UltiAnalytics Single Game.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## UltiAnalytics Per Game Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "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": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date/Time</th>\n",
       "      <th>Tournamemnt</th>\n",
       "      <th>Opponent</th>\n",
       "      <th>Point Elapsed Seconds</th>\n",
       "      <th>Line</th>\n",
       "      <th>Our Score - End of Point</th>\n",
       "      <th>Their Score - End of Point</th>\n",
       "      <th>Event Type</th>\n",
       "      <th>Action</th>\n",
       "      <th>Passer</th>\n",
       "      <th>...</th>\n",
       "      <th>Begin Area</th>\n",
       "      <th>Begin X</th>\n",
       "      <th>Begin Y</th>\n",
       "      <th>End Area</th>\n",
       "      <th>End X</th>\n",
       "      <th>End Y</th>\n",
       "      <th>Distance Unit of Measure</th>\n",
       "      <th>Absolute Distance</th>\n",
       "      <th>Lateral Distance</th>\n",
       "      <th>Toward Our Goal Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-10-28 16:12</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-10-28 16:12</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-10-28 16:12</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-10-28 16:12</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-10-28 16:12</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date/Time  Tournamemnt Opponent  Point Elapsed Seconds Line  \\\n",
       "0  2016-10-28 16:12  Fall League  YW-Dogs                    171    O   \n",
       "1  2016-10-28 16:12  Fall League  YW-Dogs                    171    O   \n",
       "2  2016-10-28 16:12  Fall League  YW-Dogs                    171    O   \n",
       "3  2016-10-28 16:12  Fall League  YW-Dogs                    171    O   \n",
       "4  2016-10-28 16:12  Fall League  YW-Dogs                    171    O   \n",
       "\n",
       "   Our Score - End of Point  Their Score - End of Point Event Type Action  \\\n",
       "0                         1                           0    Offense  Catch   \n",
       "1                         1                           0    Offense  Catch   \n",
       "2                         1                           0    Offense  Catch   \n",
       "3                         1                           0    Offense  Catch   \n",
       "4                         1                           0    Offense  Catch   \n",
       "\n",
       "             Passer           ...            Begin Area Begin X  Begin Y  \\\n",
       "0  #22 Paul Simpson           ...                   NaN     NaN      NaN   \n",
       "1    #14 Cecilia Wu           ...                   NaN     NaN      NaN   \n",
       "2  #22 Paul Simpson           ...                   NaN     NaN      NaN   \n",
       "3    #14 Cecilia Wu           ...                   NaN     NaN      NaN   \n",
       "4  #22 Paul Simpson           ...                   NaN     NaN      NaN   \n",
       "\n",
       "  End Area End X End Y Distance Unit of Measure Absolute Distance  \\\n",
       "0      NaN   NaN   NaN                      NaN               NaN   \n",
       "1      NaN   NaN   NaN                      NaN               NaN   \n",
       "2      NaN   NaN   NaN                      NaN               NaN   \n",
       "3      NaN   NaN   NaN                      NaN               NaN   \n",
       "4      NaN   NaN   NaN                      NaN               NaN   \n",
       "\n",
       "  Lateral Distance Toward Our Goal Distance  \n",
       "0              NaN                      NaN  \n",
       "1              NaN                      NaN  \n",
       "2              NaN                      NaN  \n",
       "3              NaN                      NaN  \n",
       "4              NaN                      NaN  \n",
       "\n",
       "[5 rows x 52 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('WY-Wolves/1617SUISWolves-stats.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['YW-Dogs', 'NM-Lions', 'CI-Vapour', 'QB-Cheetahs', 'JK-Sea Otters',\n",
       "       'EC-NU', 'YK-Buddha', 'SC-Warriors', 'PH-Dogs'], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Opponent'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Date/Time'] = pd.to_datetime(df['Date/Time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th>Date/Time</th>\n",
       "      <th>Opponent</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>YW-Dogs</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>YW-Dogs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>YW-Dogs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>YW-Dogs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>YW-Dogs</td>\n",
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      ],
      "text/plain": [
       "            Date/Time Opponent\n",
       "0 2016-10-28 16:12:00  YW-Dogs\n",
       "1 2016-10-28 16:12:00  YW-Dogs\n",
       "2 2016-10-28 16:12:00  YW-Dogs\n",
       "3 2016-10-28 16:12:00  YW-Dogs\n",
       "4 2016-10-28 16:12:00  YW-Dogs"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Date/Time','Opponent']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th>Opponent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-09-23 16:23:00</th>\n",
       "      <th>QB-Cheetahs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-27 16:35:00</th>\n",
       "      <th>CI-Vapour</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-12 16:28:00</th>\n",
       "      <th>QB-Cheetahs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-14 16:46:00</th>\n",
       "      <th>SC-Warriors</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-18 16:33:00</th>\n",
       "      <th>CI-Vapour</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-19 16:24:00</th>\n",
       "      <th>JK-Sea Otters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-21 15:52:00</th>\n",
       "      <th>PH-Dogs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-28 16:12:00</th>\n",
       "      <th>YW-Dogs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-01 16:35:00</th>\n",
       "      <th>EC-NU</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-04 16:00:00</th>\n",
       "      <th>NM-Lions</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-18 16:03:00</th>\n",
       "      <th>YW-Dogs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-26 09:27:00</th>\n",
       "      <th>YK-Buddha</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-26 11:17:00</th>\n",
       "      <th>SC-Warriors</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-09 15:54:00</th>\n",
       "      <th>NM-Lions</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-17 16:09:00</th>\n",
       "      <th>NM-Lions</th>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: [(2016-09-23 16:23:00, QB-Cheetahs), (2016-09-27 16:35:00, CI-Vapour), (2016-10-12 16:28:00, QB-Cheetahs), (2016-10-14 16:46:00, SC-Warriors), (2016-10-18 16:33:00, CI-Vapour), (2016-10-19 16:24:00, JK-Sea Otters), (2016-10-21 15:52:00, PH-Dogs), (2016-10-28 16:12:00, YW-Dogs), (2016-11-01 16:35:00, EC-NU), (2016-11-04 16:00:00, NM-Lions), (2016-11-18 16:03:00, YW-Dogs), (2016-11-26 09:27:00, YK-Buddha), (2016-11-26 11:17:00, SC-Warriors), (2016-12-09 15:54:00, NM-Lions), (2017-02-17 16:09:00, NM-Lions)]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Date/Time', 'Opponent']].groupby(['Date/Time', 'Opponent']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>Toward Our Goal Distance</th>\n",
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       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
       "      <td>O</td>\n",
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       "      <td>Offense</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1873</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
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       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
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       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#55 Tigger Li</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#28 Tina Zhu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>138</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1878</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>37</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>37</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1880</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>37</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>37</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1882</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1883</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1884</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1886</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1887</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1888</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1889</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1890</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>147</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1893</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1895</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1896</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1897</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1898</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1899</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1901</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>275</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td># 69 Justin Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#39 David Xiao</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td># 69 Justin Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td># 69 Justin Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#39 David Xiao</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>2016-11-26 11:17:00</td>\n",
       "      <td>Fall EOS</td>\n",
       "      <td>SC-Warriors</td>\n",
       "      <td>583</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>138 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Date/Time Tournamemnt     Opponent  Point Elapsed Seconds Line  \\\n",
