Project_Rich.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project 2\n",
    "## Predicting 49ers Total Score Each Week\n",
    "\n",
    "### October 24, 2020\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Group 1:\n",
    "* Richard\n",
    "* Sheldon\n",
    "* Xavier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## importing libraries\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating SanFran data frame for the past 5 years to current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:190: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._setitem_with_indexer(indexer, value)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-10-11</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-04</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-27</th>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-20</th>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-13</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-02</th>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-19</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-11</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-29</th>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-21</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-15</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-08</th>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-01</th>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-24</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-17</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-11</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-31</th>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-27</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-20</th>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-13</th>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-10-07</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-22</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-15</th>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-08</th>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-30</th>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-23</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-16</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-09</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-02</th>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-11-25</th>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-18</th>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-04</th>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-27</th>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-20</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-13</th>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-06</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-23</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-16</th>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-06</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-02</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-25</th>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-18</th>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-12</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-03</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-27</th>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-20</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-13</th>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-06</th>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-29</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-22</th>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-08</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-01</th>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-22</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-18</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-11</th>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-04</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-27</th>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-20</th>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-14</th>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Home Team             Away Team  Home Score  \\\n",
       "Date                                                                     \n",
       "2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "...                              ...                   ...         ...   \n",
       "2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "            Away Score  Total Score Open  \n",
       "Date                                      \n",
       "2020-10-11          43              52.0  \n",
       "2020-10-04          25              43.0  \n",
       "2020-09-27          36              42.5  \n",
       "2020-09-20          31              43.5  \n",
       "2020-09-13          24              46.0  \n",
       "2020-02-02          20              53.0  \n",
       "2020-01-19          20              45.0  \n",
       "2020-01-11          10              45.5  \n",
       "2019-12-29          26              48.0  \n",
       "2019-12-21          31              46.0  \n",
       "2019-12-15          29              46.5  \n",
       "2019-12-08          48              45.5  \n",
       "2019-12-01          17              46.0  \n",
       "2019-11-24           8              46.0  \n",
       "2019-11-17          26              45.0  \n",
       "2019-11-11          27              44.5  \n",
       "2019-10-31          28              44.0  \n",
       "2019-10-27          13              41.5  \n",
       "2019-10-20           9              42.5  \n",
       "2019-10-13          20              48.5  \n",
       "2019-10-07           3              47.5  \n",
       "2019-09-22          20              44.0  \n",
       "2019-09-15          41              45.0  \n",
       "2019-09-08          31              49.5  \n",
       "2018-12-30          32              50.5  \n",
       "2018-12-23          14              43.0  \n",
       "2018-12-16          23              44.5  \n",
       "2018-12-09          14              44.0  \n",
       "2018-12-02          16              46.0  \n",
       "2018-11-25           9              55.0  \n",
       "...                ...               ...  \n",
       "2016-12-18          13              52.0  \n",
       "2016-12-11          23              44.5  \n",
       "2016-12-04           6              42.5  \n",
       "2016-11-27          24              45.5  \n",
       "2016-11-20          30              51.5  \n",
       "2016-11-13          20              48.0  \n",
       "2016-11-06          41              51.0  \n",
       "2016-10-23          34              47.0  \n",
       "2016-10-16          16              44.0  \n",
       "2016-10-06          33              42.5  \n",
       "2016-10-02          24              46.0  \n",
       "2016-09-25          18              40.5  \n",
       "2016-09-18          27              44.5  \n",
       "2016-09-12           0              44.0  \n",
       "2016-01-03          16              37.5  \n",
       "2015-12-27          17              43.0  \n",
       "2015-12-20          24              42.0  \n",
       "2015-12-13          10              40.5  \n",
       "2015-12-06          26              41.5  \n",
       "2015-11-29          19              44.5  \n",
       "2015-11-22          13              40.5  \n",
       "2015-11-08          16              45.0  \n",
       "2015-11-01           6              39.5  \n",
       "2015-10-22          20              41.5  \n",
       "2015-10-18          20              44.0  \n",
       "2015-10-11          27              43.0  \n",
       "2015-10-04          17              47.5  \n",
       "2015-09-27           7              44.0  \n",
       "2015-09-20          18              44.0  \n",
       "2015-09-14           3              41.5  \n",
       "\n",
       "[88 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(\"nfl-2.xlsx\")\n",
    "df.set_index(\"Date\", inplace=True)\n",
    "df_years = df.loc[\"2015-09-14\":\"2020\"]\n",
    "df_san_fran = df_years.loc[(df_years[\"Home Team\"] == \"San Francisco 49ers\") | (df_years[\"Away Team\"] == \"San Francisco 49ers\")]\n",
    "df_san_fran = df_san_fran[[\"Home Team\", \"Away Team\", \"Home Score\", \"Away Score\", \"Total Score Open\"]]\n",
    "df_san_fran[\"Home Team\"].loc[\"2019-10-20\"] = \"Washington Football Team\"\n",
    "df_san_fran[\"Home Team\"].loc[\"2017-10-15\"] = \"Washington Football Team\"\n",
    "df_san_fran"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combing, cleaning dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_stadium = pd.read_html(\"https://en.wikipedia.org/wiki/List_of_current_National_Football_League_stadiums\")\n",
    "df_stadium = df_stadium[1]\n",
    "df_stadium = df_stadium.drop(columns=([\"Image\", \"Capacity\", \"Opened\", \"Ref(s)\"]))\n",
    "df_stadium = df_stadium.append(df_stadium.iloc[[20,25]])\n",
    "df_stadium.reset_index(inplace=True,drop=True)\n",
    "# Chaning the names of a few rows\n",
    "df_stadium[\"Team(s)\"].loc[20] = \"New York Giants\"\n",
    "df_stadium[\"Team(s)\"].loc[30] = \"New York Jets\"\n",
    "df_stadium[\"Team(s)\"].loc[25] = \"Los Angeles Rams\"\n",
    "df_stadium[\"Team(s)\"].loc[31] = \"Los Angeles Chargers\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name         0\n",
       "Location     0\n",
       "Surface      0\n",
       "Roof type    0\n",
       "Team(s)      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stadium.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_san_fran = df_san_fran.join(df_stadium.set_index(\"Team(s)\"), on = \"Home Team\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Home Team           0\n",
       "Away Team           0\n",
       "Home Score          0\n",
       "Away Score          0\n",
       "Total Score Open    0\n",
       "Name                1\n",
       "Location            1\n",
       "Surface             1\n",
       "Roof type           1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_san_fran.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(88, 9)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_san_fran.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Home Team            object\n",
       "Away Team            object\n",
       "Home Score            int64\n",
       "Away Score            int64\n",
       "Total Score Open    float64\n",
       "Name                 object\n",
       "Location             object\n",
       "Surface              object\n",
       "Roof type            object\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_san_fran.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Beginning process of merging San Fran with other dataframes for more features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "years = ['2015','2016','2017','2018','2019','2020']\n",
    "list_of_dfs = []\n",
    "for i in years:\n",
    "    list_of_dfs.append(pd.read_html(f'https://www.pro-football-reference.com/teams/sfo/{i}.htm'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(list_of_dfs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th>Unnamed: 4_level_0</th>\n",
       "      <th>Unnamed: 5_level_0</th>\n",
       "      <th>Unnamed: 6_level_0</th>\n",
       "      <th>Unnamed: 7_level_0</th>\n",
       "      <th>Unnamed: 8_level_0</th>\n",
       "      <th>Unnamed: 9_level_0</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Offense</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Defense</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Expected Points</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Week</th>\n",
       "      <th>Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>Unnamed: 3_level_1</th>\n",
       "      <th>Unnamed: 4_level_1</th>\n",
       "      <th>Unnamed: 5_level_1</th>\n",
       "      <th>OT</th>\n",
       "      <th>Rec</th>\n",
       "      <th>Unnamed: 8_level_1</th>\n",
       "      <th>Opp</th>\n",
       "      <th>...</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>1stD</th>\n",
       "      <th>TotYd</th>\n",
       "      <th>PassY</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>Offense</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Tms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Mon</td>\n",
       "      <td>September 14</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>...</td>\n",
       "      <td>230.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.10</td>\n",
       "      <td>13.36</td>\n",
       "      <td>-8.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 20</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-1</td>\n",
       "      <td>@</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>...</td>\n",
       "      <td>111.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>453.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.43</td>\n",
       "      <td>-29.74</td>\n",
       "      <td>1.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 27</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-2</td>\n",
       "      <td>@</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>103.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-26.19</td>\n",
       "      <td>-21.61</td>\n",
       "      <td>10.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 4</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>...</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>362.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-11.25</td>\n",
       "      <td>-5.93</td>\n",
       "      <td>4.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 11</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-4</td>\n",
       "      <td>@</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>...</td>\n",
       "      <td>124.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>525.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.01</td>\n",
       "      <td>-22.97</td>\n",
