df = passing_df.set_index('Thrower')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Created</th>\n",
       "      <th>Point</th>\n",
       "      <th>Possession</th>\n",
       "      <th>Receiver</th>\n",
       "      <th>Turnover?</th>\n",
       "      <th>Thrower error?</th>\n",
       "      <th>Receiver error?</th>\n",
       "      <th>Throw to endzone?</th>\n",
       "      <th>Assist?</th>\n",
       "      <th>Secondary assist?</th>\n",
       "      <th>...</th>\n",
       "      <th>Dump?</th>\n",
       "      <th>From sideline?</th>\n",
       "      <th>To sideline?</th>\n",
       "      <th>Distance (m)</th>\n",
       "      <th>Forward distance (m)</th>\n",
       "      <th>Left-to-right distance (m)</th>\n",
       "      <th>Start X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>Start Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "      <th>End X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>End Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thrower</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13.68970</td>\n",
       "      <td>5.198020</td>\n",
       "      <td>-12.664400</td>\n",
       "      <td>0.520134</td>\n",
       "      <td>0.663366</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.611386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12.95720</td>\n",
       "      <td>12.871300</td>\n",
       "      <td>-1.489930</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.611386</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.482673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.89880</td>\n",
       "      <td>-13.737600</td>\n",
       "      <td>-2.110740</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.482673</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44.46250</td>\n",
       "      <td>36.014900</td>\n",
       "      <td>26.073800</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.71690</td>\n",
       "      <td>-6.064360</td>\n",
       "      <td>13.409400</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.582921</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.643564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.49360</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.476510</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.643564</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.07430</td>\n",
       "      <td>-1.113860</td>\n",
       "      <td>-14.030200</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.25650</td>\n",
       "      <td>18.069300</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "      <td>0.855705</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17.20750</td>\n",
       "      <td>2.599010</td>\n",
       "      <td>17.010100</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.553218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.77020</td>\n",
       "      <td>12.995000</td>\n",
       "      <td>-14.899300</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.553218</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.423267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40.74600</td>\n",
       "      <td>33.044600</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.755034</td>\n",
       "      <td>0.466584</td>\n",
       "      <td>0.110738</td>\n",
       "      <td>0.136139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.93960</td>\n",
       "      <td>6.435640</td>\n",
       "      <td>18.872500</td>\n",
       "      <td>0.822148</td>\n",
       "      <td>0.798267</td>\n",
       "      <td>0.312081</td>\n",
       "      <td>0.733911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.00879</td>\n",
       "      <td>1.856440</td>\n",
       "      <td>-8.815440</td>\n",
       "      <td>0.312081</td>\n",
       "      <td>0.733911</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.715347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.94859</td>\n",
       "      <td>1.980200</td>\n",
       "      <td>-7.697990</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.715347</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.36580</td>\n",
       "      <td>10.396000</td>\n",
       "      <td>-4.593960</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13.39080</td>\n",
       "      <td>13.242600</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "      <td>0.936242</td>\n",
       "      <td>0.459158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.86370</td>\n",
       "      <td>21.658400</td>\n",
       "      <td>7.325500</td>\n",
       "      <td>0.372483</td>\n",
       "      <td>0.308168</td>\n",
       "      <td>0.174497</td>\n",
       "      <td>0.091584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.12410</td>\n",
       "      <td>25.123800</td>\n",
       "      <td>-0.124161</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.295792</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.044555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:23</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.34820</td>\n",
       "      <td>30.198000</td>\n",
       "      <td>21.976500</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>0.542079</td>\n",
       "      <td>0.201342</td>\n",
       "      <td>0.240099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:24</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.13440</td>\n",
       "      <td>23.762400</td>\n",
       "      <td>-4.221480</td>\n",
       "      <td>0.620805</td>\n",
       "      <td>0.456683</td>\n",
       "      <td>0.734899</td>\n",
       "      <td>0.219059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>2017-03-24 16:24</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.85980</td>\n",
       "      <td>14.851500</td>\n",
       "      <td>0.496645</td>\n",
       "      <td>0.734899</td>\n",
       "      <td>0.219059</td>\n",
       "      <td>0.721476</td>\n",
       "      <td>0.070545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.37620</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-12.416100</td>\n",
       "      <td>0.295302</td>\n",
       "      <td>0.277228</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:27</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.24890</td>\n",
       "      <td>32.797000</td>\n",
       "      <td>5.463090</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.367574</td>\n",
       "      <td>0.751678</td>\n",
       "      <td>0.039604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>29.96750</td>\n",
       "      <td>29.703000</td>\n",
       "      <td>3.973160</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.441832</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.144802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.20090</td>\n",
       "      <td>14.108900</td>\n",
       "      <td>-1.614090</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.288366</td>\n",
       "      <td>0.604027</td>\n",
       "      <td>0.147277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.62600</td>\n",
       "      <td>6.930690</td>\n",
       "      <td>-10.553700</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.315594</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.37960</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>1.986580</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "      <td>0.771812</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>2017-03-24 16:30</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31.71130</td>\n",
       "      <td>30.074300</td>\n",
       "      <td>-10.057000</td>\n",
       "      <td>0.097315</td>\n",
       "      <td>0.306931</td>\n",
       "      <td>0.369128</td>\n",
       "      <td>0.006188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 16:31</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20.05570</td>\n",
       "      <td>20.049500</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.107383</td>\n",
       "      <td>0.287129</td>\n",
       "      <td>0.093960</td>\n",
       "      <td>0.086634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 16:32</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>Tigger</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8.85783</td>\n",
       "      <td>-6.064360</td>\n",
       "      <td>-6.456380</td>\n",
       "      <td>0.070470</td>\n",
       "      <td>0.393564</td>\n",
       "      <td>0.244966</td>\n",
       "      <td>0.454208</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>Cecilia Wu</th>\n",
       "      <td>2017-03-24 17:28</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.68620</td>\n",
       "      <td>0.742573</td>\n",
       "      <td>-12.664400</td>\n",
       "      <td>0.167785</td>\n",
       "      <td>0.715347</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.85910</td>\n",
       "      <td>12.623800</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.30830</td>\n",
       "      <td>0.247526</td>\n",
       "      <td>10.305400</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.23940</td>\n",
       "      <td>16.707900</td>\n",
       "      <td>-11.422800</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.412129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.32607</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>4.718120</td>\n",
       "      <td>0.271812</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.18340</td>\n",
       "      <td>8.168320</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>52.01810</td>\n",
       "      <td>51.856400</td>\n",
       "      <td>-4.097320</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.18140</td>\n",
       "      <td>21.039600</td>\n",
       "      <td>-11.919500</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.28218</td>\n",
       "      <td>9.282180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.200495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>Tony Ma</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.21530</td>\n",
       "      <td>11.014900</td>\n",
       "      <td>-2.110740</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.200495</td>\n",
       "      <td>0.919463</td>\n",
       "      <td>0.090346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>2017-03-24 17:34</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.09830</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:35</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>Jack Xia</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36.96470</td>\n",
       "      <td>36.881200</td>\n",
       "      <td>2.483220</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "      <td>0.802013</td>\n",
       "      <td>0.019802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12.32780</td>\n",
       "      <td>5.940590</td>\n",
       "      <td>-10.802000</td>\n",
       "      <td>0.147651</td>\n",
       "      <td>0.657178</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.597772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.74851</td>\n",
       "      <td>3.589110</td>\n",
       "      <td>9.063760</td>\n",
       "      <td>0.439597</td>\n",
       "      <td>0.597772</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.19150</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-18.251700</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "      <td>0.687919</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16.28820</td>\n",
       "      <td>0.866336</td>\n",
       "      <td>-16.265100</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.683168</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.41970</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Emily Zhang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.10420</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>10.677900</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.580446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emily Zhang</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.99870</td>\n",
       "      <td>-9.405940</td>\n",
       "      <td>7.449670</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.580446</td>\n",
       "      <td>0.204698</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.73860</td>\n",
       "      <td>-3.960390</td>\n",
       "      <td>-11.050300</td>\n",
       "      <td>0.204698</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.503356</td>\n",
       "      <td>0.714109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.86990</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>-11.298700</td>\n",
       "      <td>0.503356</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.48050</td>\n",
       "      <td>11.509900</td>\n",
       "      <td>11.795300</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.518564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:41</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>#29 Tony Wu</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>32.84960</td>\n",
       "      <td>31.311900</td>\n",
       "      <td>9.932880</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.845297</td>\n",
       "      <td>0.708054</td>\n",
       "      <td>0.532178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>Joyce Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.05670</td>\n",
       "      <td>16.336600</td>\n",
       "      <td>-13.285200</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.724010</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.41400</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.228190</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>Cecilia Wu</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.86330</td>\n",
       "      <td>-17.821800</td>\n",
       "      <td>12.664400</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.639852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.22462</td>\n",
       "      <td>-9.034650</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.639852</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.90430</td>\n",
       "      <td>20.420800</td>\n",
       "      <td>4.469800</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "      <td>0.389262</td>\n",
       "      <td>0.525990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.16160</td>\n",
       "      <td>7.673270</td>\n",
       "      <td>-23.963100</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.472772</td>\n",
       "      <td>0.691275</td>\n",
       "      <td>0.396040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>2017-03-24 17:45</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.59980</td>\n",
       "      <td>30.569300</td>\n",
       "      <td>1.365770</td>\n",
       "      <td>0.278524</td>\n",
       "      <td>0.424505</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.118812</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Created  Point  Possession          Receiver  \\\n",
       "Thrower                                                                   \n",
       "#27 Daniel Zhang  2017-03-24 16:15      1           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:15      1           1        Joyce Wang   \n",
       "Joyce Wang        2017-03-24 16:15      1           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:16      1           1      #19 Ben Wang   \n",
       "#22 Paul Simpson  2017-03-24 16:16      1           2        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 16:16      1           2            Tigger   \n",
       "Tigger            2017-03-24 16:16      1           2  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:17      1           2            Tigger   \n",
       "#22 Paul Simpson  2017-03-24 16:17      1           3        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 16:17      1           3  #27 Daniel Zhang   \n",
       "Tigger            2017-03-24 16:17      1           4  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:20      2           1        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 16:20      2           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:20      2           1            Tigger   \n",
       "Tigger            2017-03-24 16:20      2           1  #27 Daniel Zhang   \n",
       "#27 Daniel Zhang  2017-03-24 16:20      2           1            Tigger   \n",
       "Tigger            2017-03-24 16:21      2           2      #41 Billy Ni   \n",
       "Tigger            2017-03-24 16:21      2           3      #19 Ben Wang   \n",
       "Tigger            2017-03-24 16:23      2           4      #19 Ben Wang   \n",
       "#22 Paul Simpson  2017-03-24 16:24      2           5      #41 Billy Ni   \n",
       "#41 Billy Ni      2017-03-24 16:24      2           5            Tigger   \n",
       "Tigger            2017-03-24 16:26      3           1      #41 Billy Ni   \n",
       "Tigger            2017-03-24 16:27      3           2  #27 Daniel Zhang   \n",
       "#22 Paul Simpson  2017-03-24 16:28      3           3      #41 Billy Ni   \n",
       "Tigger            2017-03-24 16:28      3           4  #22 Paul Simpson   \n",
       "Tigger            2017-03-24 16:29      3           5  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 16:29      3           5        Joyce Wang   \n",
       "Tigger            2017-03-24 16:30      3           6  #22 Paul Simpson   \n",
       "#27 Daniel Zhang  2017-03-24 16:31      3           7  #22 Paul Simpson   \n",
       "#27 Daniel Zhang  2017-03-24 16:32      3           8            Tigger   \n",
       "...                            ...    ...         ...               ...   \n",
       "Cecilia Wu        2017-03-24 17:28     12           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:29     12           1  #27 Daniel Zhang   \n",
       "#27 Daniel Zhang  2017-03-24 17:29     12           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:29     12           1      #19 Ben Wang   \n",
       "#22 Paul Simpson  2017-03-24 17:29     12           2        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 17:29     12           2  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:29     12           2  #27 Daniel Zhang   \n",
       "#22 Paul Simpson  2017-03-24 17:32     13           1  #27 Daniel Zhang   \n",
       "#27 Daniel Zhang  2017-03-24 17:32     13           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:32     13           1           Tony Ma   \n",
       "Joyce Wang        2017-03-24 17:34     14           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:35     14           1          Jack Xia   \n",
       "#22 Paul Simpson  2017-03-24 17:38     15           1      #41 Billy Ni   \n",
       "#41 Billy Ni      2017-03-24 17:38     15           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:38     15           1  #27 Daniel Zhang   \n",
       "#22 Paul Simpson  2017-03-24 17:40     16           1        Joyce Wang   \n",
       "Joyce Wang        2017-03-24 17:40     16           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:40     16           1       Emily Zhang   \n",
       "Emily Zhang       2017-03-24 17:40     16           1        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 17:40     16           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:40     16           1        Joyce Wang   \n",
       "Joyce Wang        2017-03-24 17:40     16           1  #27 Daniel Zhang   \n",
       "#22 Paul Simpson  2017-03-24 17:41     16           2       #29 Tony Wu   \n",
       "#22 Paul Simpson  2017-03-24 17:44     17           1        Joyce Wang   \n",
       "Joyce Wang        2017-03-24 17:44     17           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:44     17           1        Cecilia Wu   \n",
       "Cecilia Wu        2017-03-24 17:44     17           1  #22 Paul Simpson   \n",
       "#22 Paul Simpson  2017-03-24 17:44     17           1      #19 Ben Wang   \n",
       "#22 Paul Simpson  2017-03-24 17:44     17           2      #19 Ben Wang   \n",
       "#22 Paul Simpson  2017-03-24 17:45     17           3      #19 Ben Wang   \n",
       "\n",
       "                  Turnover?  Thrower error?  Receiver error?  \\\n",
       "Thrower                                                        \n",
       "#27 Daniel Zhang          0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Joyce Wang                0               0                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Cecilia Wu                0               0                0   \n",
       "Tigger                    0               0                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Cecilia Wu                1               1                0   \n",
       "Tigger                    0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Tigger                    0               0                0   \n",
       "#27 Daniel Zhang          1               1                0   \n",
       "Tigger                    1               0                1   \n",
       "Tigger                    1               1                0   \n",
       "Tigger                    1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#41 Billy Ni              0               0                0   \n",
       "Tigger                    1               1                0   \n",
       "Tigger                    1               1                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "Tigger                    1               1                0   \n",
       "Tigger                    0               0                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "Tigger                    1               1                0   \n",
       "#27 Daniel Zhang          1               1                0   \n",
       "#27 Daniel Zhang          0               0                0   \n",
       "...                     ...             ...              ...   \n",
       "Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#27 Daniel Zhang          0               0                0   \n",
       "#22 Paul Simpson          1               0                1   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#27 Daniel Zhang          0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Joyce Wang                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "#41 Billy Ni              0               0                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Joyce Wang                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Emily Zhang               0               0                0   \n",
       "Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Joyce Wang                1               1                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Joyce Wang                0               0                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          1               1                0   \n",
       "#22 Paul Simpson          0               0                0   \n",
       "\n",
       "                  Throw to endzone?  Assist?  Secondary assist?  \\\n",
       "Thrower                                                           \n",
       "#27 Daniel Zhang                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Joyce Wang                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "Tigger                            0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "Tigger                            1        1                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Tigger                            0        0                  0   \n",
       "#27 Daniel Zhang                  0        0                  0   \n",
       "Tigger                            1        0                  0   \n",
       "Tigger                            1        0                  0   \n",
       "Tigger                            0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  1   \n",
       "#41 Billy Ni                      1        1                  0   \n",
       "Tigger                            1        0                  0   \n",
       "Tigger                            1        0                  0   \n",
       "#22 Paul Simpson                  1        0                  0   \n",
       "Tigger                            1        0                  0   \n",
       "Tigger                            0        0                  0   \n",
       "#22 Paul Simpson                  1        0                  0   \n",
       "Tigger                            1        0                  0   \n",
       "#27 Daniel Zhang                  1        0                  0   \n",
       "#27 Daniel Zhang                  0        0                  0   \n",
       "...                             ...      ...                ...   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#27 Daniel Zhang                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Cecilia Wu                        0        0                  1   \n",
       "#22 Paul Simpson                  1        1                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#27 Daniel Zhang                  0        0                  1   \n",
       "#22 Paul Simpson                  1        1                  0   \n",
       "Joyce Wang                        0        0                  1   \n",
       "#22 Paul Simpson                  1        1                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#41 Billy Ni                      0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Joyce Wang                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Emily Zhang                       0        0                  0   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Joyce Wang                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Joyce Wang                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "Cecilia Wu                        0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  0        0                  0   \n",
       "#22 Paul Simpson                  1        1                  0   \n",
       "\n",
       "                                                ...                                 \\\n",
       "Thrower                                         ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#41 Billy Ni                                    ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Tigger                                          ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "...                                             ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#41 Billy Ni                                    ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Emily Zhang                                     ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "#22 Paul Simpson                                ...                                  \n",
       "\n",
       "                  Dump?  From sideline?  To sideline?  Distance (m)  \\\n",
       "Thrower                                                               \n",
       "#27 Daniel Zhang      0               0             1      13.68970   \n",
       "#22 Paul Simpson      0               1             1      12.95720   \n",
       "Joyce Wang            1               1             1      13.89880   \n",
       "#22 Paul Simpson      0               1             0      44.46250   \n",
       "#22 Paul Simpson      0               0             0      14.71690   \n",
       "Cecilia Wu            0               0             0      10.49360   \n",
       "Tigger                0               0             1      14.07430   \n",
       "#22 Paul Simpson      0               1             1      18.25650   \n",
       "#22 Paul Simpson      0               1             0      17.20750   \n",
       "Cecilia Wu            0               0             0      19.77020   \n",
       "Tigger                0               0             1      40.74600   \n",
       "#22 Paul Simpson      0               0             0      19.93960   \n",
       "Cecilia Wu            0               0             0       9.00879   \n",
       "#22 Paul Simpson      0               0             0       7.94859   \n",
       "Tigger                0               0             1      11.36580   \n",
       "#27 Daniel Zhang      0               1             1      13.39080   \n",
       "Tigger                0               0             0      22.86370   \n",
       "Tigger                0               0             0      25.12410   \n",
       "Tigger                0               0             0      37.34820   \n",
       "#22 Paul Simpson      0               0             0      24.13440   \n",
       "#41 Billy Ni          0               0             0      14.85980   \n",
       "Tigger                0               0             0      30.37620   \n",
       "Tigger                0               1             0      33.24890   \n",
       "#22 Paul Simpson      0               1             0      29.96750   \n",
       "Tigger                0               0             0      14.20090   \n",
       "Tigger                0               0             0      12.62600   \n",
       "#22 Paul Simpson      0               0             0      21.37960   \n",
       "Tigger                0               1             0      31.71130   \n",
       "#27 Daniel Zhang      0               1             1      20.05570   \n",
       "#27 Daniel Zhang      1               1             0       8.85783   \n",
       "...                 ...             ...           ...           ...   \n",
       "Cecilia Wu            0               0             0      12.68620   \n",
       "#22 Paul Simpson      0               0             0      16.85910   \n",
       "#27 Daniel Zhang      0               0             0      10.30830   \n",
       "#22 Paul Simpson      0               0             0      20.23940   \n",
       "#22 Paul Simpson      0               0             1       9.32607   \n",
       "Cecilia Wu            0               1             1       8.18340   \n",
       "#22 Paul Simpson      0               1             0      52.01810   \n",
       "#22 Paul Simpson      0               0             1      24.18140   \n",
       "#27 Daniel Zhang      0               1             1       9.28218   \n",
       "#22 Paul Simpson      0               1             1      11.21530   \n",
       "Joyce Wang            1               0             1      10.09830   \n",
       "#22 Paul Simpson      0               1             0      36.96470   \n",
       "#22 Paul Simpson      0               1             0      12.32780   \n",
       "#41 Billy Ni          0               0             0       9.74851   \n",
       "#22 Paul Simpson      0               0             0      33.19150   \n",
       "#22 Paul Simpson      0               0             1      16.28820   \n",
       "Joyce Wang            1               1             0      10.41970   \n",
       "#22 Paul Simpson      0               0             0      19.10420   \n",
       "Emily Zhang           1               0             0      11.99870   \n",
       "Cecilia Wu            1               0             0      11.73860   \n",
       "#22 Paul Simpson      0               0             0      13.86990   \n",
       "Joyce Wang            0               0             0      16.48050   \n",
       "#22 Paul Simpson      0               1             0      32.84960   \n",
       "#22 Paul Simpson      0               0             0      21.05670   \n",
       "Joyce Wang            0               0             1      10.41400   \n",
       "#22 Paul Simpson      1               1             0      21.86330   \n",
       "Cecilia Wu            1               0             0       9.22462   \n",
       "#22 Paul Simpson      0               0             0      20.90430   \n",
       "#22 Paul Simpson      0               1             0      25.16160   \n",
       "#22 Paul Simpson      0               0             0      30.59980   \n",
       "\n",
       "                  Forward distance (m)  Left-to-right distance (m)  \\\n",
       "Thrower                                                              \n",
       "#27 Daniel Zhang              5.198020                  -12.664400   \n",
       "#22 Paul Simpson             12.871300                   -1.489930   \n",
       "Joyce Wang                  -13.737600                   -2.110740   \n",
       "#22 Paul Simpson             36.014900                   26.073800   \n",
       "#22 Paul Simpson             -6.064360                   13.409400   \n",
       "Cecilia Wu                    9.900990                   -3.476510   \n",
       "Tigger                       -1.113860                  -14.030200   \n",
       "#22 Paul Simpson             18.069300                    2.607380   \n",
       "#22 Paul Simpson              2.599010                   17.010100   \n",
       "Cecilia Wu                   12.995000                  -14.899300   \n",
       "Tigger                       33.044600                   23.838900   \n",
       "#22 Paul Simpson              6.435640                   18.872500   \n",
       "Cecilia Wu                    1.856440                   -8.815440   \n",
       "#22 Paul Simpson              1.980200                   -7.697990   \n",
       "Tigger                       10.396000                   -4.593960   \n",
       "#27 Daniel Zhang             13.242600                   -1.986580   \n",
       "Tigger                       21.658400                    7.325500   \n",
       "Tigger                       25.123800                   -0.124161   \n",
       "Tigger                       30.198000                   21.976500   \n",
       "#22 Paul Simpson             23.762400                   -4.221480   \n",