       "1872 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1873 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1874 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1875 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1876 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1877 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    138    O   \n",
       "1878 2016-11-26 11:17:00    Fall EOS  SC-Warriors                     37    O   \n",
       "1879 2016-11-26 11:17:00    Fall EOS  SC-Warriors                     37    O   \n",
       "1880 2016-11-26 11:17:00    Fall EOS  SC-Warriors                     37    O   \n",
       "1881 2016-11-26 11:17:00    Fall EOS  SC-Warriors                     37    O   \n",
       "1882 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1883 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1884 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1885 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1886 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1887 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1888 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1889 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1890 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1891 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    147    D   \n",
       "1892 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1893 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1894 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1895 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1896 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1897 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1898 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1899 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1900 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "1901 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    275    O   \n",
       "...                  ...         ...          ...                    ...  ...   \n",
       "1980 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1981 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1982 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1983 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1984 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1985 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1986 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1987 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1988 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1989 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1990 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1991 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1992 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1993 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1994 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1995 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1996 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1997 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1998 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "1999 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2000 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2001 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2002 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2003 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2004 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2005 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2006 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2007 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2008 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "2009 2016-11-26 11:17:00    Fall EOS  SC-Warriors                    583    D   \n",
       "\n",
       "      Our Score - End of Point  Their Score - End of Point Event Type  \\\n",
       "1872                         0                           1    Offense   \n",
       "1873                         0                           1    Defense   \n",
       "1874                         0                           1    Offense   \n",
       "1875                         0                           1    Offense   \n",
       "1876                         0                           1    Offense   \n",
       "1877                         0                           1    Defense   \n",
       "1878                         1                           1    Offense   \n",
       "1879                         1                           1    Defense   \n",
       "1880                         1                           1    Offense   \n",
       "1881                         1                           1    Offense   \n",
       "1882                         1                           2    Defense   \n",
       "1883                         1                           2    Defense   \n",
       "1884                         1                           2    Offense   \n",
       "1885                         1                           2    Defense   \n",
       "1886                         1                           2    Offense   \n",
       "1887                         1                           2    Defense   \n",
       "1888                         1                           2    Offense   \n",
       "1889                         1                           2    Defense   \n",
       "1890                         1                           2    Offense   \n",
       "1891                         1                           2    Defense   \n",
       "1892                         2                           2    Offense   \n",
       "1893                         2                           2    Defense   \n",
       "1894                         2                           2    Offense   \n",
       "1895                         2                           2    Offense   \n",
       "1896                         2                           2    Defense   \n",
       "1897                         2                           2    Offense   \n",
       "1898                         2                           2    Defense   \n",
       "1899                         2                           2    Offense   \n",
       "1900                         2                           2    Defense   \n",
       "1901                         2                           2    Offense   \n",
       "...                        ...                         ...        ...   \n",
       "1980                         3                           7    Offense   \n",
       "1981                         3                           7    Offense   \n",
       "1982                         3                           7    Defense   \n",
       "1983                         3                           7    Offense   \n",
       "1984                         3                           7    Defense   \n",
       "1985                         3                           7    Offense   \n",
       "1986                         3                           7    Defense   \n",
       "1987                         3                           7    Offense   \n",
       "1988                         3                           7    Offense   \n",
       "1989                         3                           7    Defense   \n",
       "1990                         3                           7    Offense   \n",
       "1991                         3                           7    Defense   \n",
       "1992                         3                           7    Offense   \n",
       "1993                         3                           7    Defense   \n",
       "1994                         3                           7    Offense   \n",
       "1995                         3                           7    Defense   \n",
       "1996                         3                           7    Offense   \n",
       "1997                         3                           7    Offense   \n",
       "1998                         3                           7    Offense   \n",
       "1999                         3                           7    Defense   \n",
       "2000                         3                           7    Offense   \n",
       "2001                         3                           7    Offense   \n",
       "2002                         3                           7    Defense   \n",
       "2003                         3                           7    Offense   \n",
       "2004                         3                           7    Offense   \n",
       "2005                         3                           7    Defense   \n",
       "2006                         3                           7    Offense   \n",
       "2007                         3                           7    Defense   \n",
       "2008                         3                           7    Offense   \n",
       "2009                         3                           7    Defense   \n",
       "\n",
       "         Action            Passer           ...            Begin Area Begin X  \\\n",
       "1872  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1873  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1874      Catch     #55 Tigger Li           ...                   NaN     NaN   \n",
       "1875      Catch      #28 Tina Zhu           ...                   NaN     NaN   \n",
       "1876  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1877       Goal               NaN           ...                   NaN     NaN   \n",
       "1878  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1879          D               NaN           ...                   NaN     NaN   \n",
       "1880      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1881       Goal    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "1882       Pull               NaN           ...                   NaN     NaN   \n",
       "1883          D               NaN           ...                   NaN     NaN   \n",