       "      <td>1.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 18</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>...</td>\n",
       "      <td>65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>343.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.65</td>\n",
       "      <td>-4.93</td>\n",
       "      <td>-0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Thu</td>\n",
       "      <td>October 22</td>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>61.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>388.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-15.72</td>\n",
       "      <td>-6.26</td>\n",
       "      <td>3.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 1</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-6</td>\n",
       "      <td>@</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>388.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-20.93</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 8</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>...</td>\n",
       "      <td>133.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.03</td>\n",
       "      <td>0.89</td>\n",
       "      <td>-4.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bye Week</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>11</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 22</td>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-7</td>\n",
       "      <td>@</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.81</td>\n",
       "      <td>-22.52</td>\n",
       "      <td>4.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 29</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.68</td>\n",
       "      <td>-5.59</td>\n",
       "      <td>-1.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 6</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>OT</td>\n",
       "      <td>4-8</td>\n",
       "      <td>@</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>5.22</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 13</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4-9</td>\n",
       "      <td>@</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.0</td>\n",
       "      <td>481.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-9.24</td>\n",
       "      <td>-11.60</td>\n",
       "      <td>7.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 20</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>...</td>\n",
       "      <td>55.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-20.61</td>\n",
       "      <td>9.84</td>\n",
       "      <td>-0.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 27</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4-11</td>\n",
       "      <td>@</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>...</td>\n",
       "      <td>121.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-12.84</td>\n",
       "      <td>-2.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Sun</td>\n",
       "      <td>January 3</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>OT</td>\n",
       "      <td>5-11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1.19</td>\n",
       "      <td>-1.42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Week                Day               Date   \n",
       "0                   1                Mon       September 14   \n",
       "1                   2                Sun       September 20   \n",
       "2                   3                Sun       September 27   \n",
       "3                   4                Sun          October 4   \n",
       "4                   5                Sun         October 11   \n",
       "5                   6                Sun         October 18   \n",
       "6                   7                Thu         October 22   \n",
       "7                   8                Sun         November 1   \n",
       "8                   9                Sun         November 8   \n",
       "9                  10                NaN                NaN   \n",
       "10                 11                Sun        November 22   \n",
       "11                 12                Sun        November 29   \n",
       "12                 13                Sun         December 6   \n",
       "13                 14                Sun        December 13   \n",
       "14                 15                Sun        December 20   \n",
       "15                 16                Sun        December 27   \n",
       "16                 17                Sun          January 3   \n",
       "\n",
       "   Unnamed: 3_level_0 Unnamed: 4_level_0 Unnamed: 5_level_0  \\\n",
       "   Unnamed: 3_level_1 Unnamed: 4_level_1 Unnamed: 5_level_1   \n",
       "0          10:20PM ET           boxscore                  W   \n",
       "1           1:02PM ET           boxscore                  L   \n",
       "2           4:05PM ET           boxscore                  L   \n",
       "3           4:25PM ET           boxscore                  L   \n",
       "4           8:31PM ET           boxscore                  L   \n",
       "5           4:25PM ET           boxscore                  W   \n",
       "6           8:26PM ET           boxscore                  L   \n",
       "7           1:00PM ET           boxscore                  L   \n",
       "8           4:05PM ET           boxscore                  W   \n",
       "9                 NaN                NaN                NaN   \n",
       "10          4:27PM ET           boxscore                  L   \n",
       "11          4:05PM ET           boxscore                  L   \n",
       "12          1:02PM ET           boxscore                  W   \n",
       "13          1:02PM ET           boxscore                  L   \n",
       "14          4:25PM ET           boxscore                  L   \n",
       "15          1:03PM ET           boxscore                  L   \n",
       "16          4:25PM ET           boxscore                  W   \n",
       "\n",
       "   Unnamed: 6_level_0 Unnamed: 7_level_0 Unnamed: 8_level_0  \\\n",
       "                   OT                Rec Unnamed: 8_level_1   \n",
       "0                 NaN                1-0                NaN   \n",
       "1                 NaN                1-1                  @   \n",
       "2                 NaN                1-2                  @   \n",
       "3                 NaN                1-3                NaN   \n",
       "4                 NaN                1-4                  @   \n",
       "5                 NaN                2-4                NaN   \n",
       "6                 NaN                2-5                NaN   \n",
       "7                 NaN                2-6                  @   \n",
       "8                 NaN                3-6                NaN   \n",
       "9                 NaN                NaN                NaN   \n",
       "10                NaN                3-7                  @   \n",
       "11                NaN                3-8                NaN   \n",
       "12                 OT                4-8                  @   \n",
       "13                NaN                4-9                  @   \n",
       "14                NaN               4-10                NaN   \n",
       "15                NaN               4-11                  @   \n",
       "16                 OT               5-11                NaN   \n",
       "\n",
       "     Unnamed: 9_level_0  ... Offense      Defense                            \\\n",
       "                    Opp  ...   RushY   TO    1stD  TotYd  PassY  RushY   TO   \n",
       "0     Minnesota Vikings  ...   230.0  1.0    17.0  248.0  177.0   71.0  1.0   \n",
       "1   Pittsburgh Steelers  ...   111.0  1.0    21.0  453.0  369.0   84.0  NaN   \n",
       "2     Arizona Cardinals  ...   103.0  4.0    28.0  446.0  307.0  139.0  1.0   \n",
       "3     Green Bay Packers  ...    77.0  1.0    18.0  362.0  200.0  162.0  NaN   \n",
       "4       New York Giants  ...   124.0  NaN    30.0  525.0  441.0   84.0  1.0   \n",
       "5      Baltimore Ravens  ...    65.0  NaN    25.0  420.0  343.0   77.0  2.0   \n",
       "6      Seattle Seahawks  ...    61.0  NaN    21.0  388.0  212.0  176.0  2.0   \n",
       "7        St. Louis Rams  ...    38.0  NaN    16.0  388.0  191.0  197.0  1.0   \n",
       "8       Atlanta Falcons  ...   133.0  2.0    17.0  302.0  285.0   17.0  NaN   \n",
       "9              Bye Week  ...     NaN  NaN     NaN    NaN    NaN    NaN  NaN   \n",
       "10     Seattle Seahawks  ...    59.0  NaN    28.0  508.0  253.0  255.0  NaN   \n",
       "11    Arizona Cardinals  ...    67.0  2.0    26.0  337.0  267.0   70.0  NaN   \n",
       "12        Chicago Bears  ...   121.0  NaN    20.0  364.0  194.0  170.0  1.0   \n",
       "13     Cleveland Browns  ...    71.0  NaN    28.0  481.0  251.0  230.0  2.0   \n",
       "14   Cincinnati Bengals  ...    55.0  4.0    14.0  242.0  174.0   68.0  1.0   \n",
       "15        Detroit Lions  ...   121.0  1.0    26.0  371.0  284.0   87.0  NaN   \n",
       "16       St. Louis Rams  ...   108.0  1.0    21.0  364.0  231.0  133.0  NaN   \n",
       "\n",
       "   Expected Points                  \n",
       "           Offense Defense Sp. Tms  \n",
       "0            12.10   13.36   -8.12  \n",
       "1             6.43  -29.74    1.07  \n",
       "2           -26.19  -21.61   10.29  \n",
       "3           -11.25   -5.93    4.95  \n",
       "4            17.01  -22.97    1.19  \n",
       "5             9.65   -4.93   -0.22  \n",
       "6           -15.72   -6.26    3.58  \n",
       "7           -20.93   -0.68    1.25  \n",
       "8             4.03    0.89   -4.55  \n",
       "9              NaN     NaN     NaN  \n",
       "10            0.81  -22.52    4.37  \n",
       "11            1.68   -5.59   -1.73  \n",
       "12            0.11    5.22    0.70  \n",
       "13           -9.24  -11.60    7.47  \n",
       "14          -20.61    9.84   -0.99  \n",
       "15            0.08  -12.84   -2.64  \n",
       "16            0.19    1.19   -1.42  \n",
       "\n",
       "[17 rows x 25 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_of_dfs[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "yr_2015 = list_of_dfs[0][1]\n",
    "yr_2016 = list_of_dfs[1][1]\n",
    "yr_2017 = list_of_dfs[2][1] \n",
    "yr_2018 = list_of_dfs[3][1] \n",
    "yr_2019 = list_of_dfs[4][1]\n",
    "yr_2020 = list_of_dfs[5][1] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th>Unnamed: 4_level_0</th>\n",
       "      <th>Unnamed: 5_level_0</th>\n",
       "      <th>Unnamed: 6_level_0</th>\n",
       "      <th>Unnamed: 7_level_0</th>\n",
       "      <th>Unnamed: 8_level_0</th>\n",
       "      <th>Unnamed: 9_level_0</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Offense</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Defense</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Expected Points</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Week</th>\n",
       "      <th>Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>Unnamed: 3_level_1</th>\n",
       "      <th>Unnamed: 4_level_1</th>\n",
       "      <th>Unnamed: 5_level_1</th>\n",
       "      <th>OT</th>\n",
       "      <th>Rec</th>\n",
       "      <th>Unnamed: 8_level_1</th>\n",
       "      <th>Opp</th>\n",
       "      <th>...</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>1stD</th>\n",
       "      <th>TotYd</th>\n",
       "      <th>PassY</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>Offense</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Tms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 8</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-0</td>\n",
       "      <td>@</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>295.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-7.51</td>\n",
       "      <td>19.12</td>\n",
       "      <td>1.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 15</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-0</td>\n",
       "      <td>@</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>...</td>\n",
       "      <td>259.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>316.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.34</td>\n",
       "      <td>1.14</td>\n",
       "      <td>-6.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 22</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>...</td>\n",
       "      <td>168.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-3.72</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bye Week</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>5</td>\n",
       "      <td>Mon</td>\n",
       "      <td>October 7</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4-0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>...</td>\n",
       "      <td>275.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.38</td>\n",
       "      <td>22.56</td>\n",
       "      <td>-10.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 13</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-0</td>\n",
       "      <td>@</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-3.54</td>\n",
       "      <td>25.23</td>\n",
       "      <td>-5.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 20</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6-0</td>\n",
       "      <td>@</td>\n",
       "      <td>Washington Redskins</td>\n",
       "      <td>...</td>\n",
       "      <td>137.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.99</td>\n",
       "      <td>14.12</td>\n",
       "      <td>-0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 27</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7-0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>...</td>\n",
       "      <td>232.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>230.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.84</td>\n",
       "      <td>30.05</td>\n",