       "#41 Billy Ni                 14.851500                    0.496645   \n",
       "Tigger                       27.722800                  -12.416100   \n",
       "Tigger                       32.797000                    5.463090   \n",
       "#22 Paul Simpson             29.703000                    3.973160   \n",
       "Tigger                       14.108900                   -1.614090   \n",
       "Tigger                        6.930690                  -10.553700   \n",
       "#22 Paul Simpson             21.287100                    1.986580   \n",
       "Tigger                       30.074300                  -10.057000   \n",
       "#27 Daniel Zhang             20.049500                    0.496644   \n",
       "#27 Daniel Zhang             -6.064360                   -6.456380   \n",
       "...                                ...                         ...   \n",
       "Cecilia Wu                    0.742573                  -12.664400   \n",
       "#22 Paul Simpson             12.623800                  -11.174500   \n",
       "#27 Daniel Zhang              0.247526                   10.305400   \n",
       "#22 Paul Simpson             16.707900                  -11.422800   \n",
       "#22 Paul Simpson              8.044550                    4.718120   \n",
       "Cecilia Wu                    8.168320                    0.496644   \n",
       "#22 Paul Simpson             51.856400                   -4.097320   \n",
       "#22 Paul Simpson             21.039600                  -11.919500   \n",
       "#27 Daniel Zhang              9.282180                    0.000000   \n",
       "#22 Paul Simpson             11.014900                   -2.110740   \n",
       "Joyce Wang                   -9.900990                   -1.986580   \n",
       "#22 Paul Simpson             36.881200                    2.483220   \n",
       "#22 Paul Simpson              5.940590                  -10.802000   \n",
       "#41 Billy Ni                  3.589110                    9.063760   \n",
       "#22 Paul Simpson             27.722800                  -18.251700   \n",
       "#22 Paul Simpson              0.866336                  -16.265100   \n",
       "Joyce Wang                   -6.435640                    8.194630   \n",
       "#22 Paul Simpson             15.841600                   10.677900   \n",
       "Emily Zhang                  -9.405940                    7.449670   \n",
       "Cecilia Wu                   -3.960390                  -11.050300   \n",
       "#22 Paul Simpson              8.044550                  -11.298700   \n",
       "Joyce Wang                   11.509900                   11.795300   \n",
       "#22 Paul Simpson             31.311900                    9.932880   \n",
       "#22 Paul Simpson             16.336600                  -13.285200   \n",
       "Joyce Wang                    9.900990                   -3.228190   \n",
       "#22 Paul Simpson            -17.821800                   12.664400   \n",
       "Cecilia Wu                   -9.034650                    1.862420   \n",
       "#22 Paul Simpson             20.420800                    4.469800   \n",
       "#22 Paul Simpson              7.673270                  -23.963100   \n",
       "#22 Paul Simpson             30.569300                    1.365770   \n",
       "\n",
       "                  Start X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower                                                                \n",
       "#27 Daniel Zhang                                           0.520134    \n",
       "#22 Paul Simpson                                           0.862416    \n",
       "Joyce Wang                                                 0.902685    \n",
       "#22 Paul Simpson                                           0.959732    \n",
       "#22 Paul Simpson                                           0.815436    \n",
       "Cecilia Wu                                                 0.453020    \n",
       "Tigger                                                     0.546980    \n",
       "#22 Paul Simpson                                           0.926175    \n",
       "#22 Paul Simpson                                           0.899329    \n",
       "Cecilia Wu                                                 0.439597    \n",
       "Tigger                                                     0.755034    \n",
       "#22 Paul Simpson                                           0.822148    \n",
       "Cecilia Wu                                                 0.312081    \n",
       "#22 Paul Simpson                                           0.550336    \n",
       "Tigger                                                     0.758389    \n",
       "#27 Daniel Zhang                                           0.882550    \n",
       "Tigger                                                     0.372483    \n",
       "Tigger                                                     0.496644    \n",
       "Tigger                                                     0.795302    \n",
       "#22 Paul Simpson                                           0.620805    \n",
       "#41 Billy Ni                                               0.734899    \n",
       "Tigger                                                     0.295302    \n",
       "Tigger                                                     0.899329    \n",
       "#22 Paul Simpson                                           0.899329    \n",
       "Tigger                                                     0.560403    \n",
       "Tigger                                                     0.540268    \n",
       "#22 Paul Simpson                                           0.825503    \n",
       "Tigger                                                     0.097315    \n",
       "#27 Daniel Zhang                                           0.107383    \n",
       "#27 Daniel Zhang                                           0.070470    \n",
       "...                                                             ...    \n",
       "Cecilia Wu                                                 0.167785    \n",
       "#22 Paul Simpson                                           0.510067    \n",
       "#27 Daniel Zhang                                           0.812081    \n",
       "#22 Paul Simpson                                           0.533557    \n",
       "#22 Paul Simpson                                           0.271812    \n",
       "Cecilia Wu                                                 0.144295    \n",
       "#22 Paul Simpson                                           0.130872    \n",
       "#22 Paul Simpson                                           0.540268    \n",
       "#27 Daniel Zhang                                           0.862416    \n",
       "#22 Paul Simpson                                           0.862416    \n",
       "Joyce Wang                                                 0.815436    \n",
       "#22 Paul Simpson                                           0.869128    \n",
       "#22 Paul Simpson                                           0.147651    \n",
       "#41 Billy Ni                                               0.439597    \n",
       "#22 Paul Simpson                                           0.194631    \n",
       "#22 Paul Simpson                                           0.476510    \n",
       "Joyce Wang                                                 0.916107    \n",
       "#22 Paul Simpson                                           0.694631    \n",
       "Emily Zhang                                                0.406040    \n",
       "Cecilia Wu                                                 0.204698    \n",
       "#22 Paul Simpson                                           0.503356    \n",
       "Joyce Wang                                                 0.808725    \n",
       "#22 Paul Simpson                                           0.976510    \n",
       "#22 Paul Simpson                                           0.456376    \n",
       "Joyce Wang                                                 0.815436    \n",
       "#22 Paul Simpson                                           0.902685    \n",
       "Cecilia Wu                                                 0.560403    \n",
       "#22 Paul Simpson                                           0.510067    \n",
       "#22 Paul Simpson                                           0.043624    \n",
       "#22 Paul Simpson                                           0.278524    \n",
       "\n",
       "                  Start Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \\\n",
       "Thrower                                                                                \n",
       "#27 Daniel Zhang                                           0.663366                    \n",
       "#22 Paul Simpson                                           0.611386                    \n",
       "Joyce Wang                                                 0.482673                    \n",
       "#22 Paul Simpson                                           0.620049                    \n",
       "#22 Paul Simpson                                           0.582921                    \n",
       "Cecilia Wu                                                 0.643564                    \n",
       "Tigger                                                     0.544554                    \n",
       "#22 Paul Simpson                                           0.555693                    \n",
       "#22 Paul Simpson                                           0.579208                    \n",
       "Cecilia Wu                                                 0.553218                    \n",
       "Tigger                                                     0.466584                    \n",
       "#22 Paul Simpson                                           0.798267                    \n",
       "Cecilia Wu                                                 0.733911                    \n",
       "#22 Paul Simpson                                           0.715347                    \n",
       "Tigger                                                     0.695545                    \n",
       "#27 Daniel Zhang                                           0.591584                    \n",
       "Tigger                                                     0.308168                    \n",
       "Tigger                                                     0.295792                    \n",
       "Tigger                                                     0.542079                    \n",
       "#22 Paul Simpson                                           0.456683                    \n",
       "#41 Billy Ni                                               0.219059                    \n",
       "Tigger                                                     0.277228                    \n",
       "Tigger                                                     0.367574                    \n",
       "#22 Paul Simpson                                           0.441832                    \n",
       "Tigger                                                     0.288366                    \n",
       "Tigger                                                     0.315594                    \n",
       "#22 Paul Simpson                                           0.246287                    \n",
       "Tigger                                                     0.306931                    \n",
       "#27 Daniel Zhang                                           0.287129                    \n",
       "#27 Daniel Zhang                                           0.393564                    \n",
       "...                                                             ...                    \n",
       "Cecilia Wu                                                 0.715347                    \n",
       "#22 Paul Simpson                                           0.707921                    \n",
       "#27 Daniel Zhang                                           0.581683                    \n",
       "#22 Paul Simpson                                           0.579208                    \n",
       "#22 Paul Simpson                                           0.714109                    \n",
       "Cecilia Wu                                                 0.633663                    \n",
       "#22 Paul Simpson                                           0.551980                    \n",
       "#22 Paul Simpson                                           0.503713                    \n",
       "#27 Daniel Zhang                                           0.293317                    \n",
       "#22 Paul Simpson                                           0.200495                    \n",
       "Joyce Wang                                                 0.289604                    \n",
       "#22 Paul Simpson                                           0.388614                    \n",
       "#22 Paul Simpson                                           0.657178                    \n",
       "#41 Billy Ni                                               0.597772                    \n",
       "#22 Paul Simpson                                           0.561881                    \n",
       "#22 Paul Simpson                                           0.683168                    \n",
       "Joyce Wang                                                 0.674505                    \n",
       "#22 Paul Simpson                                           0.738861                    \n",
       "Emily Zhang                                                0.580446                    \n",
       "Cecilia Wu                                                 0.674505                    \n",
       "#22 Paul Simpson                                           0.714109                    \n",
       "Joyce Wang                                                 0.633663                    \n",
       "#22 Paul Simpson                                           0.845297                    \n",
       "#22 Paul Simpson                                           0.724010                    \n",
       "Joyce Wang                                                 0.560644                    \n",
       "#22 Paul Simpson                                           0.461634                    \n",
       "Cecilia Wu                                                 0.639852                    \n",
       "#22 Paul Simpson                                           0.730198                    \n",
       "#22 Paul Simpson                                           0.472772                    \n",
       "#22 Paul Simpson                                           0.424505                    \n",
       "\n",
       "                  End X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower                                                              \n",
       "#27 Daniel Zhang                                          0.862416   \n",
       "#22 Paul Simpson                                          0.902685   \n",
       "Joyce Wang                                                0.959732   \n",
       "#22 Paul Simpson                                          0.255034   \n",
       "#22 Paul Simpson                                          0.453020   \n",
       "Cecilia Wu                                                0.546980   \n",
       "Tigger                                                    0.926175   \n",
       "#22 Paul Simpson                                          0.855705   \n",
       "#22 Paul Simpson                                          0.439597   \n",
       "Cecilia Wu                                                0.842282   \n",
       "Tigger                                                    0.110738   \n",
       "#22 Paul Simpson                                          0.312081   \n",
       "Cecilia Wu                                                0.550336   \n",
       "#22 Paul Simpson                                          0.758389   \n",
       "Tigger                                                    0.882550   \n",
       "#27 Daniel Zhang                                          0.936242   \n",
       "Tigger                                                    0.174497   \n",
       "Tigger                                                    0.500000   \n",
       "Tigger                                                    0.201342   \n",
       "#22 Paul Simpson                                          0.734899   \n",
       "#41 Billy Ni                                              0.721476   \n",
       "Tigger                                                    0.630872   \n",
       "Tigger                                                    0.751678   \n",
       "#22 Paul Simpson                                          0.791946   \n",
       "Tigger                                                    0.604027   \n",
       "Tigger                                                    0.825503   \n",
       "#22 Paul Simpson                                          0.771812   \n",
       "Tigger                                                    0.369128   \n",
       "#27 Daniel Zhang                                          0.093960   \n",
       "#27 Daniel Zhang                                          0.244966   \n",
       "...                                                            ...   \n",
       "Cecilia Wu                                                0.510067   \n",
       "#22 Paul Simpson                                          0.812081   \n",
       "#27 Daniel Zhang                                          0.533557   \n",
       "#22 Paul Simpson                                          0.842282   \n",
       "#22 Paul Simpson                                          0.144295   \n",
       "Cecilia Wu                                                0.130872   \n",
       "#22 Paul Simpson                                          0.241611   \n",
       "#22 Paul Simpson                                          0.862416   \n",
       "#27 Daniel Zhang                                          0.862416   \n",
       "#22 Paul Simpson                                          0.919463   \n",
       "Joyce Wang                                                0.869128   \n",
       "#22 Paul Simpson                                          0.802013   \n",
       "#22 Paul Simpson                                          0.439597   \n",
       "#41 Billy Ni                                              0.194631   \n",
       "#22 Paul Simpson                                          0.687919   \n",
       "#22 Paul Simpson                                          0.916107   \n",
       "Joyce Wang                                                0.694631   \n",
       "#22 Paul Simpson                                          0.406040   \n",
       "Emily Zhang                                               0.204698   \n",
       "Cecilia Wu                                                0.503356   \n",
       "#22 Paul Simpson                                          0.808725   \n",
       "Joyce Wang                                                0.489933   \n",
       "#22 Paul Simpson                                          0.708054   \n",
       "#22 Paul Simpson                                          0.815436   \n",
       "Joyce Wang                                                0.902685   \n",
       "#22 Paul Simpson                                          0.560403   \n",
       "Cecilia Wu                                                0.510067   \n",
       "#22 Paul Simpson                                          0.389262   \n",
       "#22 Paul Simpson                                          0.691275   \n",
       "#22 Paul Simpson                                          0.241611   \n",
       "\n",
       "                  End Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \n",
       "Thrower                                                                             \n",
       "#27 Daniel Zhang                                           0.611386                 \n",
       "#22 Paul Simpson                                           0.482673                 \n",
       "Joyce Wang                                                 0.620049                 \n",
       "#22 Paul Simpson                                           0.259901                 \n",
       "#22 Paul Simpson                                           0.643564                 \n",
       "Cecilia Wu                                                 0.544554                 \n",
       "Tigger                                                     0.555693                 \n",
       "#22 Paul Simpson                                           0.375000                 \n",
       "#22 Paul Simpson                                           0.553218                 \n",
       "Cecilia Wu                                                 0.423267                 \n",
       "Tigger                                                     0.136139                 \n",
       "#22 Paul Simpson                                           0.733911                 \n",
       "Cecilia Wu                                                 0.715347                 \n",
       "#22 Paul Simpson                                           0.695545                 \n",
       "Tigger                                                     0.591584                 \n",
       "#27 Daniel Zhang                                           0.459158                 \n",
       "Tigger                                                     0.091584                 \n",
       "Tigger                                                     0.044555                 \n",
       "Tigger                                                     0.240099                 \n",
       "#22 Paul Simpson                                           0.219059                 \n",
       "#41 Billy Ni                                               0.070545                 \n",
       "Tigger                                                     0.000000                 \n",
       "Tigger                                                     0.039604                 \n",
       "#22 Paul Simpson                                           0.144802                 \n",
       "Tigger                                                     0.147277                 \n",
       "Tigger                                                     0.246287                 \n",
       "#22 Paul Simpson                                           0.033416                 \n",
       "Tigger                                                     0.006188                 \n",
       "#27 Daniel Zhang                                           0.086634                 \n",
       "#27 Daniel Zhang                                           0.454208                 \n",
       "...                                                             ...                 \n",
       "Cecilia Wu                                                 0.707921                 \n",
       "#22 Paul Simpson                                           0.581683                 \n",
       "#27 Daniel Zhang                                           0.579208                 \n",
       "#22 Paul Simpson                                           0.412129                 \n",
       "#22 Paul Simpson                                           0.633663                 \n",
       "Cecilia Wu                                                 0.551980                 \n",
       "#22 Paul Simpson                                           0.033416                 \n",
       "#22 Paul Simpson                                           0.293317                 \n",
       "#27 Daniel Zhang                                           0.200495                 \n",
       "#22 Paul Simpson                                           0.090346                 \n",
       "Joyce Wang                                                 0.388614                 \n",
       "#22 Paul Simpson                                           0.019802                 \n",
       "#22 Paul Simpson                                           0.597772                 \n",
       "#41 Billy Ni                                               0.561881                 \n",
       "#22 Paul Simpson                                           0.284653                 \n",
       "#22 Paul Simpson                                           0.674505                 \n",
       "Joyce Wang                                                 0.738861                 \n",
       "#22 Paul Simpson                                           0.580446                 \n",
       "Emily Zhang                                                0.674505                 \n",
       "Cecilia Wu                                                 0.714109                 \n",
       "#22 Paul Simpson                                           0.633663                 \n",
       "Joyce Wang                                                 0.518564                 \n",
       "#22 Paul Simpson                                           0.532178                 \n",
       "#22 Paul Simpson                                           0.560644                 \n",
       "Joyce Wang                                                 0.461634                 \n",
       "#22 Paul Simpson                                           0.639852                 \n",
       "Cecilia Wu                                                 0.730198                 \n",
       "#22 Paul Simpson                                           0.525990                 \n",
       "#22 Paul Simpson                                           0.396040                 \n",
       "#22 Paul Simpson                                           0.118812                 \n",
       "\n",
       "[167 rows x 22 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passing_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Created</th>\n",
       "      <th>Point</th>\n",
       "      <th>Possession</th>\n",
       "      <th>Turnover?</th>\n",
       "      <th>Thrower error?</th>\n",
       "      <th>Receiver error?</th>\n",
       "      <th>Throw to endzone?</th>\n",
       "      <th>Assist?</th>\n",
       "      <th>Secondary assist?</th>\n",
       "      <th>...</th>\n",
       "      <th>Dump?</th>\n",
       "      <th>From sideline?</th>\n",
       "      <th>To sideline?</th>\n",
       "      <th>Distance (m)</th>\n",
       "      <th>Forward distance (m)</th>\n",
       "      <th>Left-to-right distance (m)</th>\n",
       "      <th>Start X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>Start Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "      <th>End X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>End Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thrower</th>\n",
       "      <th>Receiver</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>#11 Momoka Goto</th>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>46</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.20180</td>\n",
       "      <td>-10.519800</td>\n",
       "      <td>3.848990</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.569307</td>\n",
       "      <td>0.040268</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"29\" valign=\"top\">#22 Paul Simpson</th>\n",
       "      <th>#11 Momoka Goto</th>\n",
       "      <td>45</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23.87100</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>10.802000</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.782178</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.569307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44.46250</td>\n",
       "      <td>36.014900</td>\n",
       "      <td>26.073800</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>39</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18.74660</td>\n",
       "      <td>18.564400</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.429530</td>\n",
       "      <td>0.768564</td>\n",
       "      <td>0.359060</td>\n",
       "      <td>0.582921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>109</td>\n",
       "      <td>2017-03-24 17:10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.44850</td>\n",
       "      <td>-19.925700</td>\n",
       "      <td>4.593960</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.757426</td>\n",
       "      <td>0.197987</td>\n",
       "      <td>0.956683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>124</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.94130</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.328859</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.775168</td>\n",
       "      <td>0.076733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>125</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45.76540</td>\n",
       "      <td>45.668300</td>\n",
       "      <td>-2.979870</td>\n",
       "      <td>0.446309</td>\n",
       "      <td>0.477723</td>\n",
       "      <td>0.526846</td>\n",
       "      <td>0.021040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>140</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.23940</td>\n",
       "      <td>16.707900</td>\n",
       "      <td>-11.422800</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.412129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>164</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.90430</td>\n",
       "      <td>20.420800</td>\n",
       "      <td>4.469800</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "      <td>0.389262</td>\n",
       "      <td>0.525990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>165</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.16160</td>\n",
       "      <td>7.673270</td>\n",
       "      <td>-23.963100</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.472772</td>\n",
       "      <td>0.691275</td>\n",
       "      <td>0.396040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>166</td>\n",
       "      <td>2017-03-24 17:45</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.59980</td>\n",
       "      <td>30.569300</td>\n",
       "      <td>1.365770</td>\n",
       "      <td>0.278524</td>\n",
       "      <td>0.424505</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.118812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>37</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.28000</td>\n",
       "      <td>6.559410</td>\n",
       "      <td>-11.547000</td>\n",
       "      <td>0.466443</td>\n",
       "      <td>0.764852</td>\n",
       "      <td>0.778524</td>\n",
       "      <td>0.699257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>48</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.50800</td>\n",
       "      <td>5.816840</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.385906</td>\n",
       "      <td>0.720297</td>\n",
       "      <td>0.832215</td>\n",
       "      <td>0.662129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>51</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19.45470</td>\n",
       "      <td>-3.589110</td>\n",
       "      <td>19.120800</td>\n",
       "      <td>0.953020</td>\n",
       "      <td>0.815594</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.851485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>66</td>\n",
       "      <td>2017-03-24 16:41</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.41190</td>\n",
       "      <td>14.604000</td>\n",
       "      <td>-12.788600</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.418317</td>\n",
       "      <td>0.822148</td>\n",
       "      <td>0.272277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>70</td>\n",
       "      <td>2017-03-24 16:42</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40.63680</td>\n",
       "      <td>40.594100</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.501238</td>\n",
       "      <td>0.852349</td>\n",
       "      <td>0.095297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>73</td>\n",
       "      <td>2017-03-24 16:46</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13.96850</td>\n",
       "      <td>12.747500</td>\n",
       "      <td>-5.711410</td>\n",
       "      <td>0.711409</td>\n",
       "      <td>0.810644</td>\n",
       "      <td>0.865772</td>\n",
       "      <td>0.683168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>78</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.80460</td>\n",
       "      <td>36.757400</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.664430</td>\n",
       "      <td>0.491337</td>\n",
       "      <td>0.614094</td>\n",
       "      <td>0.123762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>81</td>\n",
       "      <td>2017-03-24 16:49</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.49380</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>-14.526800</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.399752</td>\n",
       "      <td>0.845638</td>\n",
       "      <td>0.241337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>83</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.79100</td>\n",
       "      <td>0.990099</td>\n",
       "      <td>-16.761700</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.268564</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.258663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>84</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.66440</td>\n",
       "      <td>18.440600</td>\n",
       "      <td>-6.828860</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.756188</td>\n",
       "      <td>0.744966</td>\n",
       "      <td>0.571782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>89</td>\n",