       "1884  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1885  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1886       Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1887  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1888       Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1889  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1890  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1891       Goal               NaN           ...                   NaN     NaN   \n",
       "1892       Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1893  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1894      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1895  Throwaway    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "1896  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1897  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1898          D               NaN           ...                   NaN     NaN   \n",
       "1899       Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1900          D               NaN           ...                   NaN     NaN   \n",
       "1901       Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "...         ...               ...           ...                   ...     ...   \n",
       "1980      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1981  Throwaway  # 69 Justin Chen           ...                   NaN     NaN   \n",
       "1982          D               NaN           ...                   NaN     NaN   \n",
       "1983       Drop  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1984          D               NaN           ...                   NaN     NaN   \n",
       "1985  Throwaway  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1986          D               NaN           ...                   NaN     NaN   \n",
       "1987      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1988  Throwaway    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "1989  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1990       Drop  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1991  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1992       Drop  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1993          D               NaN           ...                   NaN     NaN   \n",
       "1994       Drop    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "1995  Throwaway               NaN           ...                   NaN     NaN   \n",
       "1996      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "1997      Catch    #39 David Xiao           ...                   NaN     NaN   \n",
       "1998  Throwaway  # 69 Justin Chen           ...                   NaN     NaN   \n",
       "1999  Throwaway               NaN           ...                   NaN     NaN   \n",
       "2000      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "2001  Throwaway  # 69 Justin Chen           ...                   NaN     NaN   \n",
       "2002  Throwaway               NaN           ...                   NaN     NaN   \n",
       "2003      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "2004  Throwaway    #39 David Xiao           ...                   NaN     NaN   \n",
       "2005  Throwaway               NaN           ...                   NaN     NaN   \n",
       "2006  Throwaway  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "2007  Throwaway               NaN           ...                   NaN     NaN   \n",
       "2008  Throwaway  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "2009       Goal               NaN           ...                   NaN     NaN   \n",
       "\n",
       "      Begin Y End Area End X End Y Distance Unit of Measure Absolute Distance  \\\n",
       "1872      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1873      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1874      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1875      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1876      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1877      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1878      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1879      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1880      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1881      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1882      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1883      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1884      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1885      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1886      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1887      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1888      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1889      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1890      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1891      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1892      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1893      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1894      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1895      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1896      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1897      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1898      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1899      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1900      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1901      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "...       ...      ...   ...   ...                      ...               ...   \n",
       "1980      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1981      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1982      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1983      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1984      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1985      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1986      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1987      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1988      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1989      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1990      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1991      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1992      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1993      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1994      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1995      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1996      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1997      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1998      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1999      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2000      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2001      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2002      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2003      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2004      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2005      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2006      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2007      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2008      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2009      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "\n",
       "     Lateral Distance Toward Our Goal Distance  \n",
       "1872              NaN                      NaN  \n",
       "1873              NaN                      NaN  \n",
       "1874              NaN                      NaN  \n",
       "1875              NaN                      NaN  \n",
       "1876              NaN                      NaN  \n",
       "1877              NaN                      NaN  \n",
       "1878              NaN                      NaN  \n",
       "1879              NaN                      NaN  \n",
       "1880              NaN                      NaN  \n",
       "1881              NaN                      NaN  \n",
       "1882              NaN                      NaN  \n",
       "1883              NaN                      NaN  \n",
       "1884              NaN                      NaN  \n",
       "1885              NaN                      NaN  \n",
       "1886              NaN                      NaN  \n",
       "1887              NaN                      NaN  \n",
       "1888              NaN                      NaN  \n",
       "1889              NaN                      NaN  \n",
       "1890              NaN                      NaN  \n",
       "1891              NaN                      NaN  \n",
       "1892              NaN                      NaN  \n",
       "1893              NaN                      NaN  \n",
       "1894              NaN                      NaN  \n",
       "1895              NaN                      NaN  \n",
       "1896              NaN                      NaN  \n",
       "1897              NaN                      NaN  \n",
       "1898              NaN                      NaN  \n",
       "1899              NaN                      NaN  \n",
       "1900              NaN                      NaN  \n",
       "1901              NaN                      NaN  \n",
       "...               ...                      ...  \n",
       "1980              NaN                      NaN  \n",
       "1981              NaN                      NaN  \n",
       "1982              NaN                      NaN  \n",
       "1983              NaN                      NaN  \n",
       "1984              NaN                      NaN  \n",
       "1985              NaN                      NaN  \n",
       "1986              NaN                      NaN  \n",
       "1987              NaN                      NaN  \n",
       "1988              NaN                      NaN  \n",
       "1989              NaN                      NaN  \n",
       "1990              NaN                      NaN  \n",