       "      <td>-7.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Thu</td>\n",
       "      <td>October 31</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8-0</td>\n",
       "      <td>@</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>101.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>357.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.45</td>\n",
       "      <td>-13.71</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Mon</td>\n",
       "      <td>November 11</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>OT</td>\n",
       "      <td>8-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>-17.73</td>\n",
       "      <td>17.69</td>\n",
       "      <td>-4.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 17</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.92</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>1.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 24</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>...</td>\n",
       "      <td>112.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.66</td>\n",
       "      <td>14.62</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 1</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-2</td>\n",
       "      <td>@</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>...</td>\n",
       "      <td>174.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.20</td>\n",
       "      <td>-6.40</td>\n",
       "      <td>-1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 8</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-2</td>\n",
       "      <td>@</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.42</td>\n",
       "      <td>-21.97</td>\n",
       "      <td>-3.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 15</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.84</td>\n",
       "      <td>-7.04</td>\n",
       "      <td>-2.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Sat</td>\n",
       "      <td>December 21</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>119.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.67</td>\n",
       "      <td>-3.16</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 29</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13-3</td>\n",
       "      <td>@</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>128.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "      <td>348.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.28</td>\n",
       "      <td>-10.85</td>\n",
       "      <td>-3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Playoffs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Division</td>\n",
       "      <td>Sat</td>\n",
       "      <td>January 11</td>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>...</td>\n",
       "      <td>186.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.66</td>\n",
       "      <td>16.91</td>\n",
       "      <td>-0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Conf. Champ.</td>\n",
       "      <td>Sun</td>\n",
       "      <td>January 19</td>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>...</td>\n",
       "      <td>285.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.03</td>\n",
       "      <td>-5.47</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>SuperBowl</td>\n",
       "      <td>Sun</td>\n",
       "      <td>February 2</td>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15-4</td>\n",
       "      <td>N</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>...</td>\n",
       "      <td>141.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.19</td>\n",
       "      <td>-18.54</td>\n",
       "      <td>1.58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Week                Day               Date   \n",
       "0                   1                Sun        September 8   \n",
       "1                   2                Sun       September 15   \n",
       "2                   3                Sun       September 22   \n",
       "3                   4                NaN                NaN   \n",
       "4                   5                Mon          October 7   \n",
       "5                   6                Sun         October 13   \n",
       "6                   7                Sun         October 20   \n",
       "7                   8                Sun         October 27   \n",
       "8                   9                Thu         October 31   \n",
       "9                  10                Mon        November 11   \n",
       "10                 11                Sun        November 17   \n",
       "11                 12                Sun        November 24   \n",
       "12                 13                Sun         December 1   \n",
       "13                 14                Sun         December 8   \n",
       "14                 15                Sun        December 15   \n",
       "15                 16                Sat        December 21   \n",
       "16                 17                Sun        December 29   \n",
       "17                NaN                NaN           Playoffs   \n",
       "18           Division                Sat         January 11   \n",
       "19       Conf. Champ.                Sun         January 19   \n",
       "20          SuperBowl                Sun         February 2   \n",
       "\n",
       "   Unnamed: 3_level_0 Unnamed: 4_level_0 Unnamed: 5_level_0  \\\n",
       "   Unnamed: 3_level_1 Unnamed: 4_level_1 Unnamed: 5_level_1   \n",
       "0           4:25PM ET           boxscore                  W   \n",
       "1           1:00PM ET           boxscore                  W   \n",
       "2           4:25PM ET           boxscore                  W   \n",
       "3                 NaN                NaN                NaN   \n",
       "4           8:15PM ET           boxscore                  W   \n",
       "5           4:05PM ET           boxscore                  W   \n",
       "6           1:00PM ET           boxscore                  W   \n",
       "7           4:05PM ET           boxscore                  W   \n",
       "8           8:20PM ET           boxscore                  W   \n",
       "9           8:15PM ET           boxscore                  L   \n",
       "10          4:05PM ET           boxscore                  W   \n",
       "11          8:20PM ET           boxscore                  W   \n",
       "12          1:00PM ET           boxscore                  L   \n",
       "13          1:00PM ET           boxscore                  W   \n",
       "14          4:25PM ET           boxscore                  L   \n",
       "15          8:15PM ET           boxscore                  W   \n",
       "16          8:20PM ET           boxscore                  W   \n",
       "17                NaN                NaN                NaN   \n",
       "18          4:35PM ET           boxscore                  W   \n",
       "19          6:40PM ET           boxscore                  W   \n",
       "20          6:30PM ET           boxscore                  L   \n",
       "\n",
       "   Unnamed: 6_level_0 Unnamed: 7_level_0 Unnamed: 8_level_0  \\\n",
       "                   OT                Rec Unnamed: 8_level_1   \n",
       "0                 NaN                1-0                  @   \n",
       "1                 NaN                2-0                  @   \n",
       "2                 NaN                3-0                NaN   \n",
       "3                 NaN                NaN                NaN   \n",
       "4                 NaN                4-0                NaN   \n",
       "5                 NaN                5-0                  @   \n",
       "6                 NaN                6-0                  @   \n",
       "7                 NaN                7-0                NaN   \n",
       "8                 NaN                8-0                  @   \n",
       "9                  OT                8-1                NaN   \n",
       "10                NaN                9-1                NaN   \n",
       "11                NaN               10-1                NaN   \n",
       "12                NaN               10-2                  @   \n",
       "13                NaN               11-2                  @   \n",
       "14                NaN               11-3                NaN   \n",
       "15                NaN               12-3                NaN   \n",
       "16                NaN               13-3                  @   \n",
       "17                NaN                NaN                NaN   \n",
       "18                NaN               14-3                NaN   \n",
       "19                NaN               15-3                NaN   \n",
       "20                NaN               15-4                  N   \n",
       "\n",
       "      Unnamed: 9_level_0  ... Offense      Defense                            \\\n",
       "                     Opp  ...   RushY   TO    1stD  TotYd  PassY  RushY   TO   \n",
       "0   Tampa Bay Buccaneers  ...    98.0  2.0    21.0  295.0  174.0  121.0  4.0   \n",
       "1     Cincinnati Bengals  ...   259.0  1.0    14.0  316.0  291.0   25.0  1.0   \n",
       "2    Pittsburgh Steelers  ...   168.0  5.0    11.0  239.0  160.0   79.0  2.0   \n",
       "3               Bye Week  ...     NaN  NaN     NaN    NaN    NaN    NaN  NaN   \n",
       "4       Cleveland Browns  ...   275.0  NaN     9.0  180.0   78.0  102.0  4.0   \n",
       "5       Los Angeles Rams  ...    99.0  2.0    10.0  157.0   48.0  109.0  1.0   \n",
       "6    Washington Redskins  ...   137.0  1.0    10.0  154.0   50.0  104.0  1.0   \n",
       "7      Carolina Panthers  ...   232.0  1.0    12.0  230.0  100.0  130.0  3.0   \n",
       "8      Arizona Cardinals  ...   101.0  NaN    19.0  357.0  204.0  153.0  NaN   \n",
       "9       Seattle Seahawks  ...    87.0  3.0    19.0  336.0  189.0  147.0  4.0   \n",
       "10     Arizona Cardinals  ...    34.0  2.0    21.0  266.0  131.0  135.0  2.0   \n",
       "11     Green Bay Packers  ...   112.0  NaN    19.0  198.0   81.0  117.0  1.0   \n",
       "12      Baltimore Ravens  ...   174.0  1.0    21.0  283.0  105.0  178.0  1.0   \n",
       "13    New Orleans Saints  ...   162.0  1.0    28.0  465.0  349.0  116.0  1.0   \n",
       "14       Atlanta Falcons  ...   120.0  2.0    20.0  290.0  201.0   89.0  1.0   \n",
       "15      Los Angeles Rams  ...   119.0  2.0    24.0  395.0  323.0   72.0  1.0   \n",
       "16      Seattle Seahawks  ...   128.0  NaN    27.0  348.0  223.0  125.0  NaN   \n",
       "17                   NaN  ...     NaN  NaN     NaN    NaN    NaN    NaN  NaN   \n",
       "18     Minnesota Vikings  ...   186.0  2.0     7.0  147.0  126.0   21.0  2.0   \n",
       "19     Green Bay Packers  ...   285.0  NaN    21.0  358.0  296.0   62.0  3.0   \n",
       "20    Kansas City Chiefs  ...   141.0  2.0    26.0  397.0  268.0  129.0  2.0   \n",
       "\n",
       "   Expected Points                  \n",
       "           Offense Defense Sp. Tms  \n",
       "0            -7.51   19.12    1.10  \n",
       "1            27.34    1.14   -6.64  \n",
       "2            -3.72   10.20    0.12  \n",
       "3              NaN     NaN     NaN  \n",
       "4            12.38   22.56  -10.50  \n",
       "5            -3.54   25.23   -5.01  \n",
       "6            -1.99   14.12   -0.61  \n",
       "7            15.84   30.05   -7.14  \n",
       "8            18.45  -13.71    0.88  \n",
       "9           -17.73   17.69   -4.23  \n",
       "10            8.92   -0.09    1.17  \n",
       "11           10.66   14.62    0.67  \n",
       "12            6.20   -6.40   -1.20  \n",
       "13           27.42  -21.97   -3.51  \n",
       "14            2.84   -7.04   -2.73  \n",
       "15            3.67   -3.16    1.84  \n",
       "16           17.28  -10.85   -3.02  \n",
       "17             NaN     NaN     NaN  \n",
       "18            0.66   16.91   -0.78  \n",
       "19           18.03   -5.47    2.28  \n",
       "20            5.19  -18.54    1.58  \n",
       "\n",
       "[21 rows x 25 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yr_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(yr_2017)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_level_0</th>\n",
       "      <th>Unnamed: 1_level_0</th>\n",
       "      <th>Unnamed: 2_level_0</th>\n",
       "      <th>Unnamed: 3_level_0</th>\n",
       "      <th>Unnamed: 4_level_0</th>\n",
       "      <th>Unnamed: 5_level_0</th>\n",
       "      <th>Unnamed: 6_level_0</th>\n",
       "      <th>Unnamed: 7_level_0</th>\n",
       "      <th>Unnamed: 8_level_0</th>\n",
       "      <th>Unnamed: 9_level_0</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">Offense</th>\n",
       "      <th colspan=\"5\" halign=\"left\">Defense</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Expected Points</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Week</th>\n",
       "      <th>Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>Unnamed: 3_level_1</th>\n",
       "      <th>Unnamed: 4_level_1</th>\n",
       "      <th>Unnamed: 5_level_1</th>\n",
       "      <th>OT</th>\n",
       "      <th>Rec</th>\n",
       "      <th>Unnamed: 8_level_1</th>\n",
       "      <th>Opp</th>\n",
       "      <th>...</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>1stD</th>\n",
       "      <th>TotYd</th>\n",
       "      <th>PassY</th>\n",
       "      <th>RushY</th>\n",
       "      <th>TO</th>\n",
       "      <th>Offense</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Tms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 10</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-22.90</td>\n",
       "      <td>0.04</td>\n",
       "      <td>3.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 17</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-2</td>\n",
       "      <td>@</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>159.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-10.07</td>\n",
       "      <td>0.45</td>\n",