       "      <td>2017-03-24 16:54</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.33810</td>\n",
       "      <td>6.930700</td>\n",
       "      <td>-15.892600</td>\n",
       "      <td>0.409396</td>\n",
       "      <td>0.794554</td>\n",
       "      <td>0.838926</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>101</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.39980</td>\n",
       "      <td>12.005000</td>\n",
       "      <td>3.104030</td>\n",
       "      <td>0.224832</td>\n",
       "      <td>0.195545</td>\n",
       "      <td>0.140940</td>\n",
       "      <td>0.075495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>119</td>\n",
       "      <td>2017-03-24 17:17</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.21700</td>\n",
       "      <td>17.326700</td>\n",
       "      <td>-13.906000</td>\n",
       "      <td>0.416107</td>\n",
       "      <td>0.898515</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>135</td>\n",
       "      <td>2017-03-24 17:26</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.57203</td>\n",
       "      <td>7.178220</td>\n",
       "      <td>-6.332220</td>\n",
       "      <td>0.714765</td>\n",
       "      <td>0.719059</td>\n",
       "      <td>0.885906</td>\n",
       "      <td>0.647277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>138</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.85910</td>\n",
       "      <td>12.623800</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>143</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>52.01810</td>\n",
       "      <td>51.856400</td>\n",
       "      <td>-4.097320</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>144</td>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.18140</td>\n",
       "      <td>21.039600</td>\n",
       "      <td>-11.919500</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>151</td>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.19150</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-18.251700</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "      <td>0.687919</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#29 Tony Wu</th>\n",
       "      <td>159</td>\n",
       "      <td>2017-03-24 17:41</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>32.84960</td>\n",
       "      <td>31.311900</td>\n",
       "      <td>9.932880</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.845297</td>\n",
       "      <td>0.708054</td>\n",
       "      <td>0.532178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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 rowspan=\"8\" valign=\"top\">Joyce Wang</th>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>56</td>\n",
       "      <td>2017-03-24 16:38</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11.31960</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>9.312080</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.674497</td>\n",
       "      <td>0.778465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>94</td>\n",
       "      <td>2017-03-24 16:55</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17.52090</td>\n",
       "      <td>16.336600</td>\n",
       "      <td>-6.332220</td>\n",
       "      <td>0.828859</td>\n",
       "      <td>0.256188</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.092822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>108</td>\n",
       "      <td>2017-03-24 17:09</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.19740</td>\n",
       "      <td>-9.034650</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.543624</td>\n",
       "      <td>0.667079</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.757426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>147</td>\n",
       "      <td>2017-03-24 17:34</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.09830</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>153</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.41970</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>161</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.41400</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.228190</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>59</td>\n",
       "      <td>2017-03-24 16:39</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.68230</td>\n",
       "      <td>11.262400</td>\n",
       "      <td>3.104030</td>\n",
       "      <td>0.114094</td>\n",
       "      <td>0.397277</td>\n",
       "      <td>0.030201</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>158</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.48050</td>\n",
       "      <td>11.509900</td>\n",
       "      <td>11.795300</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.518564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"19\" valign=\"top\">Tigger</th>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>17</td>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.12410</td>\n",
       "      <td>25.123800</td>\n",
       "      <td>-0.124161</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.295792</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.044555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>18</td>\n",
       "      <td>2017-03-24 16:23</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.34820</td>\n",
       "      <td>30.198000</td>\n",
       "      <td>21.976500</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>0.542079</td>\n",
       "      <td>0.201342</td>\n",
       "      <td>0.240099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>6</td>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.07430</td>\n",
       "      <td>-1.113860</td>\n",
       "      <td>-14.030200</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>10</td>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40.74600</td>\n",
       "      <td>33.044600</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.755034</td>\n",
       "      <td>0.466584</td>\n",
       "      <td>0.110738</td>\n",
       "      <td>0.136139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.20090</td>\n",
       "      <td>14.108900</td>\n",
       "      <td>-1.614090</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.288366</td>\n",
       "      <td>0.604027</td>\n",
       "      <td>0.147277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>25</td>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.62600</td>\n",
       "      <td>6.930690</td>\n",
       "      <td>-10.553700</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.315594</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>27</td>\n",
       "      <td>2017-03-24 16:30</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31.71130</td>\n",
       "      <td>30.074300</td>\n",
       "      <td>-10.057000</td>\n",
       "      <td>0.097315</td>\n",
       "      <td>0.306931</td>\n",
       "      <td>0.369128</td>\n",
       "      <td>0.006188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>75</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10.45310</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>3.352350</td>\n",
       "      <td>0.949664</td>\n",
       "      <td>0.539604</td>\n",
       "      <td>0.859060</td>\n",
       "      <td>0.638614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>80</td>\n",
       "      <td>2017-03-24 16:49</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.26370</td>\n",
       "      <td>-11.509900</td>\n",
       "      <td>17.879200</td>\n",
       "      <td>0.936242</td>\n",
       "      <td>0.284653</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.399752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>86</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.76320</td>\n",
       "      <td>34.158400</td>\n",
       "      <td>6.456380</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.483911</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.142327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>111</td>\n",
       "      <td>2017-03-24 17:11</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11.70800</td>\n",
       "      <td>-6.930690</td>\n",
       "      <td>-9.436240</td>\n",
       "      <td>0.120805</td>\n",
       "      <td>0.327970</td>\n",
       "      <td>0.375839</td>\n",
       "      <td>0.397277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>14</td>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.36580</td>\n",
       "      <td>10.396000</td>\n",
       "      <td>-4.593960</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>22</td>\n",
       "      <td>2017-03-24 16:27</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.24890</td>\n",
       "      <td>32.797000</td>\n",
       "      <td>5.463090</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.367574</td>\n",
       "      <td>0.751678</td>\n",
       "      <td>0.039604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>72</td>\n",
       "      <td>2017-03-24 16:45</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41.08340</td>\n",
       "      <td>40.099000</td>\n",
       "      <td>-8.939600</td>\n",
       "      <td>0.741611</td>\n",
       "      <td>0.483911</td>\n",
       "      <td>0.983221</td>\n",
       "      <td>0.082921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>87</td>\n",
       "      <td>2017-03-24 16:51</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.28910</td>\n",
       "      <td>23.514900</td>\n",
       "      <td>-6.083890</td>\n",
       "      <td>0.671141</td>\n",
       "      <td>0.314356</td>\n",
       "      <td>0.835570</td>\n",
       "      <td>0.079208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>105</td>\n",
       "      <td>2017-03-24 17:01</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13.17040</td>\n",
       "      <td>-0.495049</td>\n",
       "      <td>-13.161100</td>\n",
       "      <td>0.134228</td>\n",
       "      <td>0.352723</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.357673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>16</td>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.86370</td>\n",
       "      <td>21.658400</td>\n",
       "      <td>7.325500</td>\n",
       "      <td>0.372483</td>\n",
       "      <td>0.308168</td>\n",
       "      <td>0.174497</td>\n",
       "      <td>0.091584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>21</td>\n",
       "      <td>2017-03-24 16:26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.37620</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-12.416100</td>\n",
       "      <td>0.295302</td>\n",
       "      <td>0.277228</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>30</td>\n",
       "      <td>2017-03-24 16:32</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.16780</td>\n",
       "      <td>16.955400</td>\n",
       "      <td>-8.939600</td>\n",
       "      <td>0.244966</td>\n",
       "      <td>0.454208</td>\n",
       "      <td>0.486577</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Tony Ma</th>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>99</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.77036</td>\n",
       "      <td>-8.663370</td>\n",
       "      <td>-1.365770</td>\n",
       "      <td>0.798658</td>\n",
       "      <td>0.320545</td>\n",
       "      <td>0.835570</td>\n",
       "      <td>0.407178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>103</td>\n",
       "      <td>2017-03-24 17:00</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.06420</td>\n",
       "      <td>9.158420</td>\n",
       "      <td>6.208050</td>\n",
       "      <td>0.577181</td>\n",
       "      <td>0.444307</td>\n",
       "      <td>0.409396</td>\n",
       "      <td>0.352723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tina Zhu</th>\n",
       "      <td>91</td>\n",
       "      <td>2017-03-24 16:54</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24.37300</td>\n",
       "      <td>5.074260</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.284653</td>\n",
       "      <td>0.332215</td>\n",
       "      <td>0.233911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   index           Created  Point  Possession  \\\n",
       "Thrower          Receiver                                                       \n",
       "#11 Momoka Goto  Cecilia Wu           46  2017-03-24 16:37      4           4   \n",
       "#22 Paul Simpson #11 Momoka Goto      45  2017-03-24 16:37      4           4   \n",
       "                 #19 Ben Wang          3  2017-03-24 16:16      1           1   \n",
       "                 #19 Ben Wang         39  2017-03-24 16:35      4           2   \n",
       "                 #19 Ben Wang        109  2017-03-24 17:10      9           1   \n",
       "                 #19 Ben Wang        124  2017-03-24 17:19     10           6   \n",
       "                 #19 Ben Wang        125  2017-03-24 17:19     10           7   \n",
       "                 #19 Ben Wang        140  2017-03-24 17:29     12           1   \n",
       "                 #19 Ben Wang        164  2017-03-24 17:44     17           1   \n",
       "                 #19 Ben Wang        165  2017-03-24 17:44     17           2   \n",
       "                 #19 Ben Wang        166  2017-03-24 17:45     17           3   \n",
       "                 #27 Daniel Zhang     37  2017-03-24 16:35      4           2   \n",
       "                 #27 Daniel Zhang     48  2017-03-24 16:37      4           4   \n",
       "                 #27 Daniel Zhang     51  2017-03-24 16:37      4           5   \n",
       "                 #27 Daniel Zhang     66  2017-03-24 16:41      4           9   \n",
       "                 #27 Daniel Zhang     70  2017-03-24 16:42      4          10   \n",
       "                 #27 Daniel Zhang     73  2017-03-24 16:46      5           2   \n",
       "                 #27 Daniel Zhang     78  2017-03-24 16:47      5           2   \n",
       "                 #27 Daniel Zhang     81  2017-03-24 16:49      6           1   \n",
       "                 #27 Daniel Zhang     83  2017-03-24 16:50      6           2   \n",
       "                 #27 Daniel Zhang     84  2017-03-24 16:50      6           3   \n",
       "                 #27 Daniel Zhang     89  2017-03-24 16:54      7           1   \n",
       "                 #27 Daniel Zhang    101  2017-03-24 16:57      7           5   \n",
       "                 #27 Daniel Zhang    119  2017-03-24 17:17     10           5   \n",
       "                 #27 Daniel Zhang    135  2017-03-24 17:26     11           5   \n",
       "                 #27 Daniel Zhang    138  2017-03-24 17:29     12           1   \n",
       "                 #27 Daniel Zhang    143  2017-03-24 17:29     12           2   \n",
       "                 #27 Daniel Zhang    144  2017-03-24 17:32     13           1   \n",
       "                 #27 Daniel Zhang    151  2017-03-24 17:38     15           1   \n",
       "                 #29 Tony Wu         159  2017-03-24 17:41     16           2   \n",
       "...                                  ...               ...    ...         ...   \n",
       "Joyce Wang       #22 Paul Simpson     56  2017-03-24 16:38      4           6   \n",
       "                 #22 Paul Simpson     94  2017-03-24 16:55      7           2   \n",
       "                 #22 Paul Simpson    108  2017-03-24 17:09      9           1   \n",
       "                 #22 Paul Simpson    147  2017-03-24 17:34     14           1   \n",
       "                 #22 Paul Simpson    153  2017-03-24 17:40     16           1   \n",
       "                 #22 Paul Simpson    161  2017-03-24 17:44     17           1   \n",
       "                 #27 Daniel Zhang     59  2017-03-24 16:39      4           7   \n",
       "                 #27 Daniel Zhang    158  2017-03-24 17:40     16           1   \n",
       "Tigger           #19 Ben Wang         17  2017-03-24 16:21      2           3   \n",
       "                 #19 Ben Wang         18  2017-03-24 16:23      2           4   \n",
       "                 #22 Paul Simpson      6  2017-03-24 16:16      1           2   \n",
       "                 #22 Paul Simpson     10  2017-03-24 16:17      1           4   \n",
       "                 #22 Paul Simpson     24  2017-03-24 16:28      3           4   \n",
       "                 #22 Paul Simpson     25  2017-03-24 16:29      3           5   \n",
       "                 #22 Paul Simpson     27  2017-03-24 16:30      3           6   \n",
       "                 #22 Paul Simpson     75  2017-03-24 16:47      5           2   \n",
       "                 #22 Paul Simpson     80  2017-03-24 16:49      6           1   \n",
       "                 #22 Paul Simpson     86  2017-03-24 16:50      6           3   \n",
       "                 #22 Paul Simpson    111  2017-03-24 17:11      9           2   \n",
       "                 #27 Daniel Zhang     14  2017-03-24 16:20      2           1   \n",
       "                 #27 Daniel Zhang     22  2017-03-24 16:27      3           2   \n",
       "                 #27 Daniel Zhang     72  2017-03-24 16:45      5           1   \n",
       "                 #27 Daniel Zhang     87  2017-03-24 16:51      6           4   \n",
       "                 #27 Daniel Zhang    105  2017-03-24 17:01      8           1   \n",
       "                 #41 Billy Ni         16  2017-03-24 16:21      2           2   \n",
       "                 #41 Billy Ni         21  2017-03-24 16:26      3           1   \n",
       "                 Joyce Wang           30  2017-03-24 16:32      3           8   \n",
       "Tony Ma          #27 Daniel Zhang     99  2017-03-24 16:57      7           5   \n",
       "                 #27 Daniel Zhang    103  2017-03-24 17:00      8           1   \n",
       "                 Tina Zhu             91  2017-03-24 16:54      7           1   \n",
       "\n",
       "                                   Turnover?  Thrower error?  Receiver error?  \\\n",
       "Thrower          Receiver                                                       \n",
       "#11 Momoka Goto  Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson #11 Momoka Goto           0               0                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              0               0                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #29 Tony Wu               1               1                0   \n",
       "...                                      ...             ...              ...   \n",
       "Joyce Wang       #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "Tigger           #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               0                1   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #41 Billy Ni              1               0                1   \n",
       "                 #41 Billy Ni              1               1                0   \n",
       "                 Joyce Wang                1               0                1   \n",
       "Tony Ma          #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 Tina Zhu                  1               1                0   \n",
       "\n",
       "                                   Throw to endzone?  Assist?  \\\n",
       "Thrower          Receiver                                       \n",
       "#11 Momoka Goto  Cecilia Wu                        0        0   \n",
       "#22 Paul Simpson #11 Momoka Goto                   0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      1        0   \n",
       "                 #19 Ben Wang                      1        1   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #29 Tony Wu                       0        0   \n",
       "...                                              ...      ...   \n",
       "Joyce Wang       #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "Tigger           #19 Ben Wang                      1        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        1   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        0   \n",
       "                 #27 Daniel Zhang                  1        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #41 Billy Ni                      1        0   \n",
       "                 #41 Billy Ni                      1        0   \n",
       "                 Joyce Wang                        0        0   \n",
       "Tony Ma          #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 Tina Zhu                          0        0   \n",
       "\n",
       "                                   Secondary assist?  \\\n",
       "Thrower          Receiver                              \n",
       "#11 Momoka Goto  Cecilia Wu                        0   \n",
       "#22 Paul Simpson #11 Momoka Goto                   0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #29 Tony Wu                       0   \n",
       "...                                              ...   \n",
       "Joyce Wang       #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  1   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "Tigger           #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  1   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #41 Billy Ni                      0   \n",
       "                 #41 Billy Ni                      0   \n",
       "                 Joyce Wang                        0   \n",
       "Tony Ma          #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 Tina Zhu                          0   \n",
       "\n",
       "                                                                 ...                                 \\\n",
       "Thrower          Receiver                                        ...                                  \n",
       "#11 Momoka Goto  Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson #11 Momoka Goto                                 ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #29 Tony Wu                                     ...                                  \n",
       "...                                                              ...                                  \n",
       "Joyce Wang       #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "Tigger           #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #41 Billy Ni                                    ...                                  \n",
       "                 #41 Billy Ni                                    ...                                  \n",
       "                 Joyce Wang                                      ...                                  \n",
       "Tony Ma          #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 Tina Zhu                                        ...                                  \n",
       "\n",
       "                                   Dump?  From sideline?  To sideline?  \\\n",
       "Thrower          Receiver                                                \n",
       "#11 Momoka Goto  Cecilia Wu            1               1             1   \n",
       "#22 Paul Simpson #11 Momoka Goto       0               0             1   \n",
       "                 #19 Ben Wang          0               1             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          1               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               1             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             1   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #29 Tony Wu           0               1             0   \n",
       "...                                  ...             ...           ...   \n",
       "Joyce Wang       #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      1               0             0   \n",
       "                 #22 Paul Simpson      1               0             1   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #27 Daniel Zhang      0               1             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "Tigger           #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      0               1             0   \n",
       "                 #22 Paul Simpson      1               1             1   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #41 Billy Ni          0               0             0   \n",
       "                 #41 Billy Ni          0               0             0   \n",
       "                 Joyce Wang            0               0             0   \n",
       "Tony Ma          #27 Daniel Zhang      1               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 Tina Zhu              0               1             0   \n",
       "\n",
       "                                   Distance (m)  Forward distance (m)  \\\n",
       "Thrower          Receiver                                               \n",
       "#11 Momoka Goto  Cecilia Wu            11.20180            -10.519800   \n",
       "#22 Paul Simpson #11 Momoka Goto       23.87100             21.287100   \n",
       "                 #19 Ben Wang          44.46250             36.014900   \n",
       "                 #19 Ben Wang          18.74660             18.564400   \n",
       "                 #19 Ben Wang          20.44850            -19.925700   \n",
       "                 #19 Ben Wang          26.94130             21.287100   \n",
       "                 #19 Ben Wang          45.76540             45.668300   \n",
       "                 #19 Ben Wang          20.23940             16.707900   \n",
       "                 #19 Ben Wang          20.90430             20.420800   \n",
       "                 #19 Ben Wang          25.16160              7.673270   \n",
       "                 #19 Ben Wang          30.59980             30.569300   \n",
       "                 #27 Daniel Zhang      13.28000              6.559410   \n",
       "                 #27 Daniel Zhang      17.50800              5.816840   \n",
       "                 #27 Daniel Zhang      19.45470             -3.589110   \n",
       "                 #27 Daniel Zhang      19.41190             14.604000   \n",
       "                 #27 Daniel Zhang      40.63680             40.594100   \n",
       "                 #27 Daniel Zhang      13.96850             12.747500   \n",
       "                 #27 Daniel Zhang      36.80460             36.757400   \n",
       "                 #27 Daniel Zhang      21.49380             15.841600   \n",
       "                 #27 Daniel Zhang      16.79100              0.990099   \n",
       "                 #27 Daniel Zhang      19.66440             18.440600   \n",
       "                 #27 Daniel Zhang      17.33810              6.930700   \n",
       "                 #27 Daniel Zhang      12.39980             12.005000   \n",
       "                 #27 Daniel Zhang      22.21700             17.326700   \n",
       "                 #27 Daniel Zhang       9.57203              7.178220   \n",
       "                 #27 Daniel Zhang      16.85910             12.623800   \n",
       "                 #27 Daniel Zhang      52.01810             51.856400   \n",
       "                 #27 Daniel Zhang      24.18140             21.039600   \n",
       "                 #27 Daniel Zhang      33.19150             27.722800   \n",
       "                 #29 Tony Wu           32.84960             31.311900   \n",
       "...                                         ...                   ...   \n",
       "Joyce Wang       #22 Paul Simpson      11.31960             -6.435640   \n",
       "                 #22 Paul Simpson      17.52090             16.336600   \n",
       "                 #22 Paul Simpson      12.19740             -9.034650   \n",
       "                 #22 Paul Simpson      10.09830             -9.900990   \n",
       "                 #22 Paul Simpson      10.41970             -6.435640   \n",
       "                 #22 Paul Simpson      10.41400              9.900990   \n",
       "                 #27 Daniel Zhang      11.68230             11.262400   \n",
       "                 #27 Daniel Zhang      16.48050             11.509900   \n",
       "Tigger           #19 Ben Wang          25.12410             25.123800   \n",
       "                 #19 Ben Wang          37.34820             30.198000   \n",
       "                 #22 Paul Simpson      14.07430             -1.113860   \n",
       "                 #22 Paul Simpson      40.74600             33.044600   \n",
       "                 #22 Paul Simpson      14.20090             14.108900   \n",
       "                 #22 Paul Simpson      12.62600              6.930690   \n",
       "                 #22 Paul Simpson      31.71130             30.074300   \n",
       "                 #22 Paul Simpson      10.45310             -9.900990   \n",
       "                 #22 Paul Simpson      21.26370            -11.509900   \n",
       "                 #22 Paul Simpson      34.76320             34.158400   \n",
       "                 #22 Paul Simpson      11.70800             -6.930690   \n",
       "                 #27 Daniel Zhang      11.36580             10.396000   \n",
       "                 #27 Daniel Zhang      33.24890             32.797000   \n",
       "                 #27 Daniel Zhang      41.08340             40.099000   \n",
       "                 #27 Daniel Zhang      24.28910             23.514900   \n",
       "                 #27 Daniel Zhang      13.17040             -0.495049   \n",
       "                 #41 Billy Ni          22.86370             21.658400   \n",
       "                 #41 Billy Ni          30.37620             27.722800   \n",
       "                 Joyce Wang            19.16780             16.955400   \n",
       "Tony Ma          #27 Daniel Zhang       8.77036             -8.663370   \n",
       "                 #27 Daniel Zhang      11.06420              9.158420   \n",
       "                 Tina Zhu              24.37300              5.074260   \n",
       "\n",
       "                                   Left-to-right distance (m)  \\\n",
       "Thrower          Receiver                                       \n",
       "#11 Momoka Goto  Cecilia Wu                          3.848990   \n",
       "#22 Paul Simpson #11 Momoka Goto                    10.802000   \n",
       "                 #19 Ben Wang                       26.073800   \n",
       "                 #19 Ben Wang                        2.607380   \n",
       "                 #19 Ben Wang                        4.593960   \n",
       "                 #19 Ben Wang                      -16.513400   \n",
       "                 #19 Ben Wang                       -2.979870   \n",
       "                 #19 Ben Wang                      -11.422800   \n",
       "                 #19 Ben Wang                        4.469800   \n",
       "                 #19 Ben Wang                      -23.963100   \n",
       "                 #19 Ben Wang                        1.365770   \n",
       "                 #27 Daniel Zhang                  -11.547000   \n",
       "                 #27 Daniel Zhang                  -16.513400   \n",
       "                 #27 Daniel Zhang                   19.120800   \n",
       "                 #27 Daniel Zhang                  -12.788600   \n",
       "                 #27 Daniel Zhang                    1.862420   \n",
       "                 #27 Daniel Zhang                   -5.711410   \n",
       "                 #27 Daniel Zhang                    1.862420   \n",
       "                 #27 Daniel Zhang                  -14.526800   \n",
       "                 #27 Daniel Zhang                  -16.761700   \n",
       "                 #27 Daniel Zhang                   -6.828860   \n",
       "                 #27 Daniel Zhang                  -15.892600   \n",
       "                 #27 Daniel Zhang                    3.104030   \n",
       "                 #27 Daniel Zhang                  -13.906000   \n",
       "                 #27 Daniel Zhang                   -6.332220   \n",
       "                 #27 Daniel Zhang                  -11.174500   \n",
       "                 #27 Daniel Zhang                   -4.097320   \n",
       "                 #27 Daniel Zhang                  -11.919500   \n",
       "                 #27 Daniel Zhang                  -18.251700   \n",
       "                 #29 Tony Wu                         9.932880   \n",
       "...                                                       ...   \n",
       "Joyce Wang       #22 Paul Simpson                    9.312080   \n",
       "                 #22 Paul Simpson                   -6.332220   \n",
       "                 #22 Paul Simpson                    8.194630   \n",
       "                 #22 Paul Simpson                   -1.986580   \n",
       "                 #22 Paul Simpson                    8.194630   \n",
       "                 #22 Paul Simpson                   -3.228190   \n",
       "                 #27 Daniel Zhang                    3.104030   \n",
       "                 #27 Daniel Zhang                   11.795300   \n",
       "Tigger           #19 Ben Wang                       -0.124161   \n",
       "                 #19 Ben Wang                       21.976500   \n",
       "                 #22 Paul Simpson                  -14.030200   \n",
       "                 #22 Paul Simpson                   23.838900   \n",
       "                 #22 Paul Simpson                   -1.614090   \n",
       "                 #22 Paul Simpson                  -10.553700   \n",
       "                 #22 Paul Simpson                  -10.057000   \n",
       "                 #22 Paul Simpson                    3.352350   \n",
       "                 #22 Paul Simpson                   17.879200   \n",