       "1991              NaN                      NaN  \n",
       "1992              NaN                      NaN  \n",
       "1993              NaN                      NaN  \n",
       "1994              NaN                      NaN  \n",
       "1995              NaN                      NaN  \n",
       "1996              NaN                      NaN  \n",
       "1997              NaN                      NaN  \n",
       "1998              NaN                      NaN  \n",
       "1999              NaN                      NaN  \n",
       "2000              NaN                      NaN  \n",
       "2001              NaN                      NaN  \n",
       "2002              NaN                      NaN  \n",
       "2003              NaN                      NaN  \n",
       "2004              NaN                      NaN  \n",
       "2005              NaN                      NaN  \n",
       "2006              NaN                      NaN  \n",
       "2007              NaN                      NaN  \n",
       "2008              NaN                      NaN  \n",
       "2009              NaN                      NaN  \n",
       "\n",
       "[138 rows x 52 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Date/Time'] == '2016-11-26 11:17']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2016-10-28T16:12:00.000000000', '2016-12-09T15:54:00.000000000',\n",
       "       '2016-10-18T16:33:00.000000000', '2016-09-23T16:23:00.000000000',\n",
       "       '2016-10-19T16:24:00.000000000', '2016-11-01T16:35:00.000000000',\n",
       "       '2016-09-27T16:35:00.000000000', '2016-11-04T16:00:00.000000000',\n",
       "       '2016-10-12T16:28:00.000000000', '2017-02-17T16:09:00.000000000',\n",
       "       '2016-11-18T16:03:00.000000000', '2016-11-26T09:27:00.000000000',\n",
       "       '2016-10-14T16:46:00.000000000', '2016-11-26T11:17:00.000000000',\n",
       "       '2016-10-21T15:52:00.000000000'], dtype='datetime64[ns]')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Date/Time'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date/Time</th>\n",
       "      <th>Tournamemnt</th>\n",
       "      <th>Opponent</th>\n",
       "      <th>Point Elapsed Seconds</th>\n",
       "      <th>Line</th>\n",
       "      <th>Our Score - End of Point</th>\n",
       "      <th>Their Score - End of Point</th>\n",
       "      <th>Event Type</th>\n",
       "      <th>Action</th>\n",
       "      <th>Passer</th>\n",
       "      <th>...</th>\n",
       "      <th>Begin Area</th>\n",
       "      <th>Begin X</th>\n",
       "      <th>Begin Y</th>\n",
       "      <th>End Area</th>\n",
       "      <th>End X</th>\n",
       "      <th>End Y</th>\n",
       "      <th>Distance Unit of Measure</th>\n",
       "      <th>Absolute Distance</th>\n",
       "      <th>Lateral Distance</th>\n",
       "      <th>Toward Our Goal Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#2 Jamie Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>171</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>51</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>51</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>51</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>51</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>155</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>155</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>Chris Xu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>155</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>155</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#39 David Xiao</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>Oscar Yao</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#28 Tina Zhu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#19 Ben Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#41 Billy Ni</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2016-10-28 16:12:00</td>\n",
       "      <td>Fall League</td>\n",
       "      <td>YW-Dogs</td>\n",
       "      <td>449</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>185 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Date/Time  Tournamemnt Opponent  Point Elapsed Seconds Line  \\\n",
       "0   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "1   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "2   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "3   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "4   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "5   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "6   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "7   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "8   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "9   2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "10  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "11  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "12  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "13  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "14  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "15  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "16  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "17  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "18  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "19  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "20  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "21  2016-10-28 16:12:00  Fall League  YW-Dogs                    171    O   \n",
       "22  2016-10-28 16:12:00  Fall League  YW-Dogs                     51    D   \n",
       "23  2016-10-28 16:12:00  Fall League  YW-Dogs                     51    D   \n",
       "24  2016-10-28 16:12:00  Fall League  YW-Dogs                     51    D   \n",
       "25  2016-10-28 16:12:00  Fall League  YW-Dogs                     51    D   \n",
       "26  2016-10-28 16:12:00  Fall League  YW-Dogs                    155    O   \n",
       "27  2016-10-28 16:12:00  Fall League  YW-Dogs                    155    O   \n",
       "28  2016-10-28 16:12:00  Fall League  YW-Dogs                    155    O   \n",
       "29  2016-10-28 16:12:00  Fall League  YW-Dogs                    155    O   \n",
       "..                  ...          ...      ...                    ...  ...   \n",
       "155 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "156 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "157 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "158 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "159 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "160 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "161 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "162 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "163 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "164 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "165 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "166 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "167 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "168 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "169 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "170 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "171 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "172 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "173 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "174 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "175 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "176 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "177 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "178 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "179 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "180 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "181 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "182 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "183 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "184 2016-10-28 16:12:00  Fall League  YW-Dogs                    449    D   \n",
       "\n",
       "     Our Score - End of Point  Their Score - End of Point Event Type  \\\n",
       "0                           1                           0    Offense   \n",
       "1                           1                           0    Offense   \n",
       "2                           1                           0    Offense   \n",
       "3                           1                           0    Offense   \n",
       "4                           1                           0    Offense   \n",
       "5                           1                           0    Offense   \n",
       "6                           1                           0    Offense   \n",
       "7                           1                           0    Defense   \n",
       "8                           1                           0    Offense   \n",
       "9                           1                           0    Defense   \n",
       "10                          1                           0    Offense   \n",
       "11                          1                           0    Defense   \n",
       "12                          1                           0    Offense   \n",
       "13                          1                           0    Offense   \n",
       "14                          1                           0    Offense   \n",
       "15                          1                           0    Offense   \n",
       "16                          1                           0    Defense   \n",
       "17                          1                           0    Offense   \n",
       "18                          1                           0    Offense   \n",
       "19                          1                           0    Offense   \n",
       "20                          1                           0    Offense   \n",
       "21                          1                           0    Offense   \n",
       "22                          1                           1    Defense   \n",
       "23                          1                           1    Defense   \n",
       "24                          1                           1    Offense   \n",