       "      <td>7.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Thu</td>\n",
       "      <td>September 21</td>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.71</td>\n",
       "      <td>-25.20</td>\n",
       "      <td>12.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 1</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>OT</td>\n",
       "      <td>0-4</td>\n",
       "      <td>@</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-10.83</td>\n",
       "      <td>3.67</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 8</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>OT</td>\n",
       "      <td>0-5</td>\n",
       "      <td>@</td>\n",
       "      <td>Indianapolis Colts</td>\n",
       "      <td>...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.34</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>-7.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 15</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-6</td>\n",
       "      <td>@</td>\n",
       "      <td>Washington Redskins</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.10</td>\n",
       "      <td>-7.41</td>\n",
       "      <td>1.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 22</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>...</td>\n",
       "      <td>103.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>501.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.80</td>\n",
       "      <td>-28.60</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 29</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-8</td>\n",
       "      <td>@</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-18.94</td>\n",
       "      <td>-3.12</td>\n",
       "      <td>-1.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 5</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0-9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>...</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-19.86</td>\n",
       "      <td>3.98</td>\n",
       "      <td>3.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 12</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>...</td>\n",
       "      <td>186.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.95</td>\n",
       "      <td>-10.34</td>\n",
       "      <td>4.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bye Week</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>12</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 26</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-10.16</td>\n",
       "      <td>-2.89</td>\n",
       "      <td>1.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 3</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2-10</td>\n",
       "      <td>@</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>...</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.45</td>\n",
       "      <td>1.50</td>\n",
       "      <td>-3.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 10</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3-10</td>\n",
       "      <td>@</td>\n",
       "      <td>Houston Texans</td>\n",
       "      <td>...</td>\n",
       "      <td>102.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.06</td>\n",
       "      <td>4.09</td>\n",
       "      <td>-1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 17</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tennessee Titans</td>\n",
       "      <td>...</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.08</td>\n",
       "      <td>-10.46</td>\n",
       "      <td>-0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 24</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5-10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jacksonville Jaguars</td>\n",
       "      <td>...</td>\n",
       "      <td>131.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.97</td>\n",
       "      <td>-7.43</td>\n",
       "      <td>0.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 31</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>boxscore</td>\n",
       "      <td>W</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6-10</td>\n",
       "      <td>@</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.97</td>\n",
       "      <td>8.87</td>\n",
       "      <td>1.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_level_0 Unnamed: 1_level_0 Unnamed: 2_level_0  \\\n",
       "                 Week                Day               Date   \n",
       "0                   1                Sun       September 10   \n",
       "1                   2                Sun       September 17   \n",
       "2                   3                Thu       September 21   \n",
       "3                   4                Sun          October 1   \n",
       "4                   5                Sun          October 8   \n",
       "5                   6                Sun         October 15   \n",
       "6                   7                Sun         October 22   \n",
       "7                   8                Sun         October 29   \n",
       "8                   9                Sun         November 5   \n",
       "9                  10                Sun        November 12   \n",
       "10                 11                NaN                NaN   \n",
       "11                 12                Sun        November 26   \n",
       "12                 13                Sun         December 3   \n",
       "13                 14                Sun        December 10   \n",
       "14                 15                Sun        December 17   \n",
       "15                 16                Sun        December 24   \n",
       "16                 17                Sun        December 31   \n",
       "\n",
       "   Unnamed: 3_level_0 Unnamed: 4_level_0 Unnamed: 5_level_0  \\\n",
       "   Unnamed: 3_level_1 Unnamed: 4_level_1 Unnamed: 5_level_1   \n",
       "0           4:25PM ET           boxscore                  L   \n",
       "1           4:25PM ET           boxscore                  L   \n",
       "2           8:25PM ET           boxscore                  L   \n",
       "3           4:05PM ET           boxscore                  L   \n",
       "4           1:00PM ET           boxscore                  L   \n",
       "5           1:00PM ET           boxscore                  L   \n",
       "6           4:05PM ET           boxscore                  L   \n",
       "7           1:00PM ET           boxscore                  L   \n",
       "8           4:05PM ET           boxscore                  L   \n",
       "9           4:25PM ET           boxscore                  W   \n",
       "10                NaN                NaN                NaN   \n",
       "11          4:05PM ET           boxscore                  L   \n",
       "12          1:00PM ET           boxscore                  W   \n",
       "13          1:00PM ET           boxscore                  W   \n",
       "14          4:25PM ET           boxscore                  W   \n",
       "15          4:05PM ET           boxscore                  W   \n",
       "16          4:25PM ET           boxscore                  W   \n",
       "\n",
       "   Unnamed: 6_level_0 Unnamed: 7_level_0 Unnamed: 8_level_0  \\\n",
       "                   OT                Rec Unnamed: 8_level_1   \n",
       "0                 NaN                0-1                NaN   \n",
       "1                 NaN                0-2                  @   \n",
       "2                 NaN                0-3                NaN   \n",
       "3                  OT                0-4                  @   \n",
       "4                  OT                0-5                  @   \n",
       "5                 NaN                0-6                  @   \n",
       "6                 NaN                0-7                NaN   \n",
       "7                 NaN                0-8                  @   \n",
       "8                 NaN                0-9                NaN   \n",
       "9                 NaN                1-9                NaN   \n",
       "10                NaN                NaN                NaN   \n",
       "11                NaN               1-10                NaN   \n",
       "12                NaN               2-10                  @   \n",
       "13                NaN               3-10                  @   \n",
       "14                NaN               4-10                NaN   \n",
       "15                NaN               5-10                NaN   \n",
       "16                NaN               6-10                  @   \n",
       "\n",
       "      Unnamed: 9_level_0  ... Offense      Defense                            \\\n",
       "                     Opp  ...   RushY   TO    1stD  TotYd  PassY  RushY   TO   \n",
       "0      Carolina Panthers  ...    51.0  2.0    20.0  287.0  171.0  116.0  2.0   \n",
       "1       Seattle Seahawks  ...   159.0  1.0    21.0  312.0  181.0  131.0  NaN   \n",
       "2       Los Angeles Rams  ...   113.0  2.0    26.0  418.0  292.0  126.0  2.0   \n",
       "3      Arizona Cardinals  ...    95.0  1.0    25.0  368.0  317.0   51.0  1.0   \n",
       "4     Indianapolis Colts  ...    66.0  NaN    25.0  447.0  288.0  159.0  1.0   \n",
       "5    Washington Redskins  ...    85.0  1.0    25.0  419.0  325.0   94.0  2.0   \n",
       "6         Dallas Cowboys  ...   103.0  3.0    27.0  501.0  236.0  265.0  NaN   \n",
       "7    Philadelphia Eagles  ...    94.0  2.0    19.0  304.0  192.0  112.0  1.0   \n",
       "8      Arizona Cardinals  ...    63.0  2.0    20.0  368.0  201.0  167.0  2.0   \n",
       "9        New York Giants  ...   186.0  2.0    19.0  374.0  260.0  114.0  1.0   \n",
       "10              Bye Week  ...     NaN  NaN     NaN    NaN    NaN    NaN  NaN   \n",
       "11      Seattle Seahawks  ...    84.0  1.0    20.0  318.0  228.0   90.0  1.0   \n",
       "12         Chicago Bears  ...   110.0  1.0     8.0  147.0   85.0   62.0  NaN   \n",
       "13        Houston Texans  ...   102.0  1.0    18.0  311.0  221.0   90.0  1.0   \n",
       "14      Tennessee Titans  ...    51.0  NaN    23.0  328.0  238.0   90.0  1.0   \n",
       "15  Jacksonville Jaguars  ...   131.0  1.0    32.0  472.0  380.0   92.0  3.0   \n",
       "16      Los Angeles Rams  ...   169.0  3.0    15.0  251.0  149.0  102.0  2.0   \n",
       "\n",
       "   Expected Points                  \n",
       "           Offense Defense Sp. Tms  \n",
       "0           -22.90    0.04    3.05  \n",
       "1           -10.07    0.45    7.08  \n",
       "2             5.71  -25.20   12.79  \n",
       "3           -10.83    3.67    3.36  \n",
       "4            10.34   -5.95   -7.25  \n",
       "5             3.10   -7.41    1.72  \n",
       "6            -7.80  -28.60    0.96  \n",
       "7           -18.94   -3.12   -1.57  \n",
       "8           -19.86    3.98    3.99  \n",
       "9            14.95  -10.34    4.59  \n",
       "10             NaN     NaN     NaN  \n",
       "11          -10.16   -2.89    1.79  \n",
       "12            4.45    1.50   -3.02  \n",
       "13            6.06    4.09   -1.00  \n",
       "14           13.08  -10.46   -0.42  \n",
       "15           18.97   -7.43    0.92  \n",
       "16            9.97    8.87    1.57  \n",
       "\n",
       "[17 rows x 25 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yr_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1stD     float64\n",
       "TotYd    float64\n",
       "PassY    float64\n",
       "RushY    float64\n",
       "TO       float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yr_2017[\"Offense\"].dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex(levels=[['Defense', 'Expected Points', 'Offense', 'Score', 'Unnamed: 0_level_0', 'Unnamed: 1_level_0', 'Unnamed: 2_level_0', 'Unnamed: 3_level_0', 'Unnamed: 4_level_0', 'Unnamed: 5_level_0', 'Unnamed: 6_level_0', 'Unnamed: 7_level_0', 'Unnamed: 8_level_0', 'Unnamed: 9_level_0'], ['1stD', 'Date', 'Day', 'Defense', 'OT', 'Offense', 'Opp', 'PassY', 'Rec', 'RushY', 'Sp. Tms', 'TO', 'Tm', 'TotYd', 'Unnamed: 3_level_1', 'Unnamed: 4_level_1', 'Unnamed: 5_level_1', 'Unnamed: 8_level_1', 'Week']],\n",
       "           codes=[[4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 3, 3, 2, 2, 2, 2, 2, 0, 0, 0, 0, 0, 1, 1, 1], [18, 2, 1, 14, 15, 16, 4, 8, 17, 6, 12, 6, 0, 13, 7, 9, 11, 0, 13, 7, 9, 11, 5, 3, 10]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yr_2017.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df_2015 = yr_2015[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]\n",
    "df_2016 = yr_2016[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]\n",
    "df_2017 = yr_2017[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]\n",
    "df_2018 = yr_2018[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]\n",
    "df_2019 = yr_2019[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]\n",
    "df_2020 = yr_2020[[\"Unnamed: 3_level_0\",\"Unnamed: 1_level_0\", \"Unnamed: 2_level_0\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2015.columns = [\"Game Time\", \"Game Day\", \"Date\"]\n",
    "df_2016.columns = [\"Game Time\", \"Game Day\", \"Date\"]\n",
    "df_2017.columns = [\"Game Time\", \"Game Day\", \"Date\"]\n",
    "df_2018.columns = [\"Game Time\", \"Game Day\", \"Date\"]\n",
    "df_2019.columns = [\"Game Time\", \"Game Day\", \"Date\"]\n",
    "df_2020.columns = [\"Game Time\", \"Game Day\", \"Date\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>November 5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>December 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1:00AM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>January 3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day          Date\n",
       "0   4:25PM ET      Sun  September 13\n",
       "1   1:00PM ET      Sun  September 20\n",
       "2   1:00PM ET      Sun  September 27\n",
       "3   8:20PM ET      Sun     October 4\n",
       "4   4:05PM ET      Sun    October 11\n",
       "5   8:20PM ET      Sun    October 18\n",
       "6   4:25PM ET      Sun    October 25\n",