       "                 #22 Paul Simpson                    6.456380   \n",
       "                 #22 Paul Simpson                   -9.436240   \n",
       "                 #27 Daniel Zhang                   -4.593960   \n",
       "                 #27 Daniel Zhang                    5.463090   \n",
       "                 #27 Daniel Zhang                   -8.939600   \n",
       "                 #27 Daniel Zhang                   -6.083890   \n",
       "                 #27 Daniel Zhang                  -13.161100   \n",
       "                 #41 Billy Ni                        7.325500   \n",
       "                 #41 Billy Ni                      -12.416100   \n",
       "                 Joyce Wang                         -8.939600   \n",
       "Tony Ma          #27 Daniel Zhang                   -1.365770   \n",
       "                 #27 Daniel Zhang                    6.208050   \n",
       "                 Tina Zhu                           23.838900   \n",
       "\n",
       "                                   Start X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower          Receiver                                                               \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.144295    \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.436242    \n",
       "                 #19 Ben Wang                                               0.959732    \n",
       "                 #19 Ben Wang                                               0.429530    \n",
       "                 #19 Ben Wang                                               0.322148    \n",
       "                 #19 Ben Wang                                               0.328859    \n",
       "                 #19 Ben Wang                                               0.446309    \n",
       "                 #19 Ben Wang                                               0.533557    \n",
       "                 #19 Ben Wang                                               0.510067    \n",
       "                 #19 Ben Wang                                               0.043624    \n",
       "                 #19 Ben Wang                                               0.278524    \n",
       "                 #27 Daniel Zhang                                           0.466443    \n",
       "                 #27 Daniel Zhang                                           0.385906    \n",
       "                 #27 Daniel Zhang                                           0.953020    \n",
       "                 #27 Daniel Zhang                                           0.476510    \n",
       "                 #27 Daniel Zhang                                           0.902685    \n",
       "                 #27 Daniel Zhang                                           0.711409    \n",
       "                 #27 Daniel Zhang                                           0.664430    \n",
       "                 #27 Daniel Zhang                                           0.453020    \n",
       "                 #27 Daniel Zhang                                           0.043624    \n",
       "                 #27 Daniel Zhang                                           0.560403    \n",
       "                 #27 Daniel Zhang                                           0.409396    \n",
       "                 #27 Daniel Zhang                                           0.224832    \n",
       "                 #27 Daniel Zhang                                           0.416107    \n",
       "                 #27 Daniel Zhang                                           0.714765    \n",
       "                 #27 Daniel Zhang                                           0.510067    \n",
       "                 #27 Daniel Zhang                                           0.130872    \n",
       "                 #27 Daniel Zhang                                           0.540268    \n",
       "                 #27 Daniel Zhang                                           0.194631    \n",
       "                 #29 Tony Wu                                                0.976510    \n",
       "...                                                                              ...    \n",
       "Joyce Wang       #22 Paul Simpson                                           0.926175    \n",
       "                 #22 Paul Simpson                                           0.828859    \n",
       "                 #22 Paul Simpson                                           0.543624    \n",
       "                 #22 Paul Simpson                                           0.815436    \n",
       "                 #22 Paul Simpson                                           0.916107    \n",
       "                 #22 Paul Simpson                                           0.815436    \n",
       "                 #27 Daniel Zhang                                           0.114094    \n",
       "                 #27 Daniel Zhang                                           0.808725    \n",
       "Tigger           #19 Ben Wang                                               0.496644    \n",
       "                 #19 Ben Wang                                               0.795302    \n",
       "                 #22 Paul Simpson                                           0.546980    \n",
       "                 #22 Paul Simpson                                           0.755034    \n",
       "                 #22 Paul Simpson                                           0.560403    \n",
       "                 #22 Paul Simpson                                           0.540268    \n",
       "                 #22 Paul Simpson                                           0.097315    \n",
       "                 #22 Paul Simpson                                           0.949664    \n",
       "                 #22 Paul Simpson                                           0.936242    \n",
       "                 #22 Paul Simpson                                           0.630872    \n",
       "                 #22 Paul Simpson                                           0.120805    \n",
       "                 #27 Daniel Zhang                                           0.758389    \n",
       "                 #27 Daniel Zhang                                           0.899329    \n",
       "                 #27 Daniel Zhang                                           0.741611    \n",
       "                 #27 Daniel Zhang                                           0.671141    \n",
       "                 #27 Daniel Zhang                                           0.134228    \n",
       "                 #41 Billy Ni                                               0.372483    \n",
       "                 #41 Billy Ni                                               0.295302    \n",
       "                 Joyce Wang                                                 0.244966    \n",
       "Tony Ma          #27 Daniel Zhang                                           0.798658    \n",
       "                 #27 Daniel Zhang                                           0.577181    \n",
       "                 Tina Zhu                                                   0.976510    \n",
       "\n",
       "                                   Start Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \\\n",
       "Thrower          Receiver                                                                               \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.569307                    \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.782178                    \n",
       "                 #19 Ben Wang                                               0.620049                    \n",
       "                 #19 Ben Wang                                               0.768564                    \n",
       "                 #19 Ben Wang                                               0.757426                    \n",
       "                 #19 Ben Wang                                               0.289604                    \n",
       "                 #19 Ben Wang                                               0.477723                    \n",
       "                 #19 Ben Wang                                               0.579208                    \n",
       "                 #19 Ben Wang                                               0.730198                    \n",
       "                 #19 Ben Wang                                               0.472772                    \n",
       "                 #19 Ben Wang                                               0.424505                    \n",
       "                 #27 Daniel Zhang                                           0.764852                    \n",
       "                 #27 Daniel Zhang                                           0.720297                    \n",
       "                 #27 Daniel Zhang                                           0.815594                    \n",
       "                 #27 Daniel Zhang                                           0.418317                    \n",
       "                 #27 Daniel Zhang                                           0.501238                    \n",
       "                 #27 Daniel Zhang                                           0.810644                    \n",
       "                 #27 Daniel Zhang                                           0.491337                    \n",
       "                 #27 Daniel Zhang                                           0.399752                    \n",
       "                 #27 Daniel Zhang                                           0.268564                    \n",
       "                 #27 Daniel Zhang                                           0.756188                    \n",
       "                 #27 Daniel Zhang                                           0.794554                    \n",
       "                 #27 Daniel Zhang                                           0.195545                    \n",
       "                 #27 Daniel Zhang                                           0.898515                    \n",
       "                 #27 Daniel Zhang                                           0.719059                    \n",
       "                 #27 Daniel Zhang                                           0.707921                    \n",
       "                 #27 Daniel Zhang                                           0.551980                    \n",
       "                 #27 Daniel Zhang                                           0.503713                    \n",
       "                 #27 Daniel Zhang                                           0.561881                    \n",
       "                 #29 Tony Wu                                                0.845297                    \n",
       "...                                                                              ...                    \n",
       "Joyce Wang       #22 Paul Simpson                                           0.714109                    \n",
       "                 #22 Paul Simpson                                           0.256188                    \n",
       "                 #22 Paul Simpson                                           0.667079                    \n",
       "                 #22 Paul Simpson                                           0.289604                    \n",
       "                 #22 Paul Simpson                                           0.674505                    \n",
       "                 #22 Paul Simpson                                           0.560644                    \n",
       "                 #27 Daniel Zhang                                           0.397277                    \n",
       "                 #27 Daniel Zhang                                           0.633663                    \n",
       "Tigger           #19 Ben Wang                                               0.295792                    \n",
       "                 #19 Ben Wang                                               0.542079                    \n",
       "                 #22 Paul Simpson                                           0.544554                    \n",
       "                 #22 Paul Simpson                                           0.466584                    \n",
       "                 #22 Paul Simpson                                           0.288366                    \n",
       "                 #22 Paul Simpson                                           0.315594                    \n",
       "                 #22 Paul Simpson                                           0.306931                    \n",
       "                 #22 Paul Simpson                                           0.539604                    \n",
       "                 #22 Paul Simpson                                           0.284653                    \n",
       "                 #22 Paul Simpson                                           0.483911                    \n",
       "                 #22 Paul Simpson                                           0.327970                    \n",
       "                 #27 Daniel Zhang                                           0.695545                    \n",
       "                 #27 Daniel Zhang                                           0.367574                    \n",
       "                 #27 Daniel Zhang                                           0.483911                    \n",
       "                 #27 Daniel Zhang                                           0.314356                    \n",
       "                 #27 Daniel Zhang                                           0.352723                    \n",
       "                 #41 Billy Ni                                               0.308168                    \n",
       "                 #41 Billy Ni                                               0.277228                    \n",
       "                 Joyce Wang                                                 0.454208                    \n",
       "Tony Ma          #27 Daniel Zhang                                           0.320545                    \n",
       "                 #27 Daniel Zhang                                           0.444307                    \n",
       "                 Tina Zhu                                                   0.284653                    \n",
       "\n",
       "                                   End X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower          Receiver                                                             \n",
       "#11 Momoka Goto  Cecilia Wu                                                0.040268   \n",
       "#22 Paul Simpson #11 Momoka Goto                                           0.144295   \n",
       "                 #19 Ben Wang                                              0.255034   \n",
       "                 #19 Ben Wang                                              0.359060   \n",
       "                 #19 Ben Wang                                              0.197987   \n",
       "                 #19 Ben Wang                                              0.775168   \n",
       "                 #19 Ben Wang                                              0.526846   \n",
       "                 #19 Ben Wang                                              0.842282   \n",
       "                 #19 Ben Wang                                              0.389262   \n",
       "                 #19 Ben Wang                                              0.691275   \n",
       "                 #19 Ben Wang                                              0.241611   \n",
       "                 #27 Daniel Zhang                                          0.778524   \n",
       "                 #27 Daniel Zhang                                          0.832215   \n",
       "                 #27 Daniel Zhang                                          0.436242   \n",
       "                 #27 Daniel Zhang                                          0.822148   \n",
       "                 #27 Daniel Zhang                                          0.852349   \n",
       "                 #27 Daniel Zhang                                          0.865772   \n",
       "                 #27 Daniel Zhang                                          0.614094   \n",
       "                 #27 Daniel Zhang                                          0.845638   \n",
       "                 #27 Daniel Zhang                                          0.496644   \n",
       "                 #27 Daniel Zhang                                          0.744966   \n",
       "                 #27 Daniel Zhang                                          0.838926   \n",
       "                 #27 Daniel Zhang                                          0.140940   \n",
       "                 #27 Daniel Zhang                                          0.791946   \n",
       "                 #27 Daniel Zhang                                          0.885906   \n",
       "                 #27 Daniel Zhang                                          0.812081   \n",
       "                 #27 Daniel Zhang                                          0.241611   \n",
       "                 #27 Daniel Zhang                                          0.862416   \n",
       "                 #27 Daniel Zhang                                          0.687919   \n",
       "                 #29 Tony Wu                                               0.708054   \n",
       "...                                                                             ...   \n",
       "Joyce Wang       #22 Paul Simpson                                          0.674497   \n",
       "                 #22 Paul Simpson                                          1.000000   \n",
       "                 #22 Paul Simpson                                          0.322148   \n",
       "                 #22 Paul Simpson                                          0.869128   \n",
       "                 #22 Paul Simpson                                          0.694631   \n",
       "                 #22 Paul Simpson                                          0.902685   \n",
       "                 #27 Daniel Zhang                                          0.030201   \n",
       "                 #27 Daniel Zhang                                          0.489933   \n",
       "Tigger           #19 Ben Wang                                              0.500000   \n",
       "                 #19 Ben Wang                                              0.201342   \n",
       "                 #22 Paul Simpson                                          0.926175   \n",
       "                 #22 Paul Simpson                                          0.110738   \n",
       "                 #22 Paul Simpson                                          0.604027   \n",
       "                 #22 Paul Simpson                                          0.825503   \n",
       "                 #22 Paul Simpson                                          0.369128   \n",
       "                 #22 Paul Simpson                                          0.859060   \n",
       "                 #22 Paul Simpson                                          0.453020   \n",
       "                 #22 Paul Simpson                                          0.456376   \n",
       "                 #22 Paul Simpson                                          0.375839   \n",
       "                 #27 Daniel Zhang                                          0.882550   \n",
       "                 #27 Daniel Zhang                                          0.751678   \n",
       "                 #27 Daniel Zhang                                          0.983221   \n",
       "                 #27 Daniel Zhang                                          0.835570   \n",
       "                 #27 Daniel Zhang                                          0.489933   \n",
       "                 #41 Billy Ni                                              0.174497   \n",
       "                 #41 Billy Ni                                              0.630872   \n",
       "                 Joyce Wang                                                0.486577   \n",
       "Tony Ma          #27 Daniel Zhang                                          0.835570   \n",
       "                 #27 Daniel Zhang                                          0.409396   \n",
       "                 Tina Zhu                                                  0.332215   \n",
       "\n",
       "                                   End Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \n",
       "Thrower          Receiver                                                                            \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.674505                 \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.569307                 \n",
       "                 #19 Ben Wang                                               0.259901                 \n",
       "                 #19 Ben Wang                                               0.582921                 \n",
       "                 #19 Ben Wang                                               0.956683                 \n",
       "                 #19 Ben Wang                                               0.076733                 \n",
       "                 #19 Ben Wang                                               0.021040                 \n",
       "                 #19 Ben Wang                                               0.412129                 \n",
       "                 #19 Ben Wang                                               0.525990                 \n",
       "                 #19 Ben Wang                                               0.396040                 \n",
       "                 #19 Ben Wang                                               0.118812                 \n",
       "                 #27 Daniel Zhang                                           0.699257                 \n",
       "                 #27 Daniel Zhang                                           0.662129                 \n",
       "                 #27 Daniel Zhang                                           0.851485                 \n",
       "                 #27 Daniel Zhang                                           0.272277                 \n",
       "                 #27 Daniel Zhang                                           0.095297                 \n",
       "                 #27 Daniel Zhang                                           0.683168                 \n",
       "                 #27 Daniel Zhang                                           0.123762                 \n",
       "                 #27 Daniel Zhang                                           0.241337                 \n",
       "                 #27 Daniel Zhang                                           0.258663                 \n",
       "                 #27 Daniel Zhang                                           0.571782                 \n",
       "                 #27 Daniel Zhang                                           0.725248                 \n",
       "                 #27 Daniel Zhang                                           0.075495                 \n",
       "                 #27 Daniel Zhang                                           0.725248                 \n",
       "                 #27 Daniel Zhang                                           0.647277                 \n",
       "                 #27 Daniel Zhang                                           0.581683                 \n",
       "                 #27 Daniel Zhang                                           0.033416                 \n",
       "                 #27 Daniel Zhang                                           0.293317                 \n",
       "                 #27 Daniel Zhang                                           0.284653                 \n",
       "                 #29 Tony Wu                                                0.532178                 \n",
       "...                                                                              ...                 \n",
       "Joyce Wang       #22 Paul Simpson                                           0.778465                 \n",
       "                 #22 Paul Simpson                                           0.092822                 \n",
       "                 #22 Paul Simpson                                           0.757426                 \n",
       "                 #22 Paul Simpson                                           0.388614                 \n",
       "                 #22 Paul Simpson                                           0.738861                 \n",
       "                 #22 Paul Simpson                                           0.461634                 \n",
       "                 #27 Daniel Zhang                                           0.284653                 \n",
       "                 #27 Daniel Zhang                                           0.518564                 \n",
       "Tigger           #19 Ben Wang                                               0.044555                 \n",
       "                 #19 Ben Wang                                               0.240099                 \n",
       "                 #22 Paul Simpson                                           0.555693                 \n",
       "                 #22 Paul Simpson                                           0.136139                 \n",
       "                 #22 Paul Simpson                                           0.147277                 \n",
       "                 #22 Paul Simpson                                           0.246287                 \n",
       "                 #22 Paul Simpson                                           0.006188                 \n",
       "                 #22 Paul Simpson                                           0.638614                 \n",
       "                 #22 Paul Simpson                                           0.399752                 \n",
       "                 #22 Paul Simpson                                           0.142327                 \n",
       "                 #22 Paul Simpson                                           0.397277                 \n",
       "                 #27 Daniel Zhang                                           0.591584                 \n",
       "                 #27 Daniel Zhang                                           0.039604                 \n",
       "                 #27 Daniel Zhang                                           0.082921                 \n",
       "                 #27 Daniel Zhang                                           0.079208                 \n",
       "                 #27 Daniel Zhang                                           0.357673                 \n",
       "                 #41 Billy Ni                                               0.091584                 \n",
       "                 #41 Billy Ni                                               0.000000                 \n",
       "                 Joyce Wang                                                 0.284653                 \n",
       "Tony Ma          #27 Daniel Zhang                                           0.407178                 \n",
       "                 #27 Daniel Zhang                                           0.352723                 \n",
       "                 Tina Zhu                                                   0.233911                 \n",
       "\n",
       "[167 rows x 22 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passing_df = passing_df.reset_index()\n",
    "passing_df = passing_df.set_index(['Thrower', 'Receiver'])\n",
    "passing_df.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Created</th>\n",
       "      <th>Point</th>\n",
       "      <th>Possession</th>\n",
       "      <th>Turnover?</th>\n",
       "      <th>Thrower error?</th>\n",
       "      <th>Receiver error?</th>\n",
       "      <th>Throw to endzone?</th>\n",
       "      <th>Assist?</th>\n",
       "      <th>Secondary assist?</th>\n",
       "      <th>...</th>\n",
       "      <th>Dump?</th>\n",
       "      <th>From sideline?</th>\n",
       "      <th>To sideline?</th>\n",
       "      <th>Distance (m)</th>\n",
       "      <th>Forward distance (m)</th>\n",
       "      <th>Left-to-right distance (m)</th>\n",
       "      <th>Start X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>Start Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "      <th>End X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>End Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thrower</th>\n",
       "      <th>Receiver</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>#11 Momoka Goto</th>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>46</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.20180</td>\n",
       "      <td>-10.519800</td>\n",
       "      <td>3.848990</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.569307</td>\n",
       "      <td>0.040268</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"29\" valign=\"top\">#22 Paul Simpson</th>\n",
       "      <th>#11 Momoka Goto</th>\n",
       "      <td>45</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23.87100</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>10.802000</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.782178</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.569307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44.46250</td>\n",
       "      <td>36.014900</td>\n",
       "      <td>26.073800</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>39</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18.74660</td>\n",
       "      <td>18.564400</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.429530</td>\n",
       "      <td>0.768564</td>\n",
       "      <td>0.359060</td>\n",
       "      <td>0.582921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>109</td>\n",
       "      <td>2017-03-24 17:10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.44850</td>\n",
       "      <td>-19.925700</td>\n",
       "      <td>4.593960</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.757426</td>\n",
       "      <td>0.197987</td>\n",
       "      <td>0.956683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>124</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.94130</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.328859</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.775168</td>\n",
       "      <td>0.076733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>125</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45.76540</td>\n",
       "      <td>45.668300</td>\n",
       "      <td>-2.979870</td>\n",
       "      <td>0.446309</td>\n",
       "      <td>0.477723</td>\n",
       "      <td>0.526846</td>\n",
       "      <td>0.021040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>140</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.23940</td>\n",
       "      <td>16.707900</td>\n",
       "      <td>-11.422800</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.412129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>164</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.90430</td>\n",
       "      <td>20.420800</td>\n",
       "      <td>4.469800</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "      <td>0.389262</td>\n",
       "      <td>0.525990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>165</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.16160</td>\n",
       "      <td>7.673270</td>\n",
       "      <td>-23.963100</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.472772</td>\n",
       "      <td>0.691275</td>\n",
       "      <td>0.396040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>166</td>\n",
       "      <td>2017-03-24 17:45</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.59980</td>\n",
       "      <td>30.569300</td>\n",
       "      <td>1.365770</td>\n",
       "      <td>0.278524</td>\n",
       "      <td>0.424505</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.118812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>37</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.28000</td>\n",
       "      <td>6.559410</td>\n",
       "      <td>-11.547000</td>\n",
       "      <td>0.466443</td>\n",
       "      <td>0.764852</td>\n",
       "      <td>0.778524</td>\n",
       "      <td>0.699257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>48</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.50800</td>\n",
       "      <td>5.816840</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.385906</td>\n",
       "      <td>0.720297</td>\n",
       "      <td>0.832215</td>\n",
       "      <td>0.662129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>51</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19.45470</td>\n",
       "      <td>-3.589110</td>\n",
       "      <td>19.120800</td>\n",
       "      <td>0.953020</td>\n",
       "      <td>0.815594</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.851485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>66</td>\n",
       "      <td>2017-03-24 16:41</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.41190</td>\n",
       "      <td>14.604000</td>\n",
       "      <td>-12.788600</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.418317</td>\n",
       "      <td>0.822148</td>\n",
       "      <td>0.272277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>70</td>\n",
       "      <td>2017-03-24 16:42</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40.63680</td>\n",
       "      <td>40.594100</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.501238</td>\n",