       "25                          1                           1    Defense   \n",
       "26                          1                           2    Offense   \n",
       "27                          1                           2    Offense   \n",
       "28                          1                           2    Offense   \n",
       "29                          1                           2    Offense   \n",
       "..                        ...                         ...        ...   \n",
       "155                         9                           5    Defense   \n",
       "156                         9                           5    Offense   \n",
       "157                         9                           5    Offense   \n",
       "158                         9                           5    Defense   \n",
       "159                         9                           5    Offense   \n",
       "160                         9                           5    Defense   \n",
       "161                         9                           5    Offense   \n",
       "162                         9                           5    Offense   \n",
       "163                         9                           5    Defense   \n",
       "164                         9                           5    Offense   \n",
       "165                         9                           5    Offense   \n",
       "166                         9                           5    Offense   \n",
       "167                         9                           5    Offense   \n",
       "168                         9                           5    Defense   \n",
       "169                         9                           5    Offense   \n",
       "170                         9                           5    Offense   \n",
       "171                         9                           5    Defense   \n",
       "172                         9                           5    Offense   \n",
       "173                         9                           5    Offense   \n",
       "174                         9                           5    Offense   \n",
       "175                         9                           5    Defense   \n",
       "176                         9                           5    Offense   \n",
       "177                         9                           5    Offense   \n",
       "178                         9                           5    Offense   \n",
       "179                         9                           5    Defense   \n",
       "180                         9                           5    Offense   \n",
       "181                         9                           5    Offense   \n",
       "182                         9                           5    Offense   \n",
       "183                         9                           5    Offense   \n",
       "184                         9                           5    Defense   \n",
       "\n",
       "        Action            Passer           ...            Begin Area Begin X  \\\n",
       "0        Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "1        Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "2        Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "3        Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "4        Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "5        Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "6         Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "7    Throwaway               NaN           ...                   NaN     NaN   \n",
       "8         Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "9    Throwaway               NaN           ...                   NaN     NaN   \n",
       "10   Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "11   Throwaway               NaN           ...                   NaN     NaN   \n",
       "12       Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "13       Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "14       Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "15   Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "16   Throwaway               NaN           ...                   NaN     NaN   \n",
       "17       Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "18       Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "19       Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "20       Catch     #2 Jamie Chen           ...                   NaN     NaN   \n",
       "21        Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "22        Pull               NaN           ...                   NaN     NaN   \n",
       "23           D               NaN           ...                   NaN     NaN   \n",
       "24        Drop  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "25        Goal               NaN           ...                   NaN     NaN   \n",
       "26       Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "27       Catch          Chris Xu           ...                   NaN     NaN   \n",
       "28       Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "29       Catch    #39 David Xiao           ...                   NaN     NaN   \n",
       "..         ...               ...           ...                   ...     ...   \n",
       "155  Throwaway               NaN           ...                   NaN     NaN   \n",
       "156      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "157  Throwaway      #41 Billy Ni           ...                   NaN     NaN   \n",
       "158  Throwaway               NaN           ...                   NaN     NaN   \n",
       "159       Drop  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "160  Throwaway               NaN           ...                   NaN     NaN   \n",
       "161      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "162       Drop      #41 Billy Ni           ...                   NaN     NaN   \n",
       "163  Throwaway               NaN           ...                   NaN     NaN   \n",
       "164      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "165      Catch      #41 Billy Ni           ...                   NaN     NaN   \n",
       "166      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "167  Throwaway      #41 Billy Ni           ...                   NaN     NaN   \n",
       "168  Throwaway               NaN           ...                   NaN     NaN   \n",
       "169      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "170  Throwaway      #41 Billy Ni           ...                   NaN     NaN   \n",
       "171  Throwaway               NaN           ...                   NaN     NaN   \n",
       "172      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "173      Catch         Oscar Yao           ...                   NaN     NaN   \n",
       "174  Throwaway  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "175  Throwaway               NaN           ...                   NaN     NaN   \n",
       "176      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "177      Catch      #41 Billy Ni           ...                   NaN     NaN   \n",
       "178  Throwaway      #28 Tina Zhu           ...                   NaN     NaN   \n",
       "179  Throwaway               NaN           ...                   NaN     NaN   \n",
       "180      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "181      Catch      #19 Ben Wang           ...                   NaN     NaN   \n",
       "182      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "183  Throwaway      #41 Billy Ni           ...                   NaN     NaN   \n",
       "184       Goal               NaN           ...                   NaN     NaN   \n",
       "\n",
       "     Begin Y End Area End X End Y Distance Unit of Measure Absolute Distance  \\\n",
       "0        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "1        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "2        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "3        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "4        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "5        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "6        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "7        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "8        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "9        NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "10       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "11       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "12       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "13       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "14       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "15       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "16       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "17       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "18       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "19       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "20       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "21       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "22       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "23       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "24       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "25       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "26       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "27       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "28       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "29       NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "..       ...      ...   ...   ...                      ...               ...   \n",