       "7   4:25PM ET      Sun    November 1\n",
       "8   8:20PM ET      Thu    November 5\n",
       "9   4:25PM ET      Sun   November 15\n",
       "10        NaN      NaN           NaN\n",
       "11  4:05PM ET      Sun   November 29\n",
       "12  8:15PM ET      Mon    December 7\n",
       "13  4:25PM ET      Sun   December 13\n",
       "14  8:20PM ET      Sun   December 20\n",
       "15  1:00AM ET      Sun   December 27\n",
       "16  4:25PM ET      Sun     January 3"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Fixing dataframe dates to best merge columns on Date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2017, 9, 10, 0, 0)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "import dateparser\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "dateparser.parse(\"September 10, 2017\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = [col[0] for col in yr_2017.columns]\n",
    "yr_2017.columns = cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def custom_date(my_row, year):\n",
    "    d = str(my_row) + f\", {year}\"\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2017['dt'] = df_2017['Date'].apply(lambda row: custom_date(row, '2017'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2017['clean_dt'] = df_2017['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 10</td>\n",
       "      <td>September 10, 2017</td>\n",
       "      <td>2017-09-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 17</td>\n",
       "      <td>September 17, 2017</td>\n",
       "      <td>2017-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>September 21</td>\n",
       "      <td>September 21, 2017</td>\n",
       "      <td>2017-09-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 1</td>\n",
       "      <td>October 1, 2017</td>\n",
       "      <td>2017-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 8</td>\n",
       "      <td>October 8, 2017</td>\n",
       "      <td>2017-10-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 15</td>\n",
       "      <td>October 15, 2017</td>\n",
       "      <td>2017-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 22</td>\n",
       "      <td>October 22, 2017</td>\n",
       "      <td>2017-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 29</td>\n",
       "      <td>October 29, 2017</td>\n",
       "      <td>2017-10-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 5</td>\n",
       "      <td>November 5, 2017</td>\n",
       "      <td>2017-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 12</td>\n",
       "      <td>November 12, 2017</td>\n",
       "      <td>2017-11-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>nan, 2017</td>\n",
       "      <td>2017-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 26</td>\n",
       "      <td>November 26, 2017</td>\n",
       "      <td>2017-11-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 3</td>\n",
       "      <td>December 3, 2017</td>\n",
       "      <td>2017-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 10</td>\n",
       "      <td>December 10, 2017</td>\n",
       "      <td>2017-12-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 17</td>\n",
       "      <td>December 17, 2017</td>\n",
       "      <td>2017-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 24</td>\n",
       "      <td>December 24, 2017</td>\n",
       "      <td>2017-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 31</td>\n",
       "      <td>December 31, 2017</td>\n",
       "      <td>2017-12-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day          Date                  dt    clean_dt\n",
       "0   4:25PM ET      Sun  September 10  September 10, 2017  2017-09-10\n",
       "1   4:25PM ET      Sun  September 17  September 17, 2017  2017-09-17\n",
       "2   8:25PM ET      Thu  September 21  September 21, 2017  2017-09-21\n",
       "3   4:05PM ET      Sun     October 1     October 1, 2017  2017-10-01\n",
       "4   1:00PM ET      Sun     October 8     October 8, 2017  2017-10-08\n",
       "5   1:00PM ET      Sun    October 15    October 15, 2017  2017-10-15\n",
       "6   4:05PM ET      Sun    October 22    October 22, 2017  2017-10-22\n",
       "7   1:00PM ET      Sun    October 29    October 29, 2017  2017-10-29\n",
       "8   4:05PM ET      Sun    November 5    November 5, 2017  2017-11-05\n",
       "9   4:25PM ET      Sun   November 12   November 12, 2017  2017-11-12\n",
       "10        NaN      NaN           NaN           nan, 2017  2017-08-24\n",
       "11  4:05PM ET      Sun   November 26   November 26, 2017  2017-11-26\n",
       "12  1:00PM ET      Sun    December 3    December 3, 2017  2017-12-03\n",
       "13  1:00PM ET      Sun   December 10   December 10, 2017  2017-12-10\n",
       "14  4:25PM ET      Sun   December 17   December 17, 2017  2017-12-17\n",
       "15  4:05PM ET      Sun   December 24   December 24, 2017  2017-12-24\n",
       "16  4:25PM ET      Sun   December 31   December 31, 2017  2017-12-31"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2017 = df_2017.drop(columns=[\"dt\", \"Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2017.rename(columns = {'clean_dt':'Date'}, inplace = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-09-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2017-09-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-10-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-10-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-11-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-11-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-12-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2017-12-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day        Date\n",
       "0   4:25PM ET      Sun  2017-09-10\n",
       "1   4:25PM ET      Sun  2017-09-17\n",
       "2   8:25PM ET      Thu  2017-09-21\n",
       "3   4:05PM ET      Sun  2017-10-01\n",
       "4   1:00PM ET      Sun  2017-10-08\n",
       "5   1:00PM ET      Sun  2017-10-15\n",
       "6   4:05PM ET      Sun  2017-10-22\n",
       "7   1:00PM ET      Sun  2017-10-29\n",
       "8   4:05PM ET      Sun  2017-11-05\n",
       "9   4:25PM ET      Sun  2017-11-12\n",
       "10        NaN      NaN  2017-08-24\n",
       "11  4:05PM ET      Sun  2017-11-26\n",
       "12  1:00PM ET      Sun  2017-12-03\n",
       "13  1:00PM ET      Sun  2017-12-10\n",
       "14  4:25PM ET      Sun  2017-12-17\n",
       "15  4:05PM ET      Sun  2017-12-24\n",
       "16  4:25PM ET      Sun  2017-12-31"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>September 14</td>\n",
       "      <td>September 14, 2015</td>\n",
       "      <td>2015-09-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 20</td>\n",
       "      <td>September 20, 2015</td>\n",
       "      <td>2015-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 27</td>\n",
       "      <td>September 27, 2015</td>\n",
       "      <td>2015-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 4</td>\n",
       "      <td>October 4, 2015</td>\n",
       "      <td>2015-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 11</td>\n",
       "      <td>October 11, 2015</td>\n",
       "      <td>2015-10-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day          Date                  dt    clean_dt\n",
       "0  10:20PM ET      Mon  September 14  September 14, 2015  2015-09-14\n",
       "1   1:02PM ET      Sun  September 20  September 20, 2015  2015-09-20\n",
       "2   4:05PM ET      Sun  September 27  September 27, 2015  2015-09-27\n",
       "3   4:25PM ET      Sun     October 4     October 4, 2015  2015-10-04\n",
       "4   8:31PM ET      Sun    October 11    October 11, 2015  2015-10-11"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2015['dt'] = df_2015['Date'].apply(lambda row: custom_date(row, '2015'))\n",
    "df_2015['clean_dt'] = df_2015['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))\n",
    "df_2015.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2015-09-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-10-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day        Date\n",
       "0  10:20PM ET      Mon  2015-09-14\n",
       "1   1:02PM ET      Sun  2015-09-20\n",
       "2   4:05PM ET      Sun  2015-09-27\n",
       "3   4:25PM ET      Sun  2015-10-04\n",
       "4   8:31PM ET      Sun  2015-10-11"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2015 = df_2015.drop(columns=[\"dt\", \"Date\"])\n",
    "df_2015.rename(columns = {'clean_dt':'Date'}, inplace = True)\n",
    "df_2015.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>September 12</td>\n",
       "      <td>September 12, 2016</td>\n",
       "      <td>2016-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 18</td>\n",
       "      <td>September 18, 2016</td>\n",
       "      <td>2016-09-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 25</td>\n",
       "      <td>September 25, 2016</td>\n",
       "      <td>2016-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 2</td>\n",
       "      <td>October 2, 2016</td>\n",
       "      <td>2016-10-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>October 6</td>\n",
       "      <td>October 6, 2016</td>\n",
       "      <td>2016-10-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day          Date                  dt    clean_dt\n",
       "0  10:20PM ET      Mon  September 12  September 12, 2016  2016-09-12\n",
       "1   1:03PM ET      Sun  September 18  September 18, 2016  2016-09-18\n",
       "2   4:05PM ET      Sun  September 25  September 25, 2016  2016-09-25\n",
       "3   4:25PM ET      Sun     October 2     October 2, 2016  2016-10-02\n",
       "4   8:27PM ET      Thu     October 6     October 6, 2016  2016-10-06"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2016['dt'] = df_2016['Date'].apply(lambda row: custom_date(row, '2016'))\n",
    "df_2016['clean_dt'] = df_2016['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))\n",
    "df_2016.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2016-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-09-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-10-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2016-10-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day        Date\n",
       "0  10:20PM ET      Mon  2016-09-12\n",
       "1   1:03PM ET      Sun  2016-09-18\n",
       "2   4:05PM ET      Sun  2016-09-25\n",
       "3   4:25PM ET      Sun  2016-10-02\n",
       "4   8:27PM ET      Thu  2016-10-06"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2016 = df_2016.drop(columns=[\"dt\", \"Date\"])\n",
    "df_2016.rename(columns = {'clean_dt':'Date'}, inplace = True)\n",
    "df_2016.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 9</td>\n",
       "      <td>September 9, 2018</td>\n",
       "      <td>2018-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 16</td>\n",
       "      <td>September 16, 2018</td>\n",
       "      <td>2018-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 23</td>\n",
       "      <td>September 23, 2018</td>\n",
       "      <td>2018-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 30</td>\n",
       "      <td>September 30, 2018</td>\n",
       "      <td>2018-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 7</td>\n",
       "      <td>October 7, 2018</td>\n",
       "      <td>2018-10-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Game Time Game Day          Date                  dt    clean_dt\n",
       "0  1:00PM ET      Sun   September 9   September 9, 2018  2018-09-09\n",
       "1  4:05PM ET      Sun  September 16  September 16, 2018  2018-09-16\n",
       "2  1:00PM ET      Sun  September 23  September 23, 2018  2018-09-23\n",
       "3  4:25PM ET      Sun  September 30  September 30, 2018  2018-09-30\n",
       "4  4:25PM ET      Sun     October 7     October 7, 2018  2018-10-07"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2018['dt'] = df_2018['Date'].apply(lambda row: custom_date(row, '2018'))\n",
    "df_2018['clean_dt'] = df_2018['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))\n",
    "df_2018.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2018 = df_2018.drop(columns=[\"dt\", \"Date\"])\n",
    "df_2018.rename(columns = {'clean_dt':'Date'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2018-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2018-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2018-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2018-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2018-10-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Game Time Game Day        Date\n",
       "0  1:00PM ET      Sun  2018-09-09\n",
       "1  4:05PM ET      Sun  2018-09-16\n",
       "2  1:00PM ET      Sun  2018-09-23\n",
       "3  4:25PM ET      Sun  2018-09-30\n",
       "4  4:25PM ET      Sun  2018-10-07"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2018.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>October 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>October 31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>November 11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>November 24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>December 21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>December 29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>January 11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>January 19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>February 2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day          Date\n",
       "0   4:25PM ET      Sun   September 8\n",
       "1   1:00PM ET      Sun  September 15\n",
       "2   4:25PM ET      Sun  September 22\n",
       "4   8:15PM ET      Mon     October 7\n",
       "5   4:05PM ET      Sun    October 13\n",
       "6   1:00PM ET      Sun    October 20\n",
       "7   4:05PM ET      Sun    October 27\n",
       "8   8:20PM ET      Thu    October 31\n",
       "9   8:15PM ET      Mon   November 11\n",