       "      <td>0.852349</td>\n",
       "      <td>0.095297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>73</td>\n",
       "      <td>2017-03-24 16:46</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13.96850</td>\n",
       "      <td>12.747500</td>\n",
       "      <td>-5.711410</td>\n",
       "      <td>0.711409</td>\n",
       "      <td>0.810644</td>\n",
       "      <td>0.865772</td>\n",
       "      <td>0.683168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>78</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.80460</td>\n",
       "      <td>36.757400</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.664430</td>\n",
       "      <td>0.491337</td>\n",
       "      <td>0.614094</td>\n",
       "      <td>0.123762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>81</td>\n",
       "      <td>2017-03-24 16:49</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.49380</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>-14.526800</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.399752</td>\n",
       "      <td>0.845638</td>\n",
       "      <td>0.241337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>83</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.79100</td>\n",
       "      <td>0.990099</td>\n",
       "      <td>-16.761700</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.268564</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.258663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>84</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.66440</td>\n",
       "      <td>18.440600</td>\n",
       "      <td>-6.828860</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.756188</td>\n",
       "      <td>0.744966</td>\n",
       "      <td>0.571782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>89</td>\n",
       "      <td>2017-03-24 16:54</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.33810</td>\n",
       "      <td>6.930700</td>\n",
       "      <td>-15.892600</td>\n",
       "      <td>0.409396</td>\n",
       "      <td>0.794554</td>\n",
       "      <td>0.838926</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>101</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.39980</td>\n",
       "      <td>12.005000</td>\n",
       "      <td>3.104030</td>\n",
       "      <td>0.224832</td>\n",
       "      <td>0.195545</td>\n",
       "      <td>0.140940</td>\n",
       "      <td>0.075495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>119</td>\n",
       "      <td>2017-03-24 17:17</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.21700</td>\n",
       "      <td>17.326700</td>\n",
       "      <td>-13.906000</td>\n",
       "      <td>0.416107</td>\n",
       "      <td>0.898515</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>135</td>\n",
       "      <td>2017-03-24 17:26</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.57203</td>\n",
       "      <td>7.178220</td>\n",
       "      <td>-6.332220</td>\n",
       "      <td>0.714765</td>\n",
       "      <td>0.719059</td>\n",
       "      <td>0.885906</td>\n",
       "      <td>0.647277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>138</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.85910</td>\n",
       "      <td>12.623800</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>143</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>52.01810</td>\n",
       "      <td>51.856400</td>\n",
       "      <td>-4.097320</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>144</td>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.18140</td>\n",
       "      <td>21.039600</td>\n",
       "      <td>-11.919500</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>151</td>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.19150</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-18.251700</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "      <td>0.687919</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#29 Tony Wu</th>\n",
       "      <td>159</td>\n",
       "      <td>2017-03-24 17:41</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>32.84960</td>\n",
       "      <td>31.311900</td>\n",
       "      <td>9.932880</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.845297</td>\n",
       "      <td>0.708054</td>\n",
       "      <td>0.532178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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 rowspan=\"8\" valign=\"top\">Joyce Wang</th>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>56</td>\n",
       "      <td>2017-03-24 16:38</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11.31960</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>9.312080</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.674497</td>\n",
       "      <td>0.778465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>94</td>\n",
       "      <td>2017-03-24 16:55</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17.52090</td>\n",
       "      <td>16.336600</td>\n",
       "      <td>-6.332220</td>\n",
       "      <td>0.828859</td>\n",
       "      <td>0.256188</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.092822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>108</td>\n",
       "      <td>2017-03-24 17:09</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.19740</td>\n",
       "      <td>-9.034650</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.543624</td>\n",
       "      <td>0.667079</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.757426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>147</td>\n",
       "      <td>2017-03-24 17:34</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.09830</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>-1.986580</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>153</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10.41970</td>\n",
       "      <td>-6.435640</td>\n",
       "      <td>8.194630</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>161</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10.41400</td>\n",
       "      <td>9.900990</td>\n",
       "      <td>-3.228190</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>59</td>\n",
       "      <td>2017-03-24 16:39</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.68230</td>\n",
       "      <td>11.262400</td>\n",
       "      <td>3.104030</td>\n",
       "      <td>0.114094</td>\n",
       "      <td>0.397277</td>\n",
       "      <td>0.030201</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>158</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.48050</td>\n",
       "      <td>11.509900</td>\n",
       "      <td>11.795300</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.518564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"19\" valign=\"top\">Tigger</th>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>17</td>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.12410</td>\n",
       "      <td>25.123800</td>\n",
       "      <td>-0.124161</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.295792</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.044555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>18</td>\n",
       "      <td>2017-03-24 16:23</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.34820</td>\n",
       "      <td>30.198000</td>\n",
       "      <td>21.976500</td>\n",
       "      <td>0.795302</td>\n",
       "      <td>0.542079</td>\n",
       "      <td>0.201342</td>\n",
       "      <td>0.240099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>6</td>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14.07430</td>\n",
       "      <td>-1.113860</td>\n",
       "      <td>-14.030200</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.544554</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>10</td>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>40.74600</td>\n",
       "      <td>33.044600</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.755034</td>\n",
       "      <td>0.466584</td>\n",
       "      <td>0.110738</td>\n",
       "      <td>0.136139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-03-24 16:28</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14.20090</td>\n",
       "      <td>14.108900</td>\n",
       "      <td>-1.614090</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.288366</td>\n",
       "      <td>0.604027</td>\n",
       "      <td>0.147277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>25</td>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12.62600</td>\n",
       "      <td>6.930690</td>\n",
       "      <td>-10.553700</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.315594</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>27</td>\n",
       "      <td>2017-03-24 16:30</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31.71130</td>\n",
       "      <td>30.074300</td>\n",
       "      <td>-10.057000</td>\n",
       "      <td>0.097315</td>\n",
       "      <td>0.306931</td>\n",
       "      <td>0.369128</td>\n",
       "      <td>0.006188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>75</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10.45310</td>\n",
       "      <td>-9.900990</td>\n",
       "      <td>3.352350</td>\n",
       "      <td>0.949664</td>\n",
       "      <td>0.539604</td>\n",
       "      <td>0.859060</td>\n",
       "      <td>0.638614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>80</td>\n",
       "      <td>2017-03-24 16:49</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.26370</td>\n",
       "      <td>-11.509900</td>\n",
       "      <td>17.879200</td>\n",
       "      <td>0.936242</td>\n",
       "      <td>0.284653</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.399752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>86</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.76320</td>\n",
       "      <td>34.158400</td>\n",
       "      <td>6.456380</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.483911</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.142327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#22 Paul Simpson</th>\n",
       "      <td>111</td>\n",
       "      <td>2017-03-24 17:11</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11.70800</td>\n",
       "      <td>-6.930690</td>\n",
       "      <td>-9.436240</td>\n",
       "      <td>0.120805</td>\n",
       "      <td>0.327970</td>\n",
       "      <td>0.375839</td>\n",
       "      <td>0.397277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>14</td>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11.36580</td>\n",
       "      <td>10.396000</td>\n",
       "      <td>-4.593960</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.591584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>22</td>\n",
       "      <td>2017-03-24 16:27</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33.24890</td>\n",
       "      <td>32.797000</td>\n",
       "      <td>5.463090</td>\n",
       "      <td>0.899329</td>\n",
       "      <td>0.367574</td>\n",
       "      <td>0.751678</td>\n",
       "      <td>0.039604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>72</td>\n",
       "      <td>2017-03-24 16:45</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>41.08340</td>\n",
       "      <td>40.099000</td>\n",
       "      <td>-8.939600</td>\n",
       "      <td>0.741611</td>\n",
       "      <td>0.483911</td>\n",
       "      <td>0.983221</td>\n",
       "      <td>0.082921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>87</td>\n",
       "      <td>2017-03-24 16:51</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.28910</td>\n",
       "      <td>23.514900</td>\n",
       "      <td>-6.083890</td>\n",
       "      <td>0.671141</td>\n",
       "      <td>0.314356</td>\n",
       "      <td>0.835570</td>\n",
       "      <td>0.079208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>105</td>\n",
       "      <td>2017-03-24 17:01</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13.17040</td>\n",
       "      <td>-0.495049</td>\n",
       "      <td>-13.161100</td>\n",
       "      <td>0.134228</td>\n",
       "      <td>0.352723</td>\n",
       "      <td>0.489933</td>\n",
       "      <td>0.357673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>16</td>\n",
       "      <td>2017-03-24 16:21</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.86370</td>\n",
       "      <td>21.658400</td>\n",
       "      <td>7.325500</td>\n",
       "      <td>0.372483</td>\n",
       "      <td>0.308168</td>\n",
       "      <td>0.174497</td>\n",
       "      <td>0.091584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>21</td>\n",
       "      <td>2017-03-24 16:26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.37620</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-12.416100</td>\n",
       "      <td>0.295302</td>\n",
       "      <td>0.277228</td>\n",
       "      <td>0.630872</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>30</td>\n",
       "      <td>2017-03-24 16:32</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.16780</td>\n",
       "      <td>16.955400</td>\n",
       "      <td>-8.939600</td>\n",
       "      <td>0.244966</td>\n",
       "      <td>0.454208</td>\n",
       "      <td>0.486577</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Tony Ma</th>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>99</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.77036</td>\n",
       "      <td>-8.663370</td>\n",
       "      <td>-1.365770</td>\n",
       "      <td>0.798658</td>\n",
       "      <td>0.320545</td>\n",
       "      <td>0.835570</td>\n",
       "      <td>0.407178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>103</td>\n",
       "      <td>2017-03-24 17:00</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.06420</td>\n",
       "      <td>9.158420</td>\n",
       "      <td>6.208050</td>\n",
       "      <td>0.577181</td>\n",
       "      <td>0.444307</td>\n",
       "      <td>0.409396</td>\n",
       "      <td>0.352723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tina Zhu</th>\n",
       "      <td>91</td>\n",
       "      <td>2017-03-24 16:54</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24.37300</td>\n",
       "      <td>5.074260</td>\n",
       "      <td>23.838900</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.284653</td>\n",
       "      <td>0.332215</td>\n",
       "      <td>0.233911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   index           Created  Point  Possession  \\\n",
       "Thrower          Receiver                                                       \n",
       "#11 Momoka Goto  Cecilia Wu           46  2017-03-24 16:37      4           4   \n",
       "#22 Paul Simpson #11 Momoka Goto      45  2017-03-24 16:37      4           4   \n",
       "                 #19 Ben Wang          3  2017-03-24 16:16      1           1   \n",
       "                 #19 Ben Wang         39  2017-03-24 16:35      4           2   \n",
       "                 #19 Ben Wang        109  2017-03-24 17:10      9           1   \n",
       "                 #19 Ben Wang        124  2017-03-24 17:19     10           6   \n",
       "                 #19 Ben Wang        125  2017-03-24 17:19     10           7   \n",
       "                 #19 Ben Wang        140  2017-03-24 17:29     12           1   \n",
       "                 #19 Ben Wang        164  2017-03-24 17:44     17           1   \n",
       "                 #19 Ben Wang        165  2017-03-24 17:44     17           2   \n",
       "                 #19 Ben Wang        166  2017-03-24 17:45     17           3   \n",
       "                 #27 Daniel Zhang     37  2017-03-24 16:35      4           2   \n",
       "                 #27 Daniel Zhang     48  2017-03-24 16:37      4           4   \n",
       "                 #27 Daniel Zhang     51  2017-03-24 16:37      4           5   \n",
       "                 #27 Daniel Zhang     66  2017-03-24 16:41      4           9   \n",
       "                 #27 Daniel Zhang     70  2017-03-24 16:42      4          10   \n",
       "                 #27 Daniel Zhang     73  2017-03-24 16:46      5           2   \n",
       "                 #27 Daniel Zhang     78  2017-03-24 16:47      5           2   \n",
       "                 #27 Daniel Zhang     81  2017-03-24 16:49      6           1   \n",
       "                 #27 Daniel Zhang     83  2017-03-24 16:50      6           2   \n",
       "                 #27 Daniel Zhang     84  2017-03-24 16:50      6           3   \n",
       "                 #27 Daniel Zhang     89  2017-03-24 16:54      7           1   \n",
       "                 #27 Daniel Zhang    101  2017-03-24 16:57      7           5   \n",
       "                 #27 Daniel Zhang    119  2017-03-24 17:17     10           5   \n",
       "                 #27 Daniel Zhang    135  2017-03-24 17:26     11           5   \n",
       "                 #27 Daniel Zhang    138  2017-03-24 17:29     12           1   \n",
       "                 #27 Daniel Zhang    143  2017-03-24 17:29     12           2   \n",
       "                 #27 Daniel Zhang    144  2017-03-24 17:32     13           1   \n",
       "                 #27 Daniel Zhang    151  2017-03-24 17:38     15           1   \n",
       "                 #29 Tony Wu         159  2017-03-24 17:41     16           2   \n",
       "...                                  ...               ...    ...         ...   \n",
       "Joyce Wang       #22 Paul Simpson     56  2017-03-24 16:38      4           6   \n",
       "                 #22 Paul Simpson     94  2017-03-24 16:55      7           2   \n",
       "                 #22 Paul Simpson    108  2017-03-24 17:09      9           1   \n",
       "                 #22 Paul Simpson    147  2017-03-24 17:34     14           1   \n",
       "                 #22 Paul Simpson    153  2017-03-24 17:40     16           1   \n",
       "                 #22 Paul Simpson    161  2017-03-24 17:44     17           1   \n",
       "                 #27 Daniel Zhang     59  2017-03-24 16:39      4           7   \n",
       "                 #27 Daniel Zhang    158  2017-03-24 17:40     16           1   \n",
       "Tigger           #19 Ben Wang         17  2017-03-24 16:21      2           3   \n",
       "                 #19 Ben Wang         18  2017-03-24 16:23      2           4   \n",
       "                 #22 Paul Simpson      6  2017-03-24 16:16      1           2   \n",
       "                 #22 Paul Simpson     10  2017-03-24 16:17      1           4   \n",
       "                 #22 Paul Simpson     24  2017-03-24 16:28      3           4   \n",
       "                 #22 Paul Simpson     25  2017-03-24 16:29      3           5   \n",
       "                 #22 Paul Simpson     27  2017-03-24 16:30      3           6   \n",
       "                 #22 Paul Simpson     75  2017-03-24 16:47      5           2   \n",
       "                 #22 Paul Simpson     80  2017-03-24 16:49      6           1   \n",
       "                 #22 Paul Simpson     86  2017-03-24 16:50      6           3   \n",
       "                 #22 Paul Simpson    111  2017-03-24 17:11      9           2   \n",
       "                 #27 Daniel Zhang     14  2017-03-24 16:20      2           1   \n",
       "                 #27 Daniel Zhang     22  2017-03-24 16:27      3           2   \n",
       "                 #27 Daniel Zhang     72  2017-03-24 16:45      5           1   \n",
       "                 #27 Daniel Zhang     87  2017-03-24 16:51      6           4   \n",
       "                 #27 Daniel Zhang    105  2017-03-24 17:01      8           1   \n",
       "                 #41 Billy Ni         16  2017-03-24 16:21      2           2   \n",
       "                 #41 Billy Ni         21  2017-03-24 16:26      3           1   \n",
       "                 Joyce Wang           30  2017-03-24 16:32      3           8   \n",
       "Tony Ma          #27 Daniel Zhang     99  2017-03-24 16:57      7           5   \n",
       "                 #27 Daniel Zhang    103  2017-03-24 17:00      8           1   \n",
       "                 Tina Zhu             91  2017-03-24 16:54      7           1   \n",
       "\n",
       "                                   Turnover?  Thrower error?  Receiver error?  \\\n",
       "Thrower          Receiver                                                       \n",
       "#11 Momoka Goto  Cecilia Wu                0               0                0   \n",
       "#22 Paul Simpson #11 Momoka Goto           0               0                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              0               0                0   \n",
       "                 #19 Ben Wang              1               0                1   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #29 Tony Wu               1               1                0   \n",
       "...                                      ...             ...              ...   \n",
       "Joyce Wang       #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "Tigger           #19 Ben Wang              1               1                0   \n",
       "                 #19 Ben Wang              1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               1                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #22 Paul Simpson          1               0                1   \n",
       "                 #22 Paul Simpson          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          1               1                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 #41 Billy Ni              1               0                1   \n",
       "                 #41 Billy Ni              1               1                0   \n",
       "                 Joyce Wang                1               0                1   \n",
       "Tony Ma          #27 Daniel Zhang          0               0                0   \n",
       "                 #27 Daniel Zhang          0               0                0   \n",
       "                 Tina Zhu                  1               1                0   \n",
       "\n",
       "                                   Throw to endzone?  Assist?  \\\n",
       "Thrower          Receiver                                       \n",
       "#11 Momoka Goto  Cecilia Wu                        0        0   \n",
       "#22 Paul Simpson #11 Momoka Goto                   0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      1        0   \n",
       "                 #19 Ben Wang                      1        1   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #19 Ben Wang                      1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #29 Tony Wu                       0        0   \n",
       "...                                              ...      ...   \n",
       "Joyce Wang       #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "Tigger           #19 Ben Wang                      1        0   \n",
       "                 #19 Ben Wang                      0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        1   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #22 Paul Simpson                  1        0   \n",
       "                 #22 Paul Simpson                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  1        0   \n",
       "                 #27 Daniel Zhang                  1        0   \n",
       "                 #27 Daniel Zhang                  1        1   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 #41 Billy Ni                      1        0   \n",
       "                 #41 Billy Ni                      1        0   \n",
       "                 Joyce Wang                        0        0   \n",
       "Tony Ma          #27 Daniel Zhang                  0        0   \n",
       "                 #27 Daniel Zhang                  0        0   \n",
       "                 Tina Zhu                          0        0   \n",
       "\n",
       "                                   Secondary assist?  \\\n",
       "Thrower          Receiver                              \n",
       "#11 Momoka Goto  Cecilia Wu                        0   \n",
       "#22 Paul Simpson #11 Momoka Goto                   0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #29 Tony Wu                       0   \n",
       "...                                              ...   \n",
       "Joyce Wang       #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  1   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "Tigger           #19 Ben Wang                      0   \n",
       "                 #19 Ben Wang                      0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  0   \n",
       "                 #22 Paul Simpson                  1   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 #41 Billy Ni                      0   \n",
       "                 #41 Billy Ni                      0   \n",
       "                 Joyce Wang                        0   \n",
       "Tony Ma          #27 Daniel Zhang                  0   \n",
       "                 #27 Daniel Zhang                  0   \n",
       "                 Tina Zhu                          0   \n",
       "\n",
       "                                                                 ...                                 \\\n",
       "Thrower          Receiver                                        ...                                  \n",
       "#11 Momoka Goto  Cecilia Wu                                      ...                                  \n",
       "#22 Paul Simpson #11 Momoka Goto                                 ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #29 Tony Wu                                     ...                                  \n",
       "...                                                              ...                                  \n",
       "Joyce Wang       #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "Tigger           #19 Ben Wang                                    ...                                  \n",
       "                 #19 Ben Wang                                    ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #22 Paul Simpson                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 #41 Billy Ni                                    ...                                  \n",
       "                 #41 Billy Ni                                    ...                                  \n",
       "                 Joyce Wang                                      ...                                  \n",
       "Tony Ma          #27 Daniel Zhang                                ...                                  \n",
       "                 #27 Daniel Zhang                                ...                                  \n",
       "                 Tina Zhu                                        ...                                  \n",
       "\n",
       "                                   Dump?  From sideline?  To sideline?  \\\n",
       "Thrower          Receiver                                                \n",
       "#11 Momoka Goto  Cecilia Wu            1               1             1   \n",
       "#22 Paul Simpson #11 Momoka Goto       0               0             1   \n",
       "                 #19 Ben Wang          0               1             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          1               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               1             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             1   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #29 Tony Wu           0               1             0   \n",
       "...                                  ...             ...           ...   \n",
       "Joyce Wang       #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      1               0             0   \n",
       "                 #22 Paul Simpson      1               0             1   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #27 Daniel Zhang      0               1             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "Tigger           #19 Ben Wang          0               0             0   \n",
       "                 #19 Ben Wang          0               0             0   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      0               0             1   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      0               1             0   \n",
       "                 #22 Paul Simpson      1               1             1   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #22 Paul Simpson      0               0             0   \n",
       "                 #22 Paul Simpson      1               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #27 Daniel Zhang      0               0             1   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 #27 Daniel Zhang      0               1             0   \n",
       "                 #41 Billy Ni          0               0             0   \n",
       "                 #41 Billy Ni          0               0             0   \n",
       "                 Joyce Wang            0               0             0   \n",
       "Tony Ma          #27 Daniel Zhang      1               0             0   \n",
       "                 #27 Daniel Zhang      0               0             0   \n",
       "                 Tina Zhu              0               1             0   \n",
       "\n",
       "                                   Distance (m)  Forward distance (m)  \\\n",
       "Thrower          Receiver                                               \n",
       "#11 Momoka Goto  Cecilia Wu            11.20180            -10.519800   \n",
       "#22 Paul Simpson #11 Momoka Goto       23.87100             21.287100   \n",
       "                 #19 Ben Wang          44.46250             36.014900   \n",
       "                 #19 Ben Wang          18.74660             18.564400   \n",
       "                 #19 Ben Wang          20.44850            -19.925700   \n",
       "                 #19 Ben Wang          26.94130             21.287100   \n",
       "                 #19 Ben Wang          45.76540             45.668300   \n",
       "                 #19 Ben Wang          20.23940             16.707900   \n",
       "                 #19 Ben Wang          20.90430             20.420800   \n",
       "                 #19 Ben Wang          25.16160              7.673270   \n",
       "                 #19 Ben Wang          30.59980             30.569300   \n",
       "                 #27 Daniel Zhang      13.28000              6.559410   \n",
       "                 #27 Daniel Zhang      17.50800              5.816840   \n",
       "                 #27 Daniel Zhang      19.45470             -3.589110   \n",
       "                 #27 Daniel Zhang      19.41190             14.604000   \n",
       "                 #27 Daniel Zhang      40.63680             40.594100   \n",
       "                 #27 Daniel Zhang      13.96850             12.747500   \n",
       "                 #27 Daniel Zhang      36.80460             36.757400   \n",
       "                 #27 Daniel Zhang      21.49380             15.841600   \n",
       "                 #27 Daniel Zhang      16.79100              0.990099   \n",
       "                 #27 Daniel Zhang      19.66440             18.440600   \n",
       "                 #27 Daniel Zhang      17.33810              6.930700   \n",
       "                 #27 Daniel Zhang      12.39980             12.005000   \n",
       "                 #27 Daniel Zhang      22.21700             17.326700   \n",
       "                 #27 Daniel Zhang       9.57203              7.178220   \n",
       "                 #27 Daniel Zhang      16.85910             12.623800   \n",
       "                 #27 Daniel Zhang      52.01810             51.856400   \n",
       "                 #27 Daniel Zhang      24.18140             21.039600   \n",
       "                 #27 Daniel Zhang      33.19150             27.722800   \n",
       "                 #29 Tony Wu           32.84960             31.311900   \n",
       "...                                         ...                   ...   \n",
       "Joyce Wang       #22 Paul Simpson      11.31960             -6.435640   \n",
       "                 #22 Paul Simpson      17.52090             16.336600   \n",
       "                 #22 Paul Simpson      12.19740             -9.034650   \n",
       "                 #22 Paul Simpson      10.09830             -9.900990   \n",
       "                 #22 Paul Simpson      10.41970             -6.435640   \n",
       "                 #22 Paul Simpson      10.41400              9.900990   \n",
       "                 #27 Daniel Zhang      11.68230             11.262400   \n",
       "                 #27 Daniel Zhang      16.48050             11.509900   \n",
       "Tigger           #19 Ben Wang          25.12410             25.123800   \n",
       "                 #19 Ben Wang          37.34820             30.198000   \n",
       "                 #22 Paul Simpson      14.07430             -1.113860   \n",
       "                 #22 Paul Simpson      40.74600             33.044600   \n",
       "                 #22 Paul Simpson      14.20090             14.108900   \n",
       "                 #22 Paul Simpson      12.62600              6.930690   \n",
       "                 #22 Paul Simpson      31.71130             30.074300   \n",
       "                 #22 Paul Simpson      10.45310             -9.900990   \n",
       "                 #22 Paul Simpson      21.26370            -11.509900   \n",
       "                 #22 Paul Simpson      34.76320             34.158400   \n",