       "155      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "156      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "157      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "158      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "159      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "160      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "161      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "162      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "163      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "164      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "165      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "166      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "167      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "168      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "169      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "170      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "171      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "172      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "173      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "174      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "175      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "176      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "177      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "178      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "179      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "180      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "181      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "182      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "183      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "184      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "\n",
       "    Lateral Distance Toward Our Goal Distance  \n",
       "0                NaN                      NaN  \n",
       "1                NaN                      NaN  \n",
       "2                NaN                      NaN  \n",
       "3                NaN                      NaN  \n",
       "4                NaN                      NaN  \n",
       "5                NaN                      NaN  \n",
       "6                NaN                      NaN  \n",
       "7                NaN                      NaN  \n",
       "8                NaN                      NaN  \n",
       "9                NaN                      NaN  \n",
       "10               NaN                      NaN  \n",
       "11               NaN                      NaN  \n",
       "12               NaN                      NaN  \n",
       "13               NaN                      NaN  \n",
       "14               NaN                      NaN  \n",
       "15               NaN                      NaN  \n",
       "16               NaN                      NaN  \n",
       "17               NaN                      NaN  \n",
       "18               NaN                      NaN  \n",
       "19               NaN                      NaN  \n",
       "20               NaN                      NaN  \n",
       "21               NaN                      NaN  \n",
       "22               NaN                      NaN  \n",
       "23               NaN                      NaN  \n",
       "24               NaN                      NaN  \n",
       "25               NaN                      NaN  \n",
       "26               NaN                      NaN  \n",
       "27               NaN                      NaN  \n",
       "28               NaN                      NaN  \n",
       "29               NaN                      NaN  \n",
       "..               ...                      ...  \n",
       "155              NaN                      NaN  \n",
       "156              NaN                      NaN  \n",
       "157              NaN                      NaN  \n",
       "158              NaN                      NaN  \n",
       "159              NaN                      NaN  \n",
       "160              NaN                      NaN  \n",
       "161              NaN                      NaN  \n",
       "162              NaN                      NaN  \n",
       "163              NaN                      NaN  \n",
       "164              NaN                      NaN  \n",
       "165              NaN                      NaN  \n",
       "166              NaN                      NaN  \n",
       "167              NaN                      NaN  \n",
       "168              NaN                      NaN  \n",
       "169              NaN                      NaN  \n",
       "170              NaN                      NaN  \n",
       "171              NaN                      NaN  \n",
       "172              NaN                      NaN  \n",
       "173              NaN                      NaN  \n",
       "174              NaN                      NaN  \n",
       "175              NaN                      NaN  \n",
       "176              NaN                      NaN  \n",
       "177              NaN                      NaN  \n",
       "178              NaN                      NaN  \n",
       "179              NaN                      NaN  \n",
       "180              NaN                      NaN  \n",
       "181              NaN                      NaN  \n",
       "182              NaN                      NaN  \n",
       "183              NaN                      NaN  \n",
       "184              NaN                      NaN  \n",
       "\n",
       "[185 rows x 52 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Date/Time'] == df['Date/Time'].unique()[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date/Time</th>\n",
       "      <th>Tournamemnt</th>\n",
       "      <th>Opponent</th>\n",
       "      <th>Point Elapsed Seconds</th>\n",
       "      <th>Line</th>\n",
       "      <th>Our Score - End of Point</th>\n",
       "      <th>Their Score - End of Point</th>\n",
       "      <th>Event Type</th>\n",
       "      <th>Action</th>\n",
       "      <th>Passer</th>\n",
       "      <th>...</th>\n",
       "      <th>Begin Area</th>\n",
       "      <th>Begin X</th>\n",
       "      <th>Begin Y</th>\n",
       "      <th>End Area</th>\n",
       "      <th>End X</th>\n",
       "      <th>End Y</th>\n",
       "      <th>Distance Unit of Measure</th>\n",
       "      <th>Absolute Distance</th>\n",
       "      <th>Lateral Distance</th>\n",
       "      <th>Toward Our Goal Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>64</td>\n",
       "      <td>O</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td># 69 Justin Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>80</td>\n",
       "      <td>O</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#2 Jamie Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#2 Jamie Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#27 Daniel Zhang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#39 David Xiao</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>160</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>Nathan B</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#2 Jamie Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#1 Joyce Wang</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Drop</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>341</td>\n",
       "      <td>O</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>7</td>\n",
       "      <td>O</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#14 Cecilia Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Catch</td>\n",
       "      <td>#77 Zoe Wu</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>#2 Jamie Chen</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>179</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>14</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>14</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>14</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>40</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Pull</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>40</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Defense</td>\n",
       "      <td>Throwaway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>2016-09-27 16:35:00</td>\n",
       "      <td>Friendly</td>\n",
       "      <td>CI-Vapour</td>\n",
       "      <td>40</td>\n",
       "      <td>D</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>Offense</td>\n",
       "      <td>Goal</td>\n",
       "      <td>#22 Paul Simpson</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>140 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Date/Time Tournamemnt   Opponent  Point Elapsed Seconds Line  \\\n",
       "818 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "819 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "820 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "821 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "822 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "823 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "824 2016-09-27 16:35:00    Friendly  CI-Vapour                     64    O   \n",
       "825 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "826 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "827 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "828 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "829 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "830 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "831 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "832 2016-09-27 16:35:00    Friendly  CI-Vapour                     80    O   \n",
       "833 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "834 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "835 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "836 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "837 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "838 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "839 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "840 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "841 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "842 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "843 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "844 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "845 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "846 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "847 2016-09-27 16:35:00    Friendly  CI-Vapour                    160    D   \n",