       "10  4:05PM ET      Sun   November 17\n",
       "11  8:20PM ET      Sun   November 24\n",
       "12  1:00PM ET      Sun    December 1\n",
       "13  1:00PM ET      Sun    December 8\n",
       "14  4:25PM ET      Sun   December 15\n",
       "15  8:15PM ET      Sat   December 21\n",
       "16  8:20PM ET      Sun   December 29\n",
       "18  4:35PM ET      Sat    January 11\n",
       "19  6:40PM ET      Sun    January 19\n",
       "20  6:30PM ET      Sun    February 2"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2019.dropna(inplace=True)\n",
    "df_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 8</td>\n",
       "      <td>September 8, 2019</td>\n",
       "      <td>2019-09-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 15</td>\n",
       "      <td>September 15, 2019</td>\n",
       "      <td>2019-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 22</td>\n",
       "      <td>September 22, 2019</td>\n",
       "      <td>2019-09-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>October 7</td>\n",
       "      <td>October 7, 2019</td>\n",
       "      <td>2019-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 13</td>\n",
       "      <td>October 13, 2019</td>\n",
       "      <td>2019-10-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Game Time Game Day          Date                  dt    clean_dt\n",
       "0  4:25PM ET      Sun   September 8   September 8, 2019  2019-09-08\n",
       "1  1:00PM ET      Sun  September 15  September 15, 2019  2019-09-15\n",
       "2  4:25PM ET      Sun  September 22  September 22, 2019  2019-09-22\n",
       "4  8:15PM ET      Mon     October 7     October 7, 2019  2019-10-07\n",
       "5  4:05PM ET      Sun    October 13    October 13, 2019  2019-10-13"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2019['dt'] = df_2019['Date'].apply(lambda row: custom_date(row, '2019'))\n",
    "df_2019['clean_dt'] = df_2019['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))\n",
    "df_2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2019-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2019-10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2019-11-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-11-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-11-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>2019-12-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>2019-01-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-01-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-02-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day        Date\n",
       "0   4:25PM ET      Sun  2019-09-08\n",
       "1   1:00PM ET      Sun  2019-09-15\n",
       "2   4:25PM ET      Sun  2019-09-22\n",
       "4   8:15PM ET      Mon  2019-10-07\n",
       "5   4:05PM ET      Sun  2019-10-13\n",
       "6   1:00PM ET      Sun  2019-10-20\n",
       "7   4:05PM ET      Sun  2019-10-27\n",
       "8   8:20PM ET      Thu  2019-10-31\n",
       "9   8:15PM ET      Mon  2019-11-11\n",
       "10  4:05PM ET      Sun  2019-11-17\n",
       "11  8:20PM ET      Sun  2019-11-24\n",
       "12  1:00PM ET      Sun  2019-12-01\n",
       "13  1:00PM ET      Sun  2019-12-08\n",
       "14  4:25PM ET      Sun  2019-12-15\n",
       "15  8:15PM ET      Sat  2019-12-21\n",
       "16  8:20PM ET      Sun  2019-12-29\n",
       "18  4:35PM ET      Sat  2019-01-11\n",
       "19  6:40PM ET      Sun  2019-01-19\n",
       "20  6:30PM ET      Sun  2019-02-02"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2019 = df_2019.drop(columns=[\"dt\", \"Date\"])\n",
    "df_2019.rename(columns = {'clean_dt':'Date'}, inplace = True)\n",
    "df_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "      <th>dt</th>\n",
       "      <th>clean_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 13</td>\n",
       "      <td>September 13, 2020</td>\n",
       "      <td>2020-09-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 20</td>\n",
       "      <td>September 20, 2020</td>\n",
       "      <td>2020-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>September 27</td>\n",
       "      <td>September 27, 2020</td>\n",
       "      <td>2020-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 4</td>\n",
       "      <td>October 4, 2020</td>\n",
       "      <td>2020-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>October 11</td>\n",
       "      <td>October 11, 2020</td>\n",
       "      <td>2020-10-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Game Time Game Day          Date                  dt    clean_dt\n",
       "0  4:25PM ET      Sun  September 13  September 13, 2020  2020-09-13\n",
       "1  1:00PM ET      Sun  September 20  September 20, 2020  2020-09-20\n",
       "2  1:00PM ET      Sun  September 27  September 27, 2020  2020-09-27\n",
       "3  8:20PM ET      Sun     October 4     October 4, 2020  2020-10-04\n",
       "4  4:05PM ET      Sun    October 11    October 11, 2020  2020-10-11"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020['dt'] = df_2020['Date'].apply(lambda row: custom_date(row, '2020'))\n",
    "df_2020['clean_dt'] = df_2020['dt'].apply(lambda row: dateparser.parse(row).strftime('%Y-%m-%d'))\n",
    "df_2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Game Time Game Day        Date\n",
       "0  4:25PM ET      Sun  2020-09-13\n",
       "1  1:00PM ET      Sun  2020-09-20\n",
       "2  1:00PM ET      Sun  2020-09-27\n",
       "3  8:20PM ET      Sun  2020-10-04\n",
       "4  4:05PM ET      Sun  2020-10-11"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020 = df_2020.drop(columns=[\"dt\", \"Date\"])\n",
    "df_2020.rename(columns = {'clean_dt':'Date'}, inplace = True)\n",
    "df_2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2020-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2020-12-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1:00AM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-09-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2019-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-10-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2019-10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2019-11-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-11-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-11-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2019-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2016-10-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-10-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-11-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-11-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-11-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-11-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-12-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-12-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-12-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>2016-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2016-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2015-09-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-10-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2015-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-11-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-11-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-11-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-12-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2015-01-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>104 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Game Time Game Day        Date\n",
       "0    4:25PM ET      Sun  2020-09-13\n",
       "1    1:00PM ET      Sun  2020-09-20\n",
       "2    1:00PM ET      Sun  2020-09-27\n",
       "3    8:20PM ET      Sun  2020-10-04\n",
       "4    4:05PM ET      Sun  2020-10-11\n",
       "5    8:20PM ET      Sun  2020-10-18\n",
       "6    4:25PM ET      Sun  2020-10-25\n",
       "7    4:25PM ET      Sun  2020-11-01\n",
       "8    8:20PM ET      Thu  2020-11-05\n",
       "9    4:25PM ET      Sun  2020-11-15\n",
       "10         NaN      NaN  2020-08-24\n",
       "11   4:05PM ET      Sun  2020-11-29\n",
       "12   8:15PM ET      Mon  2020-12-07\n",
       "13   4:25PM ET      Sun  2020-12-13\n",
       "14   8:20PM ET      Sun  2020-12-20\n",
       "15   1:00AM ET      Sun  2020-12-27\n",
       "16   4:25PM ET      Sun  2020-01-03\n",
       "0    4:25PM ET      Sun  2019-09-08\n",
       "1    1:00PM ET      Sun  2019-09-15\n",
       "2    4:25PM ET      Sun  2019-09-22\n",
       "4    8:15PM ET      Mon  2019-10-07\n",
       "5    4:05PM ET      Sun  2019-10-13\n",
       "6    1:00PM ET      Sun  2019-10-20\n",
       "7    4:05PM ET      Sun  2019-10-27\n",
       "8    8:20PM ET      Thu  2019-10-31\n",
       "9    8:15PM ET      Mon  2019-11-11\n",
       "10   4:05PM ET      Sun  2019-11-17\n",
       "11   8:20PM ET      Sun  2019-11-24\n",
       "12   1:00PM ET      Sun  2019-12-01\n",
       "13   1:00PM ET      Sun  2019-12-08\n",
       "..         ...      ...         ...\n",
       "4    8:27PM ET      Thu  2016-10-06\n",
       "5    1:02PM ET      Sun  2016-10-16\n",
       "6    4:05PM ET      Sun  2016-10-23\n",
       "7          NaN      NaN  2016-08-24\n",
       "8    4:05PM ET      Sun  2016-11-06\n",
       "9    4:25PM ET      Sun  2016-11-13\n",
       "10   4:25PM ET      Sun  2016-11-20\n",
       "11   1:00PM ET      Sun  2016-11-27\n",
       "12   1:00PM ET      Sun  2016-12-04\n",
       "13   4:05PM ET      Sun  2016-12-11\n",
       "14   4:05PM ET      Sun  2016-12-18\n",
       "15   4:25PM ET      Sat  2016-12-24\n",
       "16   4:25PM ET      Sun  2016-01-01\n",
       "0   10:20PM ET      Mon  2015-09-14\n",
       "1    1:02PM ET      Sun  2015-09-20\n",
       "2    4:05PM ET      Sun  2015-09-27\n",
       "3    4:25PM ET      Sun  2015-10-04\n",
       "4    8:31PM ET      Sun  2015-10-11\n",
       "5    4:25PM ET      Sun  2015-10-18\n",
       "6    8:26PM ET      Thu  2015-10-22\n",
       "7    1:00PM ET      Sun  2015-11-01\n",
       "8    4:05PM ET      Sun  2015-11-08\n",
       "9          NaN      NaN  2015-08-24\n",
       "10   4:27PM ET      Sun  2015-11-22\n",
       "11   4:05PM ET      Sun  2015-11-29\n",
       "12   1:02PM ET      Sun  2015-12-06\n",
       "13   1:02PM ET      Sun  2015-12-13\n",
       "14   4:25PM ET      Sun  2015-12-20\n",
       "15   1:03PM ET      Sun  2015-12-27\n",
       "16   4:25PM ET      Sun  2015-01-03\n",
       "\n",
       "[104 rows x 3 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df_2020.append(df_2019)\n",
    "df2 = df1.append(df_2018)\n",
    "df3 = df2.append(df_2017)\n",
    "df4 = df3.append(df_2016)\n",
    "df5 = df4.append(df_2015)\n",
    "df5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 104 entries, 0 to 16\n",
      "Data columns (total 3 columns):\n",
      "Game Time    99 non-null object\n",
      "Game Day     99 non-null object\n",
      "Date         104 non-null datetime64[ns]\n",
      "dtypes: datetime64[ns](1), object(2)\n",
      "memory usage: 3.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df5[\"Date\"] = pd.to_datetime(df5[\"Date\"], infer_datetime_format = True)\n",
    "df5.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_san_fran.reset_index(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-10-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>2020-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-11-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>2020-12-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1:00AM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-12-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2020-01-03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Game Time Game Day        Date\n",
       "0   4:25PM ET      Sun  2020-09-13\n",
       "1   1:00PM ET      Sun  2020-09-20\n",
       "2   1:00PM ET      Sun  2020-09-27\n",
       "3   8:20PM ET      Sun  2020-10-04\n",
       "4   4:05PM ET      Sun  2020-10-11\n",
       "5   8:20PM ET      Sun  2020-10-18\n",
       "6   4:25PM ET      Sun  2020-10-25\n",
       "7   4:25PM ET      Sun  2020-11-01\n",
       "8   8:20PM ET      Thu  2020-11-05\n",
       "9   4:25PM ET      Sun  2020-11-15\n",
       "10        NaN      NaN  2020-08-24\n",
       "11  4:05PM ET      Sun  2020-11-29\n",
       "12  8:15PM ET      Mon  2020-12-07\n",
       "13  4:25PM ET      Sun  2020-12-13\n",
       "14  8:20PM ET      Sun  2020-12-20\n",
       "15  1:00AM ET      Sun  2020-12-27\n",
       "16  4:25PM ET      Sun  2020-01-03"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Mercedes-Benz Superdome</td>\n",
       "      <td>New Orleans, Louisiana</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>M&amp;T Bank Stadium</td>\n",
       "      <td>Baltimore, Maryland</td>\n",
       "      <td>Bermuda grass[25]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-11-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-11-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-10-20</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-09-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Paul Brown Stadium</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-09-08</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-12-02</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mercedes-Benz Stadium</td>\n",
       "      <td>Atlanta, Georgia</td>\n",
       "      <td>FieldTurf Revolution[27]</td>\n",
       "      <td>Retractable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2016-12-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2016-11-27</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Hard Rock Stadium</td>\n",
       "      <td>Miami Gardens, Florida</td>\n",
       "      <td>Platinum TE Paspalum</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-11-13</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2016-10-16</td>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Bills Stadium</td>\n",
       "      <td>Orchard Park, New York</td>\n",