       "                 #22 Paul Simpson      11.70800             -6.930690   \n",
       "                 #27 Daniel Zhang      11.36580             10.396000   \n",
       "                 #27 Daniel Zhang      33.24890             32.797000   \n",
       "                 #27 Daniel Zhang      41.08340             40.099000   \n",
       "                 #27 Daniel Zhang      24.28910             23.514900   \n",
       "                 #27 Daniel Zhang      13.17040             -0.495049   \n",
       "                 #41 Billy Ni          22.86370             21.658400   \n",
       "                 #41 Billy Ni          30.37620             27.722800   \n",
       "                 Joyce Wang            19.16780             16.955400   \n",
       "Tony Ma          #27 Daniel Zhang       8.77036             -8.663370   \n",
       "                 #27 Daniel Zhang      11.06420              9.158420   \n",
       "                 Tina Zhu              24.37300              5.074260   \n",
       "\n",
       "                                   Left-to-right distance (m)  \\\n",
       "Thrower          Receiver                                       \n",
       "#11 Momoka Goto  Cecilia Wu                          3.848990   \n",
       "#22 Paul Simpson #11 Momoka Goto                    10.802000   \n",
       "                 #19 Ben Wang                       26.073800   \n",
       "                 #19 Ben Wang                        2.607380   \n",
       "                 #19 Ben Wang                        4.593960   \n",
       "                 #19 Ben Wang                      -16.513400   \n",
       "                 #19 Ben Wang                       -2.979870   \n",
       "                 #19 Ben Wang                      -11.422800   \n",
       "                 #19 Ben Wang                        4.469800   \n",
       "                 #19 Ben Wang                      -23.963100   \n",
       "                 #19 Ben Wang                        1.365770   \n",
       "                 #27 Daniel Zhang                  -11.547000   \n",
       "                 #27 Daniel Zhang                  -16.513400   \n",
       "                 #27 Daniel Zhang                   19.120800   \n",
       "                 #27 Daniel Zhang                  -12.788600   \n",
       "                 #27 Daniel Zhang                    1.862420   \n",
       "                 #27 Daniel Zhang                   -5.711410   \n",
       "                 #27 Daniel Zhang                    1.862420   \n",
       "                 #27 Daniel Zhang                  -14.526800   \n",
       "                 #27 Daniel Zhang                  -16.761700   \n",
       "                 #27 Daniel Zhang                   -6.828860   \n",
       "                 #27 Daniel Zhang                  -15.892600   \n",
       "                 #27 Daniel Zhang                    3.104030   \n",
       "                 #27 Daniel Zhang                  -13.906000   \n",
       "                 #27 Daniel Zhang                   -6.332220   \n",
       "                 #27 Daniel Zhang                  -11.174500   \n",
       "                 #27 Daniel Zhang                   -4.097320   \n",
       "                 #27 Daniel Zhang                  -11.919500   \n",
       "                 #27 Daniel Zhang                  -18.251700   \n",
       "                 #29 Tony Wu                         9.932880   \n",
       "...                                                       ...   \n",
       "Joyce Wang       #22 Paul Simpson                    9.312080   \n",
       "                 #22 Paul Simpson                   -6.332220   \n",
       "                 #22 Paul Simpson                    8.194630   \n",
       "                 #22 Paul Simpson                   -1.986580   \n",
       "                 #22 Paul Simpson                    8.194630   \n",
       "                 #22 Paul Simpson                   -3.228190   \n",
       "                 #27 Daniel Zhang                    3.104030   \n",
       "                 #27 Daniel Zhang                   11.795300   \n",
       "Tigger           #19 Ben Wang                       -0.124161   \n",
       "                 #19 Ben Wang                       21.976500   \n",
       "                 #22 Paul Simpson                  -14.030200   \n",
       "                 #22 Paul Simpson                   23.838900   \n",
       "                 #22 Paul Simpson                   -1.614090   \n",
       "                 #22 Paul Simpson                  -10.553700   \n",
       "                 #22 Paul Simpson                  -10.057000   \n",
       "                 #22 Paul Simpson                    3.352350   \n",
       "                 #22 Paul Simpson                   17.879200   \n",
       "                 #22 Paul Simpson                    6.456380   \n",
       "                 #22 Paul Simpson                   -9.436240   \n",
       "                 #27 Daniel Zhang                   -4.593960   \n",
       "                 #27 Daniel Zhang                    5.463090   \n",
       "                 #27 Daniel Zhang                   -8.939600   \n",
       "                 #27 Daniel Zhang                   -6.083890   \n",
       "                 #27 Daniel Zhang                  -13.161100   \n",
       "                 #41 Billy Ni                        7.325500   \n",
       "                 #41 Billy Ni                      -12.416100   \n",
       "                 Joyce Wang                         -8.939600   \n",
       "Tony Ma          #27 Daniel Zhang                   -1.365770   \n",
       "                 #27 Daniel Zhang                    6.208050   \n",
       "                 Tina Zhu                           23.838900   \n",
       "\n",
       "                                   Start X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower          Receiver                                                               \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.144295    \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.436242    \n",
       "                 #19 Ben Wang                                               0.959732    \n",
       "                 #19 Ben Wang                                               0.429530    \n",
       "                 #19 Ben Wang                                               0.322148    \n",
       "                 #19 Ben Wang                                               0.328859    \n",
       "                 #19 Ben Wang                                               0.446309    \n",
       "                 #19 Ben Wang                                               0.533557    \n",
       "                 #19 Ben Wang                                               0.510067    \n",
       "                 #19 Ben Wang                                               0.043624    \n",
       "                 #19 Ben Wang                                               0.278524    \n",
       "                 #27 Daniel Zhang                                           0.466443    \n",
       "                 #27 Daniel Zhang                                           0.385906    \n",
       "                 #27 Daniel Zhang                                           0.953020    \n",
       "                 #27 Daniel Zhang                                           0.476510    \n",
       "                 #27 Daniel Zhang                                           0.902685    \n",
       "                 #27 Daniel Zhang                                           0.711409    \n",
       "                 #27 Daniel Zhang                                           0.664430    \n",
       "                 #27 Daniel Zhang                                           0.453020    \n",
       "                 #27 Daniel Zhang                                           0.043624    \n",
       "                 #27 Daniel Zhang                                           0.560403    \n",
       "                 #27 Daniel Zhang                                           0.409396    \n",
       "                 #27 Daniel Zhang                                           0.224832    \n",
       "                 #27 Daniel Zhang                                           0.416107    \n",
       "                 #27 Daniel Zhang                                           0.714765    \n",
       "                 #27 Daniel Zhang                                           0.510067    \n",
       "                 #27 Daniel Zhang                                           0.130872    \n",
       "                 #27 Daniel Zhang                                           0.540268    \n",
       "                 #27 Daniel Zhang                                           0.194631    \n",
       "                 #29 Tony Wu                                                0.976510    \n",
       "...                                                                              ...    \n",
       "Joyce Wang       #22 Paul Simpson                                           0.926175    \n",
       "                 #22 Paul Simpson                                           0.828859    \n",
       "                 #22 Paul Simpson                                           0.543624    \n",
       "                 #22 Paul Simpson                                           0.815436    \n",
       "                 #22 Paul Simpson                                           0.916107    \n",
       "                 #22 Paul Simpson                                           0.815436    \n",
       "                 #27 Daniel Zhang                                           0.114094    \n",
       "                 #27 Daniel Zhang                                           0.808725    \n",
       "Tigger           #19 Ben Wang                                               0.496644    \n",
       "                 #19 Ben Wang                                               0.795302    \n",
       "                 #22 Paul Simpson                                           0.546980    \n",
       "                 #22 Paul Simpson                                           0.755034    \n",
       "                 #22 Paul Simpson                                           0.560403    \n",
       "                 #22 Paul Simpson                                           0.540268    \n",
       "                 #22 Paul Simpson                                           0.097315    \n",
       "                 #22 Paul Simpson                                           0.949664    \n",
       "                 #22 Paul Simpson                                           0.936242    \n",
       "                 #22 Paul Simpson                                           0.630872    \n",
       "                 #22 Paul Simpson                                           0.120805    \n",
       "                 #27 Daniel Zhang                                           0.758389    \n",
       "                 #27 Daniel Zhang                                           0.899329    \n",
       "                 #27 Daniel Zhang                                           0.741611    \n",
       "                 #27 Daniel Zhang                                           0.671141    \n",
       "                 #27 Daniel Zhang                                           0.134228    \n",
       "                 #41 Billy Ni                                               0.372483    \n",
       "                 #41 Billy Ni                                               0.295302    \n",
       "                 Joyce Wang                                                 0.244966    \n",
       "Tony Ma          #27 Daniel Zhang                                           0.798658    \n",
       "                 #27 Daniel Zhang                                           0.577181    \n",
       "                 Tina Zhu                                                   0.976510    \n",
       "\n",
       "                                   Start Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \\\n",
       "Thrower          Receiver                                                                               \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.569307                    \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.782178                    \n",
       "                 #19 Ben Wang                                               0.620049                    \n",
       "                 #19 Ben Wang                                               0.768564                    \n",
       "                 #19 Ben Wang                                               0.757426                    \n",
       "                 #19 Ben Wang                                               0.289604                    \n",
       "                 #19 Ben Wang                                               0.477723                    \n",
       "                 #19 Ben Wang                                               0.579208                    \n",
       "                 #19 Ben Wang                                               0.730198                    \n",
       "                 #19 Ben Wang                                               0.472772                    \n",
       "                 #19 Ben Wang                                               0.424505                    \n",
       "                 #27 Daniel Zhang                                           0.764852                    \n",
       "                 #27 Daniel Zhang                                           0.720297                    \n",
       "                 #27 Daniel Zhang                                           0.815594                    \n",
       "                 #27 Daniel Zhang                                           0.418317                    \n",
       "                 #27 Daniel Zhang                                           0.501238                    \n",
       "                 #27 Daniel Zhang                                           0.810644                    \n",
       "                 #27 Daniel Zhang                                           0.491337                    \n",
       "                 #27 Daniel Zhang                                           0.399752                    \n",
       "                 #27 Daniel Zhang                                           0.268564                    \n",
       "                 #27 Daniel Zhang                                           0.756188                    \n",
       "                 #27 Daniel Zhang                                           0.794554                    \n",
       "                 #27 Daniel Zhang                                           0.195545                    \n",
       "                 #27 Daniel Zhang                                           0.898515                    \n",
       "                 #27 Daniel Zhang                                           0.719059                    \n",
       "                 #27 Daniel Zhang                                           0.707921                    \n",
       "                 #27 Daniel Zhang                                           0.551980                    \n",
       "                 #27 Daniel Zhang                                           0.503713                    \n",
       "                 #27 Daniel Zhang                                           0.561881                    \n",
       "                 #29 Tony Wu                                                0.845297                    \n",
       "...                                                                              ...                    \n",
       "Joyce Wang       #22 Paul Simpson                                           0.714109                    \n",
       "                 #22 Paul Simpson                                           0.256188                    \n",
       "                 #22 Paul Simpson                                           0.667079                    \n",
       "                 #22 Paul Simpson                                           0.289604                    \n",
       "                 #22 Paul Simpson                                           0.674505                    \n",
       "                 #22 Paul Simpson                                           0.560644                    \n",
       "                 #27 Daniel Zhang                                           0.397277                    \n",
       "                 #27 Daniel Zhang                                           0.633663                    \n",
       "Tigger           #19 Ben Wang                                               0.295792                    \n",
       "                 #19 Ben Wang                                               0.542079                    \n",
       "                 #22 Paul Simpson                                           0.544554                    \n",
       "                 #22 Paul Simpson                                           0.466584                    \n",
       "                 #22 Paul Simpson                                           0.288366                    \n",
       "                 #22 Paul Simpson                                           0.315594                    \n",
       "                 #22 Paul Simpson                                           0.306931                    \n",
       "                 #22 Paul Simpson                                           0.539604                    \n",
       "                 #22 Paul Simpson                                           0.284653                    \n",
       "                 #22 Paul Simpson                                           0.483911                    \n",
       "                 #22 Paul Simpson                                           0.327970                    \n",
       "                 #27 Daniel Zhang                                           0.695545                    \n",
       "                 #27 Daniel Zhang                                           0.367574                    \n",
       "                 #27 Daniel Zhang                                           0.483911                    \n",
       "                 #27 Daniel Zhang                                           0.314356                    \n",
       "                 #27 Daniel Zhang                                           0.352723                    \n",
       "                 #41 Billy Ni                                               0.308168                    \n",
       "                 #41 Billy Ni                                               0.277228                    \n",
       "                 Joyce Wang                                                 0.454208                    \n",
       "Tony Ma          #27 Daniel Zhang                                           0.320545                    \n",
       "                 #27 Daniel Zhang                                           0.444307                    \n",
       "                 Tina Zhu                                                   0.284653                    \n",
       "\n",
       "                                   End X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Thrower          Receiver                                                             \n",
       "#11 Momoka Goto  Cecilia Wu                                                0.040268   \n",
       "#22 Paul Simpson #11 Momoka Goto                                           0.144295   \n",
       "                 #19 Ben Wang                                              0.255034   \n",
       "                 #19 Ben Wang                                              0.359060   \n",
       "                 #19 Ben Wang                                              0.197987   \n",
       "                 #19 Ben Wang                                              0.775168   \n",
       "                 #19 Ben Wang                                              0.526846   \n",
       "                 #19 Ben Wang                                              0.842282   \n",
       "                 #19 Ben Wang                                              0.389262   \n",
       "                 #19 Ben Wang                                              0.691275   \n",
       "                 #19 Ben Wang                                              0.241611   \n",
       "                 #27 Daniel Zhang                                          0.778524   \n",
       "                 #27 Daniel Zhang                                          0.832215   \n",
       "                 #27 Daniel Zhang                                          0.436242   \n",
       "                 #27 Daniel Zhang                                          0.822148   \n",
       "                 #27 Daniel Zhang                                          0.852349   \n",
       "                 #27 Daniel Zhang                                          0.865772   \n",
       "                 #27 Daniel Zhang                                          0.614094   \n",
       "                 #27 Daniel Zhang                                          0.845638   \n",
       "                 #27 Daniel Zhang                                          0.496644   \n",
       "                 #27 Daniel Zhang                                          0.744966   \n",
       "                 #27 Daniel Zhang                                          0.838926   \n",
       "                 #27 Daniel Zhang                                          0.140940   \n",
       "                 #27 Daniel Zhang                                          0.791946   \n",
       "                 #27 Daniel Zhang                                          0.885906   \n",
       "                 #27 Daniel Zhang                                          0.812081   \n",
       "                 #27 Daniel Zhang                                          0.241611   \n",
       "                 #27 Daniel Zhang                                          0.862416   \n",
       "                 #27 Daniel Zhang                                          0.687919   \n",
       "                 #29 Tony Wu                                               0.708054   \n",
       "...                                                                             ...   \n",
       "Joyce Wang       #22 Paul Simpson                                          0.674497   \n",
       "                 #22 Paul Simpson                                          1.000000   \n",
       "                 #22 Paul Simpson                                          0.322148   \n",
       "                 #22 Paul Simpson                                          0.869128   \n",
       "                 #22 Paul Simpson                                          0.694631   \n",
       "                 #22 Paul Simpson                                          0.902685   \n",
       "                 #27 Daniel Zhang                                          0.030201   \n",
       "                 #27 Daniel Zhang                                          0.489933   \n",
       "Tigger           #19 Ben Wang                                              0.500000   \n",
       "                 #19 Ben Wang                                              0.201342   \n",
       "                 #22 Paul Simpson                                          0.926175   \n",
       "                 #22 Paul Simpson                                          0.110738   \n",
       "                 #22 Paul Simpson                                          0.604027   \n",
       "                 #22 Paul Simpson                                          0.825503   \n",
       "                 #22 Paul Simpson                                          0.369128   \n",
       "                 #22 Paul Simpson                                          0.859060   \n",
       "                 #22 Paul Simpson                                          0.453020   \n",
       "                 #22 Paul Simpson                                          0.456376   \n",
       "                 #22 Paul Simpson                                          0.375839   \n",
       "                 #27 Daniel Zhang                                          0.882550   \n",
       "                 #27 Daniel Zhang                                          0.751678   \n",
       "                 #27 Daniel Zhang                                          0.983221   \n",
       "                 #27 Daniel Zhang                                          0.835570   \n",
       "                 #27 Daniel Zhang                                          0.489933   \n",
       "                 #41 Billy Ni                                              0.174497   \n",
       "                 #41 Billy Ni                                              0.630872   \n",
       "                 Joyce Wang                                                0.486577   \n",
       "Tony Ma          #27 Daniel Zhang                                          0.835570   \n",
       "                 #27 Daniel Zhang                                          0.409396   \n",
       "                 Tina Zhu                                                  0.332215   \n",
       "\n",
       "                                   End Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \n",
       "Thrower          Receiver                                                                            \n",
       "#11 Momoka Goto  Cecilia Wu                                                 0.674505                 \n",
       "#22 Paul Simpson #11 Momoka Goto                                            0.569307                 \n",
       "                 #19 Ben Wang                                               0.259901                 \n",
       "                 #19 Ben Wang                                               0.582921                 \n",
       "                 #19 Ben Wang                                               0.956683                 \n",
       "                 #19 Ben Wang                                               0.076733                 \n",
       "                 #19 Ben Wang                                               0.021040                 \n",
       "                 #19 Ben Wang                                               0.412129                 \n",
       "                 #19 Ben Wang                                               0.525990                 \n",
       "                 #19 Ben Wang                                               0.396040                 \n",
       "                 #19 Ben Wang                                               0.118812                 \n",
       "                 #27 Daniel Zhang                                           0.699257                 \n",
       "                 #27 Daniel Zhang                                           0.662129                 \n",
       "                 #27 Daniel Zhang                                           0.851485                 \n",
       "                 #27 Daniel Zhang                                           0.272277                 \n",
       "                 #27 Daniel Zhang                                           0.095297                 \n",
       "                 #27 Daniel Zhang                                           0.683168                 \n",
       "                 #27 Daniel Zhang                                           0.123762                 \n",
       "                 #27 Daniel Zhang                                           0.241337                 \n",
       "                 #27 Daniel Zhang                                           0.258663                 \n",
       "                 #27 Daniel Zhang                                           0.571782                 \n",
       "                 #27 Daniel Zhang                                           0.725248                 \n",
       "                 #27 Daniel Zhang                                           0.075495                 \n",
       "                 #27 Daniel Zhang                                           0.725248                 \n",
       "                 #27 Daniel Zhang                                           0.647277                 \n",
       "                 #27 Daniel Zhang                                           0.581683                 \n",
       "                 #27 Daniel Zhang                                           0.033416                 \n",
       "                 #27 Daniel Zhang                                           0.293317                 \n",
       "                 #27 Daniel Zhang                                           0.284653                 \n",
       "                 #29 Tony Wu                                                0.532178                 \n",
       "...                                                                              ...                 \n",
       "Joyce Wang       #22 Paul Simpson                                           0.778465                 \n",
       "                 #22 Paul Simpson                                           0.092822                 \n",
       "                 #22 Paul Simpson                                           0.757426                 \n",
       "                 #22 Paul Simpson                                           0.388614                 \n",
       "                 #22 Paul Simpson                                           0.738861                 \n",
       "                 #22 Paul Simpson                                           0.461634                 \n",
       "                 #27 Daniel Zhang                                           0.284653                 \n",
       "                 #27 Daniel Zhang                                           0.518564                 \n",
       "Tigger           #19 Ben Wang                                               0.044555                 \n",
       "                 #19 Ben Wang                                               0.240099                 \n",
       "                 #22 Paul Simpson                                           0.555693                 \n",
       "                 #22 Paul Simpson                                           0.136139                 \n",
       "                 #22 Paul Simpson                                           0.147277                 \n",
       "                 #22 Paul Simpson                                           0.246287                 \n",
       "                 #22 Paul Simpson                                           0.006188                 \n",
       "                 #22 Paul Simpson                                           0.638614                 \n",
       "                 #22 Paul Simpson                                           0.399752                 \n",
       "                 #22 Paul Simpson                                           0.142327                 \n",
       "                 #22 Paul Simpson                                           0.397277                 \n",
       "                 #27 Daniel Zhang                                           0.591584                 \n",
       "                 #27 Daniel Zhang                                           0.039604                 \n",
       "                 #27 Daniel Zhang                                           0.082921                 \n",
       "                 #27 Daniel Zhang                                           0.079208                 \n",
       "                 #27 Daniel Zhang                                           0.357673                 \n",
       "                 #41 Billy Ni                                               0.091584                 \n",
       "                 #41 Billy Ni                                               0.000000                 \n",
       "                 Joyce Wang                                                 0.284653                 \n",
       "Tony Ma          #27 Daniel Zhang                                           0.407178                 \n",
       "                 #27 Daniel Zhang                                           0.352723                 \n",
       "                 Tina Zhu                                                   0.233911                 \n",
       "\n",
       "[167 rows x 22 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passing_df = passing_df.sort_index()\n",
    "passing_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Created</th>\n",
       "      <th>Point</th>\n",
       "      <th>Possession</th>\n",
       "      <th>Turnover?</th>\n",
       "      <th>Thrower error?</th>\n",
       "      <th>Receiver error?</th>\n",
       "      <th>Throw to endzone?</th>\n",
       "      <th>Assist?</th>\n",
       "      <th>Secondary assist?</th>\n",
       "      <th>...</th>\n",
       "      <th>Dump?</th>\n",
       "      <th>From sideline?</th>\n",
       "      <th>To sideline?</th>\n",
       "      <th>Distance (m)</th>\n",
       "      <th>Forward distance (m)</th>\n",
       "      <th>Left-to-right distance (m)</th>\n",
       "      <th>Start X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>Start Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "      <th>End X (0 -&gt; 1 = left sideline -&gt; right sideline)</th>\n",
       "      <th>End Y (0 -&gt; 1 = back of opponent endzone -&gt; back of own endzone)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Receiver</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>#11 Momoka Goto</th>\n",