       "..                  ...         ...        ...                    ...  ...   \n",
       "928 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "929 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "930 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "931 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "932 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "933 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "934 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "935 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "936 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "937 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "938 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "939 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "940 2016-09-27 16:35:00    Friendly  CI-Vapour                    341    O   \n",
       "941 2016-09-27 16:35:00    Friendly  CI-Vapour                      7    O   \n",
       "942 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "943 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "944 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "945 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "946 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "947 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "948 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "949 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "950 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "951 2016-09-27 16:35:00    Friendly  CI-Vapour                    179    D   \n",
       "952 2016-09-27 16:35:00    Friendly  CI-Vapour                     14    D   \n",
       "953 2016-09-27 16:35:00    Friendly  CI-Vapour                     14    D   \n",
       "954 2016-09-27 16:35:00    Friendly  CI-Vapour                     14    D   \n",
       "955 2016-09-27 16:35:00    Friendly  CI-Vapour                     40    D   \n",
       "956 2016-09-27 16:35:00    Friendly  CI-Vapour                     40    D   \n",
       "957 2016-09-27 16:35:00    Friendly  CI-Vapour                     40    D   \n",
       "\n",
       "     Our Score - End of Point  Their Score - End of Point Event Type  \\\n",
       "818                         0                           1    Offense   \n",
       "819                         0                           1    Offense   \n",
       "820                         0                           1    Offense   \n",
       "821                         0                           1    Defense   \n",
       "822                         0                           1    Offense   \n",
       "823                         0                           1    Offense   \n",
       "824                         0                           1    Defense   \n",
       "825                         1                           1    Offense   \n",
       "826                         1                           1    Offense   \n",
       "827                         1                           1    Offense   \n",
       "828                         1                           1    Defense   \n",
       "829                         1                           1    Offense   \n",
       "830                         1                           1    Offense   \n",
       "831                         1                           1    Defense   \n",
       "832                         1                           1    Offense   \n",
       "833                         1                           2    Defense   \n",
       "834                         1                           2    Defense   \n",
       "835                         1                           2    Offense   \n",
       "836                         1                           2    Offense   \n",
       "837                         1                           2    Defense   \n",
       "838                         1                           2    Offense   \n",
       "839                         1                           2    Offense   \n",
       "840                         1                           2    Defense   \n",
       "841                         1                           2    Offense   \n",
       "842                         1                           2    Defense   \n",
       "843                         1                           2    Offense   \n",
       "844                         1                           2    Offense   \n",
       "845                         1                           2    Offense   \n",
       "846                         1                           2    Offense   \n",
       "847                         1                           2    Defense   \n",
       "..                        ...                         ...        ...   \n",
       "928                         5                          10    Offense   \n",
       "929                         5                          10    Defense   \n",
       "930                         5                          10    Offense   \n",
       "931                         5                          10    Defense   \n",
       "932                         5                          10    Offense   \n",
       "933                         5                          10    Offense   \n",
       "934                         5                          10    Offense   \n",
       "935                         5                          10    Defense   \n",
       "936                         5                          10    Offense   \n",
       "937                         5                          10    Defense   \n",
       "938                         5                          10    Offense   \n",
       "939                         5                          10    Offense   \n",
       "940                         5                          10    Defense   \n",
       "941                         6                          10    Offense   \n",
       "942                         7                          10    Defense   \n",
       "943                         7                          10    Defense   \n",
       "944                         7                          10    Offense   \n",
       "945                         7                          10    Offense   \n",
       "946                         7                          10    Defense   \n",
       "947                         7                          10    Offense   \n",
       "948                         7                          10    Offense   \n",
       "949                         7                          10    Offense   \n",
       "950                         7                          10    Defense   \n",
       "951                         7                          10    Offense   \n",
       "952                         8                          10    Defense   \n",
       "953                         8                          10    Defense   \n",
       "954                         8                          10    Offense   \n",
       "955                         9                          10    Defense   \n",
       "956                         9                          10    Defense   \n",
       "957                         9                          10    Offense   \n",
       "\n",
       "        Action            Passer           ...            Begin Area Begin X  \\\n",
       "818      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "819      Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "820  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "821          D               NaN           ...                   NaN     NaN   \n",
       "822      Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "823  Throwaway    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "824       Goal               NaN           ...                   NaN     NaN   \n",
       "825      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "826      Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "827  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "828          D               NaN           ...                   NaN     NaN   \n",
       "829      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "830       Drop  # 69 Justin Chen           ...                   NaN     NaN   \n",
       "831          D               NaN           ...                   NaN     NaN   \n",
       "832       Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "833       Pull               NaN           ...                   NaN     NaN   \n",
       "834  Throwaway               NaN           ...                   NaN     NaN   \n",
       "835      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "836  Throwaway     #2 Jamie Chen           ...                   NaN     NaN   \n",
       "837  Throwaway               NaN           ...                   NaN     NaN   \n",
       "838      Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "839       Drop  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "840          D               NaN           ...                   NaN     NaN   \n",
       "841  Throwaway  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "842  Throwaway               NaN           ...                   NaN     NaN   \n",
       "843      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "844      Catch     #2 Jamie Chen           ...                   NaN     NaN   \n",
       "845      Catch  #27 Daniel Zhang           ...                   NaN     NaN   \n",
       "846  Throwaway    #39 David Xiao           ...                   NaN     NaN   \n",
       "847       Goal               NaN           ...                   NaN     NaN   \n",
       "..         ...               ...           ...                   ...     ...   \n",
       "928       Drop          Nathan B           ...                   NaN     NaN   \n",
       "929  Throwaway               NaN           ...                   NaN     NaN   \n",