       "      <td>A-Turf Titan 50[8]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016-10-02</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-09-25</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Bank of America Stadium</td>\n",
       "      <td>Charlotte, North Carolina</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2016-01-03</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Ford Field</td>\n",
       "      <td>Detroit, Michigan</td>\n",
       "      <td>FieldTurf Classic HD[9]</td>\n",
       "      <td>Fixed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2015-12-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "      <td>FirstEnergy Stadium</td>\n",
       "      <td>Cleveland, Ohio</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015-11-22</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2015-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Heinz Field</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                 Home Team             Away Team  Home Score  \\\n",
       "0  2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "1  2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2  2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "3  2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "4  2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "5  2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "6  2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "7  2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "8  2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "9  2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "10 2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "11 2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "12 2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "13 2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "14 2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "15 2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "16 2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "17 2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "18 2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "19 2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "20 2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "21 2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "22 2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "23 2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "24 2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "25 2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "26 2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "27 2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "28 2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "29 2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "..        ...                       ...                   ...         ...   \n",
       "58 2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "59 2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "60 2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "61 2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "62 2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "63 2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "64 2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "65 2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "66 2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "67 2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "68 2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "69 2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "70 2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "71 2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "72 2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "73 2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "74 2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "75 2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "76 2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "77 2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "78 2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "79 2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "80 2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "81 2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "82 2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "83 2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "84 2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "85 2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "86 2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "87 2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Name  \\\n",
       "0           43              52.0           Levi's Stadium   \n",
       "1           25              43.0           Levi's Stadium   \n",
       "2           36              42.5          MetLife Stadium   \n",
       "3           31              43.5          MetLife Stadium   \n",
       "4           24              46.0           Levi's Stadium   \n",
       "5           20              53.0        Arrowhead Stadium   \n",
       "6           20              45.0           Levi's Stadium   \n",
       "7           10              45.5           Levi's Stadium   \n",
       "8           26              48.0        CenturyLink Field   \n",
       "9           31              46.0           Levi's Stadium   \n",
       "10          29              46.5           Levi's Stadium   \n",
       "11          48              45.5  Mercedes-Benz Superdome   \n",
       "12          17              46.0         M&T Bank Stadium   \n",
       "13           8              46.0           Levi's Stadium   \n",
       "14          26              45.0           Levi's Stadium   \n",
       "15          27              44.5           Levi's Stadium   \n",
       "16          28              44.0       State Farm Stadium   \n",
       "17          13              41.5           Levi's Stadium   \n",
       "18           9              42.5               FedExField   \n",
       "19          20              48.5             SoFi Stadium   \n",
       "20           3              47.5           Levi's Stadium   \n",
       "21          20              44.0           Levi's Stadium   \n",
       "22          41              45.0       Paul Brown Stadium   \n",
       "23          31              49.5    Raymond James Stadium   \n",
       "24          32              50.5             SoFi Stadium   \n",
       "25          14              43.0           Levi's Stadium   \n",
       "26          23              44.5           Levi's Stadium   \n",
       "27          14              44.0           Levi's Stadium   \n",
       "28          16              46.0        CenturyLink Field   \n",
       "29           9              55.0    Raymond James Stadium   \n",
       "..         ...               ...                      ...   \n",
       "58          13              52.0    Mercedes-Benz Stadium   \n",
       "59          23              44.5           Levi's Stadium   \n",
       "60           6              42.5            Soldier Field   \n",
       "61          24              45.5        Hard Rock Stadium   \n",
       "62          30              51.5           Levi's Stadium   \n",
       "63          20              48.0       State Farm Stadium   \n",
       "64          41              51.0           Levi's Stadium   \n",
       "65          34              47.0           Levi's Stadium   \n",
       "66          16              44.0            Bills Stadium   \n",
       "67          33              42.5           Levi's Stadium   \n",
       "68          24              46.0           Levi's Stadium   \n",
       "69          18              40.5        CenturyLink Field   \n",
       "70          27              44.5  Bank of America Stadium   \n",
       "71           0              44.0           Levi's Stadium   \n",
       "72          16              37.5           Levi's Stadium   \n",
       "73          17              43.0               Ford Field   \n",
       "74          24              42.0           Levi's Stadium   \n",
       "75          10              40.5      FirstEnergy Stadium   \n",
       "76          26              41.5            Soldier Field   \n",
       "77          19              44.5           Levi's Stadium   \n",
       "78          13              40.5        CenturyLink Field   \n",
       "79          16              45.0           Levi's Stadium   \n",
       "80           6              39.5                      NaN   \n",
       "81          20              41.5           Levi's Stadium   \n",
       "82          20              44.0           Levi's Stadium   \n",
       "83          27              43.0          MetLife Stadium   \n",
       "84          17              47.5           Levi's Stadium   \n",
       "85           7              44.0       State Farm Stadium   \n",
       "86          18              44.0              Heinz Field   \n",
       "87           3              41.5           Levi's Stadium   \n",
       "\n",
       "                       Location  \\\n",
       "0       Santa Clara, California   \n",
       "1       Santa Clara, California   \n",
       "2   East Rutherford, New Jersey   \n",
       "3   East Rutherford, New Jersey   \n",
       "4       Santa Clara, California   \n",
       "5         Kansas City, Missouri   \n",
       "6       Santa Clara, California   \n",
       "7       Santa Clara, California   \n",
       "8           Seattle, Washington   \n",
       "9       Santa Clara, California   \n",
       "10      Santa Clara, California   \n",
       "11       New Orleans, Louisiana   \n",
       "12          Baltimore, Maryland   \n",
       "13      Santa Clara, California   \n",
       "14      Santa Clara, California   \n",
       "15      Santa Clara, California   \n",
       "16            Glendale, Arizona   \n",
       "17      Santa Clara, California   \n",
       "18           Landover, Maryland   \n",
       "19        Inglewood, California   \n",
       "20      Santa Clara, California   \n",
       "21      Santa Clara, California   \n",
       "22             Cincinnati, Ohio   \n",
       "23               Tampa, Florida   \n",
       "24        Inglewood, California   \n",
       "25      Santa Clara, California   \n",
       "26      Santa Clara, California   \n",
       "27      Santa Clara, California   \n",
       "28          Seattle, Washington   \n",
       "29               Tampa, Florida   \n",
       "..                          ...   \n",
       "58             Atlanta, Georgia   \n",
       "59      Santa Clara, California   \n",
       "60            Chicago, Illinois   \n",
       "61       Miami Gardens, Florida   \n",
       "62      Santa Clara, California   \n",
       "63            Glendale, Arizona   \n",
       "64      Santa Clara, California   \n",
       "65      Santa Clara, California   \n",
       "66       Orchard Park, New York   \n",
       "67      Santa Clara, California   \n",
       "68      Santa Clara, California   \n",
       "69          Seattle, Washington   \n",
       "70    Charlotte, North Carolina   \n",
       "71      Santa Clara, California   \n",
       "72      Santa Clara, California   \n",
       "73            Detroit, Michigan   \n",
       "74      Santa Clara, California   \n",
       "75              Cleveland, Ohio   \n",
       "76            Chicago, Illinois   \n",
       "77      Santa Clara, California   \n",
       "78          Seattle, Washington   \n",
       "79      Santa Clara, California   \n",
       "80                          NaN   \n",
       "81      Santa Clara, California   \n",
       "82      Santa Clara, California   \n",
       "83  East Rutherford, New Jersey   \n",
       "84      Santa Clara, California   \n",
       "85            Glendale, Arizona   \n",
       "86     Pittsburgh, Pennsylvania   \n",
       "87      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type  \n",
       "0        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "1        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "2   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open  \n",
       "3   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open  \n",
       "4        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "5                                     Bermuda grass         Open  \n",
       "6        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "7        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "8                       FieldTurf Revolution 360[9]         Open  \n",
       "9        Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "10       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "11                      FieldTurf Revolution 360[9]        Fixed  \n",
       "12                                Bermuda grass[25]         Open  \n",
       "13       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "14       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "15       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "16                                    Bermuda grass  Retractable  \n",
       "17       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "18                                    Bermuda grass         Open  \n",
       "19                               Hellas Matrix Turf        Fixed  \n",
       "20       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "21       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "22             UBU Speed Series S5-M Synthetic Turf         Open  \n",
       "23                                    Bermuda grass         Open  \n",
       "24                               Hellas Matrix Turf        Fixed  \n",
       "25       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "26       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "27       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "28                      FieldTurf Revolution 360[9]         Open  \n",
       "29                                    Bermuda grass         Open  \n",