       "      <td>45</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23.87100</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>10.802000</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.782178</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.569307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-03-24 16:16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>44.46250</td>\n",
       "      <td>36.014900</td>\n",
       "      <td>26.073800</td>\n",
       "      <td>0.959732</td>\n",
       "      <td>0.620049</td>\n",
       "      <td>0.255034</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>39</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18.74660</td>\n",
       "      <td>18.564400</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.429530</td>\n",
       "      <td>0.768564</td>\n",
       "      <td>0.359060</td>\n",
       "      <td>0.582921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>109</td>\n",
       "      <td>2017-03-24 17:10</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.44850</td>\n",
       "      <td>-19.925700</td>\n",
       "      <td>4.593960</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.757426</td>\n",
       "      <td>0.197987</td>\n",
       "      <td>0.956683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>124</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26.94130</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.328859</td>\n",
       "      <td>0.289604</td>\n",
       "      <td>0.775168</td>\n",
       "      <td>0.076733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>125</td>\n",
       "      <td>2017-03-24 17:19</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45.76540</td>\n",
       "      <td>45.668300</td>\n",
       "      <td>-2.979870</td>\n",
       "      <td>0.446309</td>\n",
       "      <td>0.477723</td>\n",
       "      <td>0.526846</td>\n",
       "      <td>0.021040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>140</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.23940</td>\n",
       "      <td>16.707900</td>\n",
       "      <td>-11.422800</td>\n",
       "      <td>0.533557</td>\n",
       "      <td>0.579208</td>\n",
       "      <td>0.842282</td>\n",
       "      <td>0.412129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>164</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.90430</td>\n",
       "      <td>20.420800</td>\n",
       "      <td>4.469800</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.730198</td>\n",
       "      <td>0.389262</td>\n",
       "      <td>0.525990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>165</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.16160</td>\n",
       "      <td>7.673270</td>\n",
       "      <td>-23.963100</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.472772</td>\n",
       "      <td>0.691275</td>\n",
       "      <td>0.396040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#19 Ben Wang</th>\n",
       "      <td>166</td>\n",
       "      <td>2017-03-24 17:45</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.59980</td>\n",
       "      <td>30.569300</td>\n",
       "      <td>1.365770</td>\n",
       "      <td>0.278524</td>\n",
       "      <td>0.424505</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.118812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>37</td>\n",
       "      <td>2017-03-24 16:35</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.28000</td>\n",
       "      <td>6.559410</td>\n",
       "      <td>-11.547000</td>\n",
       "      <td>0.466443</td>\n",
       "      <td>0.764852</td>\n",
       "      <td>0.778524</td>\n",
       "      <td>0.699257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>48</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.50800</td>\n",
       "      <td>5.816840</td>\n",
       "      <td>-16.513400</td>\n",
       "      <td>0.385906</td>\n",
       "      <td>0.720297</td>\n",
       "      <td>0.832215</td>\n",
       "      <td>0.662129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>51</td>\n",
       "      <td>2017-03-24 16:37</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19.45470</td>\n",
       "      <td>-3.589110</td>\n",
       "      <td>19.120800</td>\n",
       "      <td>0.953020</td>\n",
       "      <td>0.815594</td>\n",
       "      <td>0.436242</td>\n",
       "      <td>0.851485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>66</td>\n",
       "      <td>2017-03-24 16:41</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.41190</td>\n",
       "      <td>14.604000</td>\n",
       "      <td>-12.788600</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.418317</td>\n",
       "      <td>0.822148</td>\n",
       "      <td>0.272277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>70</td>\n",
       "      <td>2017-03-24 16:42</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40.63680</td>\n",
       "      <td>40.594100</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.501238</td>\n",
       "      <td>0.852349</td>\n",
       "      <td>0.095297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>73</td>\n",
       "      <td>2017-03-24 16:46</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13.96850</td>\n",
       "      <td>12.747500</td>\n",
       "      <td>-5.711410</td>\n",
       "      <td>0.711409</td>\n",
       "      <td>0.810644</td>\n",
       "      <td>0.865772</td>\n",
       "      <td>0.683168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>78</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36.80460</td>\n",
       "      <td>36.757400</td>\n",
       "      <td>1.862420</td>\n",
       "      <td>0.664430</td>\n",
       "      <td>0.491337</td>\n",
       "      <td>0.614094</td>\n",
       "      <td>0.123762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>81</td>\n",
       "      <td>2017-03-24 16:49</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.49380</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>-14.526800</td>\n",
       "      <td>0.453020</td>\n",
       "      <td>0.399752</td>\n",
       "      <td>0.845638</td>\n",
       "      <td>0.241337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>83</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16.79100</td>\n",
       "      <td>0.990099</td>\n",
       "      <td>-16.761700</td>\n",
       "      <td>0.043624</td>\n",
       "      <td>0.268564</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.258663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>84</td>\n",
       "      <td>2017-03-24 16:50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.66440</td>\n",
       "      <td>18.440600</td>\n",
       "      <td>-6.828860</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.756188</td>\n",
       "      <td>0.744966</td>\n",
       "      <td>0.571782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>89</td>\n",
       "      <td>2017-03-24 16:54</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17.33810</td>\n",
       "      <td>6.930700</td>\n",
       "      <td>-15.892600</td>\n",
       "      <td>0.409396</td>\n",
       "      <td>0.794554</td>\n",
       "      <td>0.838926</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>101</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.39980</td>\n",
       "      <td>12.005000</td>\n",
       "      <td>3.104030</td>\n",
       "      <td>0.224832</td>\n",
       "      <td>0.195545</td>\n",
       "      <td>0.140940</td>\n",
       "      <td>0.075495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>119</td>\n",
       "      <td>2017-03-24 17:17</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22.21700</td>\n",
       "      <td>17.326700</td>\n",
       "      <td>-13.906000</td>\n",
       "      <td>0.416107</td>\n",
       "      <td>0.898515</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.725248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>135</td>\n",
       "      <td>2017-03-24 17:26</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.57203</td>\n",
       "      <td>7.178220</td>\n",
       "      <td>-6.332220</td>\n",
       "      <td>0.714765</td>\n",
       "      <td>0.719059</td>\n",
       "      <td>0.885906</td>\n",
       "      <td>0.647277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>138</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16.85910</td>\n",
       "      <td>12.623800</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.707921</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.581683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>143</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>52.01810</td>\n",
       "      <td>51.856400</td>\n",
       "      <td>-4.097320</td>\n",
       "      <td>0.130872</td>\n",
       "      <td>0.551980</td>\n",
       "      <td>0.241611</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>144</td>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.18140</td>\n",
       "      <td>21.039600</td>\n",
       "      <td>-11.919500</td>\n",
       "      <td>0.540268</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.293317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#27 Daniel Zhang</th>\n",
       "      <td>151</td>\n",
       "      <td>2017-03-24 17:38</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.19150</td>\n",
       "      <td>27.722800</td>\n",
       "      <td>-18.251700</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.561881</td>\n",
       "      <td>0.687919</td>\n",
       "      <td>0.284653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#29 Tony Wu</th>\n",
       "      <td>159</td>\n",
       "      <td>2017-03-24 17:41</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>32.84960</td>\n",
       "      <td>31.311900</td>\n",
       "      <td>9.932880</td>\n",
       "      <td>0.976510</td>\n",
       "      <td>0.845297</td>\n",
       "      <td>0.708054</td>\n",
       "      <td>0.532178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#41 Billy Ni</th>\n",
       "      <td>19</td>\n",
       "      <td>2017-03-24 16:24</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.13440</td>\n",
       "      <td>23.762400</td>\n",
       "      <td>-4.221480</td>\n",
       "      <td>0.620805</td>\n",
       "      <td>0.456683</td>\n",
       "      <td>0.734899</td>\n",
       "      <td>0.219059</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>Cecilia Wu</th>\n",
       "      <td>113</td>\n",
       "      <td>2017-03-24 17:14</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.98580</td>\n",
       "      <td>24.381200</td>\n",
       "      <td>-5.463090</td>\n",
       "      <td>0.664430</td>\n",
       "      <td>0.503713</td>\n",
       "      <td>0.812081</td>\n",
       "      <td>0.259901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>121</td>\n",
       "      <td>2017-03-24 17:17</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.23610</td>\n",
       "      <td>10.643600</td>\n",
       "      <td>3.600670</td>\n",
       "      <td>0.963087</td>\n",
       "      <td>0.657178</td>\n",
       "      <td>0.865772</td>\n",
       "      <td>0.550743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>136</td>\n",
       "      <td>2017-03-24 17:28</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11.73860</td>\n",
       "      <td>3.960400</td>\n",
       "      <td>11.050300</td>\n",
       "      <td>0.466443</td>\n",
       "      <td>0.754951</td>\n",
       "      <td>0.167785</td>\n",
       "      <td>0.715347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>141</td>\n",
       "      <td>2017-03-24 17:29</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.32607</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>4.718120</td>\n",
       "      <td>0.271812</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.144295</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cecilia Wu</th>\n",
       "      <td>162</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21.86330</td>\n",
       "      <td>-17.821800</td>\n",
       "      <td>12.664400</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.461634</td>\n",
       "      <td>0.560403</td>\n",
       "      <td>0.639852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emily Zhang</th>\n",
       "      <td>130</td>\n",
       "      <td>2017-03-24 17:23</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.31330</td>\n",
       "      <td>19.306900</td>\n",
       "      <td>-0.496644</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.420792</td>\n",
       "      <td>0.208054</td>\n",
       "      <td>0.227723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emily Zhang</th>\n",
       "      <td>154</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.10420</td>\n",
       "      <td>15.841600</td>\n",
       "      <td>10.677900</td>\n",
       "      <td>0.694631</td>\n",
       "      <td>0.738861</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.580446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>76</td>\n",
       "      <td>2017-03-24 16:47</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.96680</td>\n",
       "      <td>16.955400</td>\n",
       "      <td>-0.620806</td>\n",
       "      <td>0.859060</td>\n",
       "      <td>0.638614</td>\n",
       "      <td>0.875839</td>\n",
       "      <td>0.469059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>114</td>\n",
       "      <td>2017-03-24 17:14</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15.59850</td>\n",
       "      <td>15.594100</td>\n",
       "      <td>0.372483</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.277228</td>\n",
       "      <td>0.781879</td>\n",
       "      <td>0.121287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>116</td>\n",
       "      <td>2017-03-24 17:15</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.20700</td>\n",
       "      <td>23.638600</td>\n",
       "      <td>-5.214760</td>\n",
       "      <td>0.406040</td>\n",
       "      <td>0.748762</td>\n",
       "      <td>0.546980</td>\n",
       "      <td>0.512376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>126</td>\n",
       "      <td>2017-03-24 17:22</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.35420</td>\n",
       "      <td>11.757400</td>\n",
       "      <td>-6.332210</td>\n",
       "      <td>0.322148</td>\n",
       "      <td>0.323020</td>\n",
       "      <td>0.493289</td>\n",
       "      <td>0.205446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>131</td>\n",
       "      <td>2017-03-24 17:24</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.46520</td>\n",
       "      <td>16.831700</td>\n",
       "      <td>-17.755000</td>\n",
       "      <td>0.261745</td>\n",
       "      <td>0.258663</td>\n",
       "      <td>0.741611</td>\n",
       "      <td>0.090346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>132</td>\n",
       "      <td>2017-03-24 17:25</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22.39120</td>\n",
       "      <td>17.450500</td>\n",
       "      <td>-14.030200</td>\n",
       "      <td>0.483221</td>\n",
       "      <td>0.456683</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.282178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jack Xia</th>\n",
       "      <td>148</td>\n",
       "      <td>2017-03-24 17:35</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>36.96470</td>\n",
       "      <td>36.881200</td>\n",
       "      <td>2.483220</td>\n",
       "      <td>0.869128</td>\n",
       "      <td>0.388614</td>\n",
       "      <td>0.802013</td>\n",
       "      <td>0.019802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>1</td>\n",
       "      <td>2017-03-24 16:15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12.95720</td>\n",
       "      <td>12.871300</td>\n",
       "      <td>-1.489930</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.611386</td>\n",
       "      <td>0.902685</td>\n",
       "      <td>0.482673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>26</td>\n",
       "      <td>2017-03-24 16:29</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.37960</td>\n",
       "      <td>21.287100</td>\n",
       "      <td>1.986580</td>\n",
       "      <td>0.825503</td>\n",
       "      <td>0.246287</td>\n",
       "      <td>0.771812</td>\n",
       "      <td>0.033416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>41</td>\n",
       "      <td>2017-03-24 16:36</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.34960</td>\n",
       "      <td>26.361400</td>\n",
       "      <td>10.429500</td>\n",
       "      <td>0.791946</td>\n",
       "      <td>0.858911</td>\n",
       "      <td>0.510067</td>\n",
       "      <td>0.595297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>43</td>\n",
       "      <td>2017-03-24 16:36</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.93880</td>\n",
       "      <td>21.905900</td>\n",
       "      <td>11.919500</td>\n",
       "      <td>0.516779</td>\n",
       "      <td>0.936881</td>\n",
       "      <td>0.194631</td>\n",
       "      <td>0.717822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>54</td>\n",
       "      <td>2017-03-24 16:38</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.42640</td>\n",
       "      <td>23.019800</td>\n",
       "      <td>-4.345640</td>\n",
       "      <td>0.355705</td>\n",
       "      <td>0.862624</td>\n",
       "      <td>0.473154</td>\n",
       "      <td>0.632426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>93</td>\n",
       "      <td>2017-03-24 16:55</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25.64890</td>\n",
       "      <td>25.618800</td>\n",
       "      <td>1.241610</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.512376</td>\n",
       "      <td>0.828859</td>\n",
       "      <td>0.256188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>152</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16.28820</td>\n",
       "      <td>0.866336</td>\n",
       "      <td>-16.265100</td>\n",
       "      <td>0.476510</td>\n",
       "      <td>0.683168</td>\n",
       "      <td>0.916107</td>\n",
       "      <td>0.674505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>157</td>\n",
       "      <td>2017-03-24 17:40</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13.86990</td>\n",
       "      <td>8.044550</td>\n",
       "      <td>-11.298700</td>\n",
       "      <td>0.503356</td>\n",
       "      <td>0.714109</td>\n",
       "      <td>0.808725</td>\n",
       "      <td>0.633663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joyce Wang</th>\n",
       "      <td>160</td>\n",
       "      <td>2017-03-24 17:44</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.05670</td>\n",
       "      <td>16.336600</td>\n",
       "      <td>-13.285200</td>\n",
       "      <td>0.456376</td>\n",
       "      <td>0.724010</td>\n",
       "      <td>0.815436</td>\n",
       "      <td>0.560644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>7</td>\n",
       "      <td>2017-03-24 16:17</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.25650</td>\n",
       "      <td>18.069300</td>\n",
       "      <td>2.607380</td>\n",
       "      <td>0.926175</td>\n",
       "      <td>0.555693</td>\n",
       "      <td>0.855705</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>13</td>\n",
       "      <td>2017-03-24 16:20</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.94859</td>\n",
       "      <td>1.980200</td>\n",
       "      <td>-7.697990</td>\n",
       "      <td>0.550336</td>\n",
       "      <td>0.715347</td>\n",
       "      <td>0.758389</td>\n",
       "      <td>0.695545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>110</td>\n",
       "      <td>2017-03-24 17:11</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12.06320</td>\n",
       "      <td>-1.856430</td>\n",
       "      <td>11.919500</td>\n",
       "      <td>0.442953</td>\n",
       "      <td>0.309406</td>\n",
       "      <td>0.120805</td>\n",
       "      <td>0.327970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tigger</th>\n",
       "      <td>112</td>\n",
       "      <td>2017-03-24 17:11</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32.73240</td>\n",
       "      <td>29.207900</td>\n",
       "      <td>-14.775200</td>\n",
       "      <td>0.375839</td>\n",
       "      <td>0.397277</td>\n",
       "      <td>0.775168</td>\n",
       "      <td>0.105198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Ma</th>\n",
       "      <td>96</td>\n",
       "      <td>2017-03-24 16:56</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34.12510</td>\n",
       "      <td>34.034700</td>\n",
       "      <td>-2.483220</td>\n",
       "      <td>0.647651</td>\n",
       "      <td>0.415842</td>\n",
       "      <td>0.714765</td>\n",
       "      <td>0.075495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Ma</th>\n",
       "      <td>98</td>\n",
       "      <td>2017-03-24 16:57</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20.51370</td>\n",
       "      <td>17.203000</td>\n",
       "      <td>-11.174500</td>\n",
       "      <td>0.496644</td>\n",
       "      <td>0.492574</td>\n",
       "      <td>0.798658</td>\n",
       "      <td>0.320545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tony Ma</th>\n",
       "      <td>146</td>\n",
       "      <td>2017-03-24 17:32</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11.21530</td>\n",
       "      <td>11.014900</td>\n",
       "      <td>-2.110740</td>\n",
       "      <td>0.862416</td>\n",
       "      <td>0.200495</td>\n",
       "      <td>0.919463</td>\n",
       "      <td>0.090346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  index           Created  Point  Possession  Turnover?  \\\n",
       "Receiver                                                                  \n",
       "#11 Momoka Goto      45  2017-03-24 16:37      4           4          0   \n",
       "#19 Ben Wang          3  2017-03-24 16:16      1           1          1   \n",
       "#19 Ben Wang         39  2017-03-24 16:35      4           2          1   \n",
       "#19 Ben Wang        109  2017-03-24 17:10      9           1          1   \n",
       "#19 Ben Wang        124  2017-03-24 17:19     10           6          1   \n",
       "#19 Ben Wang        125  2017-03-24 17:19     10           7          0   \n",
       "#19 Ben Wang        140  2017-03-24 17:29     12           1          1   \n",
       "#19 Ben Wang        164  2017-03-24 17:44     17           1          1   \n",
       "#19 Ben Wang        165  2017-03-24 17:44     17           2          1   \n",
       "#19 Ben Wang        166  2017-03-24 17:45     17           3          0   \n",
       "#27 Daniel Zhang     37  2017-03-24 16:35      4           2          0   \n",
       "#27 Daniel Zhang     48  2017-03-24 16:37      4           4          0   \n",
       "#27 Daniel Zhang     51  2017-03-24 16:37      4           5          0   \n",
       "#27 Daniel Zhang     66  2017-03-24 16:41      4           9          0   \n",
       "#27 Daniel Zhang     70  2017-03-24 16:42      4          10          0   \n",
       "#27 Daniel Zhang     73  2017-03-24 16:46      5           2          0   \n",
       "#27 Daniel Zhang     78  2017-03-24 16:47      5           2          0   \n",
       "#27 Daniel Zhang     81  2017-03-24 16:49      6           1          0   \n",
       "#27 Daniel Zhang     83  2017-03-24 16:50      6           2          1   \n",
       "#27 Daniel Zhang     84  2017-03-24 16:50      6           3          0   \n",
       "#27 Daniel Zhang     89  2017-03-24 16:54      7           1          0   \n",
       "#27 Daniel Zhang    101  2017-03-24 16:57      7           5          0   \n",
       "#27 Daniel Zhang    119  2017-03-24 17:17     10           5          0   \n",
       "#27 Daniel Zhang    135  2017-03-24 17:26     11           5          1   \n",
       "#27 Daniel Zhang    138  2017-03-24 17:29     12           1          0   \n",
       "#27 Daniel Zhang    143  2017-03-24 17:29     12           2          0   \n",
       "#27 Daniel Zhang    144  2017-03-24 17:32     13           1          0   \n",
       "#27 Daniel Zhang    151  2017-03-24 17:38     15           1          1   \n",
       "#29 Tony Wu         159  2017-03-24 17:41     16           2          1   \n",
       "#41 Billy Ni         19  2017-03-24 16:24      2           5          0   \n",
       "...                 ...               ...    ...         ...        ...   \n",
       "Cecilia Wu          113  2017-03-24 17:14     10           1          1   \n",
       "Cecilia Wu          121  2017-03-24 17:17     10           5          0   \n",
       "Cecilia Wu          136  2017-03-24 17:28     12           1          0   \n",
       "Cecilia Wu          141  2017-03-24 17:29     12           2          0   \n",
       "Cecilia Wu          162  2017-03-24 17:44     17           1          0   \n",
       "Emily Zhang         130  2017-03-24 17:23     11           2          1   \n",
       "Emily Zhang         154  2017-03-24 17:40     16           1          0   \n",
       "Jack Xia             76  2017-03-24 16:47      5           2          0   \n",
       "Jack Xia            114  2017-03-24 17:14     10           2          1   \n",
       "Jack Xia            116  2017-03-24 17:15     10           3          1   \n",
       "Jack Xia            126  2017-03-24 17:22     11           1          0   \n",
       "Jack Xia            131  2017-03-24 17:24     11           3          1   \n",
       "Jack Xia            132  2017-03-24 17:25     11           4          0   \n",
       "Jack Xia            148  2017-03-24 17:35     14           1          0   \n",
       "Joyce Wang            1  2017-03-24 16:15      1           1          0   \n",
       "Joyce Wang           26  2017-03-24 16:29      3           5          1   \n",
       "Joyce Wang           41  2017-03-24 16:36      4           3          1   \n",
       "Joyce Wang           43  2017-03-24 16:36      4           4          0   \n",
       "Joyce Wang           54  2017-03-24 16:38      4           5          0   \n",
       "Joyce Wang           93  2017-03-24 16:55      7           2          0   \n",
       "Joyce Wang          152  2017-03-24 17:40     16           1          0   \n",
       "Joyce Wang          157  2017-03-24 17:40     16           1          0   \n",
       "Joyce Wang          160  2017-03-24 17:44     17           1          0   \n",
       "Tigger                7  2017-03-24 16:17      1           2          1   \n",
       "Tigger               13  2017-03-24 16:20      2           1          0   \n",
       "Tigger              110  2017-03-24 17:11      9           2          0   \n",
       "Tigger              112  2017-03-24 17:11      9           2          0   \n",
       "Tony Ma              96  2017-03-24 16:56      7           4          1   \n",
       "Tony Ma              98  2017-03-24 16:57      7           5          0   \n",
       "Tony Ma             146  2017-03-24 17:32     13           1          0   \n",
       "\n",
       "                  Thrower error?  Receiver error?  Throw to endzone?  Assist?  \\\n",
       "Receiver                                                                        \n",
       "#11 Momoka Goto                0                0                  0        0   \n",
       "#19 Ben Wang                   1                0                  0        0   \n",
       "#19 Ben Wang                   0                1                  0        0   \n",
       "#19 Ben Wang                   1                0                  0        0   \n",
       "#19 Ben Wang                   0                1                  1        0   \n",
       "#19 Ben Wang                   0                0                  1        1   \n",
       "#19 Ben Wang                   0                1                  0        0   \n",
       "#19 Ben Wang                   1                0                  0        0   \n",
       "#19 Ben Wang                   1                0                  0        0   \n",
       "#19 Ben Wang                   0                0                  1        1   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  1        1   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  1        1   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               1                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  1        1   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               1                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               0                0                  1        1   \n",
       "#27 Daniel Zhang               0                0                  0        0   \n",
       "#27 Daniel Zhang               1                0                  0        0   \n",
       "#29 Tony Wu                    1                0                  0        0   \n",
       "#41 Billy Ni                   0                0                  0        0   \n",
       "...                          ...              ...                ...      ...   \n",
       "Cecilia Wu                     1                0                  0        0   \n",
       "Cecilia Wu                     0                0                  0        0   \n",
       "Cecilia Wu                     0                0                  0        0   \n",
       "Cecilia Wu                     0                0                  0        0   \n",
       "Cecilia Wu                     0                0                  0        0   \n",
       "Emily Zhang                    0                1                  0        0   \n",
       "Emily Zhang                    0                0                  0        0   \n",
       "Jack Xia                       0                0                  0        0   \n",
       "Jack Xia                       0                1                  1        0   \n",
       "Jack Xia                       1                0                  0        0   \n",
       "Jack Xia                       0                0                  0        0   \n",
       "Jack Xia                       1                0                  1        0   \n",
       "Jack Xia                       0                0                  0        0   \n",
       "Jack Xia                       0                0                  1        1   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     1                0                  1        0   \n",
       "Joyce Wang                     1                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Joyce Wang                     0                0                  0        0   \n",
       "Tigger                         1                0                  0        0   \n",
       "Tigger                         0                0                  0        0   \n",
       "Tigger                         0                0                  0        0   \n",
       "Tigger                         0                0                  1        1   \n",
       "Tony Ma                        0                1                  1        0   \n",
       "Tony Ma                        0                0                  0        0   \n",
       "Tony Ma                        0                0                  1        1   \n",
       "\n",
       "                  Secondary assist?  \\\n",
       "Receiver                              \n",
       "#11 Momoka Goto                   0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#19 Ben Wang                      0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#27 Daniel Zhang                  0   \n",
       "#29 Tony Wu                       0   \n",
       "#41 Billy Ni                      1   \n",
       "...                             ...   \n",
       "Cecilia Wu                        0   \n",
       "Cecilia Wu                        0   \n",
       "Cecilia Wu                        0   \n",
       "Cecilia Wu                        0   \n",
       "Cecilia Wu                        0   \n",
       "Emily Zhang                       0   \n",
       "Emily Zhang                       0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Jack Xia                          0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Joyce Wang                        0   \n",
       "Tigger                            0   \n",
       "Tigger                            0   \n",
       "Tigger                            0   \n",
       "Tigger                            0   \n",
       "Tony Ma                           0   \n",
       "Tony Ma                           0   \n",
       "Tony Ma                           0   \n",
       "\n",
       "                                                ...                                 \\\n",
       "Receiver                                        ...                                  \n",
       "#11 Momoka Goto                                 ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#19 Ben Wang                                    ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#27 Daniel Zhang                                ...                                  \n",
       "#29 Tony Wu                                     ...                                  \n",
       "#41 Billy Ni                                    ...                                  \n",
       "...                                             ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Cecilia Wu                                      ...                                  \n",
       "Emily Zhang                                     ...                                  \n",