       "930  Throwaway    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "931  Throwaway               NaN           ...                   NaN     NaN   \n",
       "932      Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "933      Catch     #2 Jamie Chen           ...                   NaN     NaN   \n",
       "934       Drop     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "935          D               NaN           ...                   NaN     NaN   \n",
       "936  Throwaway    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "937  Throwaway               NaN           ...                   NaN     NaN   \n",
       "938      Catch     #1 Joyce Wang           ...                   NaN     NaN   \n",
       "939       Drop    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "940       Goal               NaN           ...                   NaN     NaN   \n",
       "941       Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "942       Pull               NaN           ...                   NaN     NaN   \n",
       "943  Throwaway               NaN           ...                   NaN     NaN   \n",
       "944      Catch    #14 Cecilia Wu           ...                   NaN     NaN   \n",
       "945  Throwaway  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "946  Throwaway               NaN           ...                   NaN     NaN   \n",
       "947      Catch  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "948      Catch        #77 Zoe Wu           ...                   NaN     NaN   \n",
       "949  Throwaway     #2 Jamie Chen           ...                   NaN     NaN   \n",
       "950  Throwaway               NaN           ...                   NaN     NaN   \n",
       "951       Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "952       Pull               NaN           ...                   NaN     NaN   \n",
       "953          D               NaN           ...                   NaN     NaN   \n",
       "954       Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "955       Pull               NaN           ...                   NaN     NaN   \n",
       "956  Throwaway               NaN           ...                   NaN     NaN   \n",
       "957       Goal  #22 Paul Simpson           ...                   NaN     NaN   \n",
       "\n",
       "     Begin Y End Area End X End Y Distance Unit of Measure Absolute Distance  \\\n",
       "818      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "819      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "820      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "821      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "822      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "823      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "824      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "825      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "826      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "827      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "828      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "829      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "830      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "831      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "832      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "833      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "834      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "835      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "836      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "837      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "838      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "839      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "840      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "841      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "842      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "843      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "844      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "845      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "846      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "847      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "..       ...      ...   ...   ...                      ...               ...   \n",
       "928      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "929      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "930      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "931      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "932      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "933      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "934      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "935      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "936      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "937      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "938      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "939      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "940      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "941      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "942      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "943      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "944      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "945      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "946      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "947      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "948      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "949      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "950      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "951      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "952      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "953      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "954      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "955      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "956      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "957      NaN      NaN   NaN   NaN                      NaN               NaN   \n",
       "\n",
       "    Lateral Distance Toward Our Goal Distance  \n",
       "818              NaN                      NaN  \n",
       "819              NaN                      NaN  \n",
       "820              NaN                      NaN  \n",
       "821              NaN                      NaN  \n",
       "822              NaN                      NaN  \n",
       "823              NaN                      NaN  \n",
       "824              NaN                      NaN  \n",
       "825              NaN                      NaN  \n",
       "826              NaN                      NaN  \n",
       "827              NaN                      NaN  \n",
       "828              NaN                      NaN  \n",
       "829              NaN                      NaN  \n",
       "830              NaN                      NaN  \n",
       "831              NaN                      NaN  \n",
       "832              NaN                      NaN  \n",
       "833              NaN                      NaN  \n",
       "834              NaN                      NaN  \n",
       "835              NaN                      NaN  \n",
       "836              NaN                      NaN  \n",
       "837              NaN                      NaN  \n",
       "838              NaN                      NaN  \n",
       "839              NaN                      NaN  \n",
       "840              NaN                      NaN  \n",
       "841              NaN                      NaN  \n",
       "842              NaN                      NaN  \n",
       "843              NaN                      NaN  \n",
       "844              NaN                      NaN  \n",
       "845              NaN                      NaN  \n",
       "846              NaN                      NaN  \n",
       "847              NaN                      NaN  \n",
       "..               ...                      ...  \n",
       "928              NaN                      NaN  \n",
       "929              NaN                      NaN  \n",
       "930              NaN                      NaN  \n",
       "931              NaN                      NaN  \n",
       "932              NaN                      NaN  \n",
       "933              NaN                      NaN  \n",
       "934              NaN                      NaN  \n",
       "935              NaN                      NaN  \n",
       "936              NaN                      NaN  \n",
       "937              NaN                      NaN  \n",
       "938              NaN                      NaN  \n",
       "939              NaN                      NaN  \n",
       "940              NaN                      NaN  \n",
       "941              NaN                      NaN  \n",
       "942              NaN                      NaN  \n",
       "943              NaN                      NaN  \n",
       "944              NaN                      NaN  \n",
       "945              NaN                      NaN  \n",
       "946              NaN                      NaN  \n",
       "947              NaN                      NaN  \n",
       "948              NaN                      NaN  \n",
       "949              NaN                      NaN  \n",
       "950              NaN                      NaN  \n",
       "951              NaN                      NaN  \n",
       "952              NaN                      NaN  \n",
       "953              NaN                      NaN  \n",
       "954              NaN                      NaN  \n",
       "955              NaN                      NaN  \n",
       "956              NaN                      NaN  \n",
       "957              NaN                      NaN  \n",
       "\n",
       "[140 rows x 52 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games = [f for t, f in df.groupby(['Date/Time', 'Opponent'])]\n",
    "games[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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