       "Emily Zhang                                     ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Jack Xia                                        ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Joyce Wang                                      ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tigger                                          ...                                  \n",
       "Tony Ma                                         ...                                  \n",
       "Tony Ma                                         ...                                  \n",
       "Tony Ma                                         ...                                  \n",
       "\n",
       "                  Dump?  From sideline?  To sideline?  Distance (m)  \\\n",
       "Receiver                                                              \n",
       "#11 Momoka Goto       0               0             1      23.87100   \n",
       "#19 Ben Wang          0               1             0      44.46250   \n",
       "#19 Ben Wang          0               0             0      18.74660   \n",
       "#19 Ben Wang          1               0             0      20.44850   \n",
       "#19 Ben Wang          0               0             0      26.94130   \n",
       "#19 Ben Wang          0               0             0      45.76540   \n",
       "#19 Ben Wang          0               0             0      20.23940   \n",
       "#19 Ben Wang          0               0             0      20.90430   \n",
       "#19 Ben Wang          0               1             0      25.16160   \n",
       "#19 Ben Wang          0               0             0      30.59980   \n",
       "#27 Daniel Zhang      0               0             0      13.28000   \n",
       "#27 Daniel Zhang      0               0             0      17.50800   \n",
       "#27 Daniel Zhang      0               1             0      19.45470   \n",
       "#27 Daniel Zhang      0               0             0      19.41190   \n",
       "#27 Daniel Zhang      0               1             1      40.63680   \n",
       "#27 Daniel Zhang      0               0             1      13.96850   \n",
       "#27 Daniel Zhang      0               0             0      36.80460   \n",
       "#27 Daniel Zhang      0               0             0      21.49380   \n",
       "#27 Daniel Zhang      0               1             0      16.79100   \n",
       "#27 Daniel Zhang      0               0             0      19.66440   \n",
       "#27 Daniel Zhang      0               0             0      17.33810   \n",
       "#27 Daniel Zhang      0               0             1      12.39980   \n",
       "#27 Daniel Zhang      0               0             0      22.21700   \n",
       "#27 Daniel Zhang      0               0             1       9.57203   \n",
       "#27 Daniel Zhang      0               0             0      16.85910   \n",
       "#27 Daniel Zhang      0               1             0      52.01810   \n",
       "#27 Daniel Zhang      0               0             1      24.18140   \n",
       "#27 Daniel Zhang      0               0             0      33.19150   \n",
       "#29 Tony Wu           0               1             0      32.84960   \n",
       "#41 Billy Ni          0               0             0      24.13440   \n",
       "...                 ...             ...           ...           ...   \n",
       "Cecilia Wu            0               0             0      24.98580   \n",
       "Cecilia Wu            0               1             1      11.23610   \n",
       "Cecilia Wu            0               0             0      11.73860   \n",
       "Cecilia Wu            0               0             1       9.32607   \n",
       "Cecilia Wu            1               1             0      21.86330   \n",
       "Emily Zhang           0               0             0      19.31330   \n",
       "Emily Zhang           0               0             0      19.10420   \n",
       "Jack Xia              0               1             1      16.96680   \n",
       "Jack Xia              0               0             0      15.59850   \n",
       "Jack Xia              0               0             0      24.20700   \n",
       "Jack Xia              0               0             0      13.35420   \n",
       "Jack Xia              0               0             0      24.46520   \n",
       "Jack Xia              0               0             1      22.39120   \n",
       "Jack Xia              0               1             0      36.96470   \n",
       "Joyce Wang            0               1             1      12.95720   \n",
       "Joyce Wang            0               0             0      21.37960   \n",
       "Joyce Wang            0               0             0      28.34960   \n",
       "Joyce Wang            0               0             0      24.93880   \n",
       "Joyce Wang            0               0             0      23.42640   \n",
       "Joyce Wang            0               1             0      25.64890   \n",
       "Joyce Wang            0               0             1      16.28820   \n",
       "Joyce Wang            0               0             0      13.86990   \n",
       "Joyce Wang            0               0             0      21.05670   \n",
       "Tigger                0               1             1      18.25650   \n",
       "Tigger                0               0             0       7.94859   \n",
       "Tigger                0               0             1      12.06320   \n",
       "Tigger                0               0             0      32.73240   \n",
       "Tony Ma               0               0             0      34.12510   \n",
       "Tony Ma               0               0             0      20.51370   \n",
       "Tony Ma               0               1             1      11.21530   \n",
       "\n",
       "                  Forward distance (m)  Left-to-right distance (m)  \\\n",
       "Receiver                                                             \n",
       "#11 Momoka Goto              21.287100                   10.802000   \n",
       "#19 Ben Wang                 36.014900                   26.073800   \n",
       "#19 Ben Wang                 18.564400                    2.607380   \n",
       "#19 Ben Wang                -19.925700                    4.593960   \n",
       "#19 Ben Wang                 21.287100                  -16.513400   \n",
       "#19 Ben Wang                 45.668300                   -2.979870   \n",
       "#19 Ben Wang                 16.707900                  -11.422800   \n",
       "#19 Ben Wang                 20.420800                    4.469800   \n",
       "#19 Ben Wang                  7.673270                  -23.963100   \n",
       "#19 Ben Wang                 30.569300                    1.365770   \n",
       "#27 Daniel Zhang              6.559410                  -11.547000   \n",
       "#27 Daniel Zhang              5.816840                  -16.513400   \n",
       "#27 Daniel Zhang             -3.589110                   19.120800   \n",
       "#27 Daniel Zhang             14.604000                  -12.788600   \n",
       "#27 Daniel Zhang             40.594100                    1.862420   \n",
       "#27 Daniel Zhang             12.747500                   -5.711410   \n",
       "#27 Daniel Zhang             36.757400                    1.862420   \n",
       "#27 Daniel Zhang             15.841600                  -14.526800   \n",
       "#27 Daniel Zhang              0.990099                  -16.761700   \n",
       "#27 Daniel Zhang             18.440600                   -6.828860   \n",
       "#27 Daniel Zhang              6.930700                  -15.892600   \n",
       "#27 Daniel Zhang             12.005000                    3.104030   \n",
       "#27 Daniel Zhang             17.326700                  -13.906000   \n",
       "#27 Daniel Zhang              7.178220                   -6.332220   \n",
       "#27 Daniel Zhang             12.623800                  -11.174500   \n",
       "#27 Daniel Zhang             51.856400                   -4.097320   \n",
       "#27 Daniel Zhang             21.039600                  -11.919500   \n",
       "#27 Daniel Zhang             27.722800                  -18.251700   \n",
       "#29 Tony Wu                  31.311900                    9.932880   \n",
       "#41 Billy Ni                 23.762400                   -4.221480   \n",
       "...                                ...                         ...   \n",
       "Cecilia Wu                   24.381200                   -5.463090   \n",
       "Cecilia Wu                   10.643600                    3.600670   \n",
       "Cecilia Wu                    3.960400                   11.050300   \n",
       "Cecilia Wu                    8.044550                    4.718120   \n",
       "Cecilia Wu                  -17.821800                   12.664400   \n",
       "Emily Zhang                  19.306900                   -0.496644   \n",
       "Emily Zhang                  15.841600                   10.677900   \n",
       "Jack Xia                     16.955400                   -0.620806   \n",
       "Jack Xia                     15.594100                    0.372483   \n",
       "Jack Xia                     23.638600                   -5.214760   \n",
       "Jack Xia                     11.757400                   -6.332210   \n",
       "Jack Xia                     16.831700                  -17.755000   \n",
       "Jack Xia                     17.450500                  -14.030200   \n",
       "Jack Xia                     36.881200                    2.483220   \n",
       "Joyce Wang                   12.871300                   -1.489930   \n",
       "Joyce Wang                   21.287100                    1.986580   \n",
       "Joyce Wang                   26.361400                   10.429500   \n",
       "Joyce Wang                   21.905900                   11.919500   \n",
       "Joyce Wang                   23.019800                   -4.345640   \n",
       "Joyce Wang                   25.618800                    1.241610   \n",
       "Joyce Wang                    0.866336                  -16.265100   \n",
       "Joyce Wang                    8.044550                  -11.298700   \n",
       "Joyce Wang                   16.336600                  -13.285200   \n",
       "Tigger                       18.069300                    2.607380   \n",
       "Tigger                        1.980200                   -7.697990   \n",
       "Tigger                       -1.856430                   11.919500   \n",
       "Tigger                       29.207900                  -14.775200   \n",
       "Tony Ma                      34.034700                   -2.483220   \n",
       "Tony Ma                      17.203000                  -11.174500   \n",
       "Tony Ma                      11.014900                   -2.110740   \n",
       "\n",
       "                  Start X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Receiver                                                               \n",
       "#11 Momoka Goto                                            0.436242    \n",
       "#19 Ben Wang                                               0.959732    \n",
       "#19 Ben Wang                                               0.429530    \n",
       "#19 Ben Wang                                               0.322148    \n",
       "#19 Ben Wang                                               0.328859    \n",
       "#19 Ben Wang                                               0.446309    \n",
       "#19 Ben Wang                                               0.533557    \n",
       "#19 Ben Wang                                               0.510067    \n",
       "#19 Ben Wang                                               0.043624    \n",
       "#19 Ben Wang                                               0.278524    \n",
       "#27 Daniel Zhang                                           0.466443    \n",
       "#27 Daniel Zhang                                           0.385906    \n",
       "#27 Daniel Zhang                                           0.953020    \n",
       "#27 Daniel Zhang                                           0.476510    \n",
       "#27 Daniel Zhang                                           0.902685    \n",
       "#27 Daniel Zhang                                           0.711409    \n",
       "#27 Daniel Zhang                                           0.664430    \n",
       "#27 Daniel Zhang                                           0.453020    \n",
       "#27 Daniel Zhang                                           0.043624    \n",
       "#27 Daniel Zhang                                           0.560403    \n",
       "#27 Daniel Zhang                                           0.409396    \n",
       "#27 Daniel Zhang                                           0.224832    \n",
       "#27 Daniel Zhang                                           0.416107    \n",
       "#27 Daniel Zhang                                           0.714765    \n",
       "#27 Daniel Zhang                                           0.510067    \n",
       "#27 Daniel Zhang                                           0.130872    \n",
       "#27 Daniel Zhang                                           0.540268    \n",
       "#27 Daniel Zhang                                           0.194631    \n",
       "#29 Tony Wu                                                0.976510    \n",
       "#41 Billy Ni                                               0.620805    \n",
       "...                                                             ...    \n",
       "Cecilia Wu                                                 0.664430    \n",
       "Cecilia Wu                                                 0.963087    \n",
       "Cecilia Wu                                                 0.466443    \n",
       "Cecilia Wu                                                 0.271812    \n",
       "Cecilia Wu                                                 0.902685    \n",
       "Emily Zhang                                                0.194631    \n",
       "Emily Zhang                                                0.694631    \n",
       "Jack Xia                                                   0.859060    \n",
       "Jack Xia                                                   0.791946    \n",
       "Jack Xia                                                   0.406040    \n",
       "Jack Xia                                                   0.322148    \n",
       "Jack Xia                                                   0.261745    \n",
       "Jack Xia                                                   0.483221    \n",
       "Jack Xia                                                   0.869128    \n",
       "Joyce Wang                                                 0.862416    \n",
       "Joyce Wang                                                 0.825503    \n",
       "Joyce Wang                                                 0.791946    \n",
       "Joyce Wang                                                 0.516779    \n",
       "Joyce Wang                                                 0.355705    \n",
       "Joyce Wang                                                 0.862416    \n",
       "Joyce Wang                                                 0.476510    \n",
       "Joyce Wang                                                 0.503356    \n",
       "Joyce Wang                                                 0.456376    \n",
       "Tigger                                                     0.926175    \n",
       "Tigger                                                     0.550336    \n",
       "Tigger                                                     0.442953    \n",
       "Tigger                                                     0.375839    \n",
       "Tony Ma                                                    0.647651    \n",
       "Tony Ma                                                    0.496644    \n",
       "Tony Ma                                                    0.862416    \n",
       "\n",
       "                  Start Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \\\n",
       "Receiver                                                                               \n",
       "#11 Momoka Goto                                            0.782178                    \n",
       "#19 Ben Wang                                               0.620049                    \n",
       "#19 Ben Wang                                               0.768564                    \n",
       "#19 Ben Wang                                               0.757426                    \n",
       "#19 Ben Wang                                               0.289604                    \n",
       "#19 Ben Wang                                               0.477723                    \n",
       "#19 Ben Wang                                               0.579208                    \n",
       "#19 Ben Wang                                               0.730198                    \n",
       "#19 Ben Wang                                               0.472772                    \n",
       "#19 Ben Wang                                               0.424505                    \n",
       "#27 Daniel Zhang                                           0.764852                    \n",
       "#27 Daniel Zhang                                           0.720297                    \n",
       "#27 Daniel Zhang                                           0.815594                    \n",
       "#27 Daniel Zhang                                           0.418317                    \n",
       "#27 Daniel Zhang                                           0.501238                    \n",
       "#27 Daniel Zhang                                           0.810644                    \n",
       "#27 Daniel Zhang                                           0.491337                    \n",
       "#27 Daniel Zhang                                           0.399752                    \n",
       "#27 Daniel Zhang                                           0.268564                    \n",
       "#27 Daniel Zhang                                           0.756188                    \n",
       "#27 Daniel Zhang                                           0.794554                    \n",
       "#27 Daniel Zhang                                           0.195545                    \n",
       "#27 Daniel Zhang                                           0.898515                    \n",
       "#27 Daniel Zhang                                           0.719059                    \n",
       "#27 Daniel Zhang                                           0.707921                    \n",
       "#27 Daniel Zhang                                           0.551980                    \n",
       "#27 Daniel Zhang                                           0.503713                    \n",
       "#27 Daniel Zhang                                           0.561881                    \n",
       "#29 Tony Wu                                                0.845297                    \n",
       "#41 Billy Ni                                               0.456683                    \n",
       "...                                                             ...                    \n",
       "Cecilia Wu                                                 0.503713                    \n",
       "Cecilia Wu                                                 0.657178                    \n",
       "Cecilia Wu                                                 0.754951                    \n",
       "Cecilia Wu                                                 0.714109                    \n",
       "Cecilia Wu                                                 0.461634                    \n",
       "Emily Zhang                                                0.420792                    \n",
       "Emily Zhang                                                0.738861                    \n",
       "Jack Xia                                                   0.638614                    \n",
       "Jack Xia                                                   0.277228                    \n",
       "Jack Xia                                                   0.748762                    \n",
       "Jack Xia                                                   0.323020                    \n",
       "Jack Xia                                                   0.258663                    \n",
       "Jack Xia                                                   0.456683                    \n",
       "Jack Xia                                                   0.388614                    \n",
       "Joyce Wang                                                 0.611386                    \n",
       "Joyce Wang                                                 0.246287                    \n",
       "Joyce Wang                                                 0.858911                    \n",
       "Joyce Wang                                                 0.936881                    \n",
       "Joyce Wang                                                 0.862624                    \n",
       "Joyce Wang                                                 0.512376                    \n",
       "Joyce Wang                                                 0.683168                    \n",
       "Joyce Wang                                                 0.714109                    \n",
       "Joyce Wang                                                 0.724010                    \n",
       "Tigger                                                     0.555693                    \n",
       "Tigger                                                     0.715347                    \n",
       "Tigger                                                     0.309406                    \n",
       "Tigger                                                     0.397277                    \n",
       "Tony Ma                                                    0.415842                    \n",
       "Tony Ma                                                    0.492574                    \n",
       "Tony Ma                                                    0.200495                    \n",
       "\n",
       "                  End X (0 -> 1 = left sideline -> right sideline)  \\\n",
       "Receiver                                                             \n",
       "#11 Momoka Goto                                           0.144295   \n",
       "#19 Ben Wang                                              0.255034   \n",
       "#19 Ben Wang                                              0.359060   \n",
       "#19 Ben Wang                                              0.197987   \n",
       "#19 Ben Wang                                              0.775168   \n",
       "#19 Ben Wang                                              0.526846   \n",
       "#19 Ben Wang                                              0.842282   \n",
       "#19 Ben Wang                                              0.389262   \n",
       "#19 Ben Wang                                              0.691275   \n",
       "#19 Ben Wang                                              0.241611   \n",
       "#27 Daniel Zhang                                          0.778524   \n",
       "#27 Daniel Zhang                                          0.832215   \n",
       "#27 Daniel Zhang                                          0.436242   \n",
       "#27 Daniel Zhang                                          0.822148   \n",
       "#27 Daniel Zhang                                          0.852349   \n",
       "#27 Daniel Zhang                                          0.865772   \n",
       "#27 Daniel Zhang                                          0.614094   \n",
       "#27 Daniel Zhang                                          0.845638   \n",
       "#27 Daniel Zhang                                          0.496644   \n",
       "#27 Daniel Zhang                                          0.744966   \n",
       "#27 Daniel Zhang                                          0.838926   \n",
       "#27 Daniel Zhang                                          0.140940   \n",
       "#27 Daniel Zhang                                          0.791946   \n",
       "#27 Daniel Zhang                                          0.885906   \n",
       "#27 Daniel Zhang                                          0.812081   \n",
       "#27 Daniel Zhang                                          0.241611   \n",
       "#27 Daniel Zhang                                          0.862416   \n",
       "#27 Daniel Zhang                                          0.687919   \n",
       "#29 Tony Wu                                               0.708054   \n",
       "#41 Billy Ni                                              0.734899   \n",
       "...                                                            ...   \n",
       "Cecilia Wu                                                0.812081   \n",
       "Cecilia Wu                                                0.865772   \n",
       "Cecilia Wu                                                0.167785   \n",
       "Cecilia Wu                                                0.144295   \n",
       "Cecilia Wu                                                0.560403   \n",
       "Emily Zhang                                               0.208054   \n",
       "Emily Zhang                                               0.406040   \n",
       "Jack Xia                                                  0.875839   \n",
       "Jack Xia                                                  0.781879   \n",
       "Jack Xia                                                  0.546980   \n",
       "Jack Xia                                                  0.493289   \n",
       "Jack Xia                                                  0.741611   \n",
       "Jack Xia                                                  0.862416   \n",
       "Jack Xia                                                  0.802013   \n",
       "Joyce Wang                                                0.902685   \n",
       "Joyce Wang                                                0.771812   \n",
       "Joyce Wang                                                0.510067   \n",
       "Joyce Wang                                                0.194631   \n",
       "Joyce Wang                                                0.473154   \n",
       "Joyce Wang                                                0.828859   \n",
       "Joyce Wang                                                0.916107   \n",
       "Joyce Wang                                                0.808725   \n",
       "Joyce Wang                                                0.815436   \n",
       "Tigger                                                    0.855705   \n",
       "Tigger                                                    0.758389   \n",
       "Tigger                                                    0.120805   \n",
       "Tigger                                                    0.775168   \n",
       "Tony Ma                                                   0.714765   \n",
       "Tony Ma                                                   0.798658   \n",
       "Tony Ma                                                   0.919463   \n",
       "\n",
       "                  End Y (0 -> 1 = back of opponent endzone -> back of own endzone)  \n",
       "Receiver                                                                            \n",
       "#11 Momoka Goto                                            0.569307                 \n",
       "#19 Ben Wang                                               0.259901                 \n",
       "#19 Ben Wang                                               0.582921                 \n",
       "#19 Ben Wang                                               0.956683                 \n",
       "#19 Ben Wang                                               0.076733                 \n",
       "#19 Ben Wang                                               0.021040                 \n",
       "#19 Ben Wang                                               0.412129                 \n",
       "#19 Ben Wang                                               0.525990                 \n",
       "#19 Ben Wang                                               0.396040                 \n",
       "#19 Ben Wang                                               0.118812                 \n",
       "#27 Daniel Zhang                                           0.699257                 \n",
       "#27 Daniel Zhang                                           0.662129                 \n",
       "#27 Daniel Zhang                                           0.851485                 \n",
       "#27 Daniel Zhang                                           0.272277                 \n",
       "#27 Daniel Zhang                                           0.095297                 \n",
       "#27 Daniel Zhang                                           0.683168                 \n",
       "#27 Daniel Zhang                                           0.123762                 \n",
       "#27 Daniel Zhang                                           0.241337                 \n",
       "#27 Daniel Zhang                                           0.258663                 \n",
       "#27 Daniel Zhang                                           0.571782                 \n",
       "#27 Daniel Zhang                                           0.725248                 \n",
       "#27 Daniel Zhang                                           0.075495                 \n",
       "#27 Daniel Zhang                                           0.725248                 \n",
       "#27 Daniel Zhang                                           0.647277                 \n",
       "#27 Daniel Zhang                                           0.581683                 \n",
       "#27 Daniel Zhang                                           0.033416                 \n",
       "#27 Daniel Zhang                                           0.293317                 \n",
       "#27 Daniel Zhang                                           0.284653                 \n",
       "#29 Tony Wu                                                0.532178                 \n",
       "#41 Billy Ni                                               0.219059                 \n",
       "...                                                             ...                 \n",
       "Cecilia Wu                                                 0.259901                 \n",
       "Cecilia Wu                                                 0.550743                 \n",
       "Cecilia Wu                                                 0.715347                 \n",
       "Cecilia Wu                                                 0.633663                 \n",
       "Cecilia Wu                                                 0.639852                 \n",
       "Emily Zhang                                                0.227723                 \n",
       "Emily Zhang                                                0.580446                 \n",
       "Jack Xia                                                   0.469059                 \n",
       "Jack Xia                                                   0.121287                 \n",
       "Jack Xia                                                   0.512376                 \n",
       "Jack Xia                                                   0.205446                 \n",
       "Jack Xia                                                   0.090346                 \n",
       "Jack Xia                                                   0.282178                 \n",
       "Jack Xia                                                   0.019802                 \n",
       "Joyce Wang                                                 0.482673                 \n",
       "Joyce Wang                                                 0.033416                 \n",
       "Joyce Wang                                                 0.595297                 \n",
       "Joyce Wang                                                 0.717822                 \n",
       "Joyce Wang                                                 0.632426                 \n",
       "Joyce Wang                                                 0.256188                 \n",
       "Joyce Wang                                                 0.674505                 \n",
       "Joyce Wang                                                 0.633663                 \n",
       "Joyce Wang                                                 0.560644                 \n",
       "Tigger                                                     0.375000                 \n",
       "Tigger                                                     0.695545                 \n",
       "Tigger                                                     0.327970                 \n",
       "Tigger                                                     0.105198                 \n",
       "Tony Ma                                                    0.075495                 \n",
       "Tony Ma                                                    0.320545                 \n",
       "Tony Ma                                                    0.090346                 \n",
       "\n",
       "[72 rows x 22 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "passing_df.loc['#22 Paul Simpson']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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