       "..                                              ...          ...  \n",
       "58                         FieldTurf Revolution[27]  Retractable  \n",
       "59       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "60                               Kentucky bluegrass         Open  \n",
       "61                             Platinum TE Paspalum         Open  \n",
       "62       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "63                                    Bermuda grass  Retractable  \n",
       "64       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "65       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "66                               A-Turf Titan 50[8]         Open  \n",
       "67       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "68       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "69                      FieldTurf Revolution 360[9]         Open  \n",
       "70                                    Bermuda grass         Open  \n",
       "71       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "72       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "73                          FieldTurf Classic HD[9]        Fixed  \n",
       "74       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "75                               Kentucky bluegrass         Open  \n",
       "76                               Kentucky bluegrass         Open  \n",
       "77       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "78                      FieldTurf Revolution 360[9]         Open  \n",
       "79       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "80                                              NaN          NaN  \n",
       "81       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "82       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open  \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "85                                    Bermuda grass  Retractable  \n",
       "86                               Kentucky bluegrass         Open  \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  \n",
       "\n",
       "[88 rows x 10 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_san_fran"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Merging Final Dataframe with all features and correct dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Mercedes-Benz Superdome</td>\n",
       "      <td>New Orleans, Louisiana</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>M&amp;T Bank Stadium</td>\n",
       "      <td>Baltimore, Maryland</td>\n",
       "      <td>Bermuda grass[25]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-11-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-11-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-10-20</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-09-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Paul Brown Stadium</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-09-08</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-12-02</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mercedes-Benz Stadium</td>\n",
       "      <td>Atlanta, Georgia</td>\n",
       "      <td>FieldTurf Revolution[27]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2016-12-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2016-11-27</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Hard Rock Stadium</td>\n",
       "      <td>Miami Gardens, Florida</td>\n",
       "      <td>Platinum TE Paspalum</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-11-13</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2016-10-16</td>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Bills Stadium</td>\n",
       "      <td>Orchard Park, New York</td>\n",
       "      <td>A-Turf Titan 50[8]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016-10-02</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-09-25</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Bank of America Stadium</td>\n",
       "      <td>Charlotte, North Carolina</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2016-01-03</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Ford Field</td>\n",
       "      <td>Detroit, Michigan</td>\n",
       "      <td>FieldTurf Classic HD[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2015-12-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "      <td>FirstEnergy Stadium</td>\n",
       "      <td>Cleveland, Ohio</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015-11-22</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2015-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Heinz Field</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                 Home Team             Away Team  Home Score  \\\n",
       "0  2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "1  2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2  2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "3  2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "4  2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "5  2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "6  2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "7  2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "8  2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "9  2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "10 2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "11 2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "12 2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "13 2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "14 2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "15 2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "16 2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "17 2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "18 2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "19 2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "20 2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "21 2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "22 2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "23 2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "24 2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "25 2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "26 2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "27 2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "28 2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "29 2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "..        ...                       ...                   ...         ...   \n",
       "58 2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "59 2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "60 2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "61 2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "62 2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "63 2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "64 2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "65 2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "66 2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "67 2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "68 2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "69 2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "70 2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "71 2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "72 2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "73 2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "74 2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "75 2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "76 2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "77 2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "78 2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "79 2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "80 2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "81 2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "82 2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "83 2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "84 2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "85 2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "86 2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "87 2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Name  \\\n",
       "0           43              52.0           Levi's Stadium   \n",
       "1           25              43.0           Levi's Stadium   \n",
       "2           36              42.5          MetLife Stadium   \n",
       "3           31              43.5          MetLife Stadium   \n",
       "4           24              46.0           Levi's Stadium   \n",
       "5           20              53.0        Arrowhead Stadium   \n",
       "6           20              45.0           Levi's Stadium   \n",
       "7           10              45.5           Levi's Stadium   \n",
       "8           26              48.0        CenturyLink Field   \n",
       "9           31              46.0           Levi's Stadium   \n",
       "10          29              46.5           Levi's Stadium   \n",
       "11          48              45.5  Mercedes-Benz Superdome   \n",
       "12          17              46.0         M&T Bank Stadium   \n",
       "13           8              46.0           Levi's Stadium   \n",
       "14          26              45.0           Levi's Stadium   \n",
       "15          27              44.5           Levi's Stadium   \n",
       "16          28              44.0       State Farm Stadium   \n",
       "17          13              41.5           Levi's Stadium   \n",
       "18           9              42.5               FedExField   \n",
       "19          20              48.5             SoFi Stadium   \n",
       "20           3              47.5           Levi's Stadium   \n",
       "21          20              44.0           Levi's Stadium   \n",
       "22          41              45.0       Paul Brown Stadium   \n",
       "23          31              49.5    Raymond James Stadium   \n",
       "24          32              50.5             SoFi Stadium   \n",
       "25          14              43.0           Levi's Stadium   \n",
       "26          23              44.5           Levi's Stadium   \n",
       "27          14              44.0           Levi's Stadium   \n",
       "28          16              46.0        CenturyLink Field   \n",
       "29           9              55.0    Raymond James Stadium   \n",
       "..         ...               ...                      ...   \n",
       "58          13              52.0    Mercedes-Benz Stadium   \n",
       "59          23              44.5           Levi's Stadium   \n",
       "60           6              42.5            Soldier Field   \n",
       "61          24              45.5        Hard Rock Stadium   \n",
       "62          30              51.5           Levi's Stadium   \n",
       "63          20              48.0       State Farm Stadium   \n",
       "64          41              51.0           Levi's Stadium   \n",
       "65          34              47.0           Levi's Stadium   \n",
       "66          16              44.0            Bills Stadium   \n",
       "67          33              42.5           Levi's Stadium   \n",
       "68          24              46.0           Levi's Stadium   \n",
       "69          18              40.5        CenturyLink Field   \n",
       "70          27              44.5  Bank of America Stadium   \n",
       "71           0              44.0           Levi's Stadium   \n",
       "72          16              37.5           Levi's Stadium   \n",
       "73          17              43.0               Ford Field   \n",
       "74          24              42.0           Levi's Stadium   \n",
       "75          10              40.5      FirstEnergy Stadium   \n",
       "76          26              41.5            Soldier Field   \n",
       "77          19              44.5           Levi's Stadium   \n",
       "78          13              40.5        CenturyLink Field   \n",
       "79          16              45.0           Levi's Stadium   \n",
       "80           6              39.5                      NaN   \n",
       "81          20              41.5           Levi's Stadium   \n",
       "82          20              44.0           Levi's Stadium   \n",
       "83          27              43.0          MetLife Stadium   \n",
       "84          17              47.5           Levi's Stadium   \n",
       "85           7              44.0       State Farm Stadium   \n",
       "86          18              44.0              Heinz Field   \n",
       "87           3              41.5           Levi's Stadium   \n",
       "\n",
       "                       Location  \\\n",
       "0       Santa Clara, California   \n",
       "1       Santa Clara, California   \n",
       "2   East Rutherford, New Jersey   \n",
       "3   East Rutherford, New Jersey   \n",
       "4       Santa Clara, California   \n",
       "5         Kansas City, Missouri   \n",
       "6       Santa Clara, California   \n",
       "7       Santa Clara, California   \n",
       "8           Seattle, Washington   \n",
       "9       Santa Clara, California   \n",
       "10      Santa Clara, California   \n",
       "11       New Orleans, Louisiana   \n",
       "12          Baltimore, Maryland   \n",
       "13      Santa Clara, California   \n",
       "14      Santa Clara, California   \n",
       "15      Santa Clara, California   \n",
       "16            Glendale, Arizona   \n",
       "17      Santa Clara, California   \n",
       "18           Landover, Maryland   \n",
       "19        Inglewood, California   \n",
       "20      Santa Clara, California   \n",
       "21      Santa Clara, California   \n",
       "22             Cincinnati, Ohio   \n",
       "23               Tampa, Florida   \n",
       "24        Inglewood, California   \n",
       "25      Santa Clara, California   \n",
       "26      Santa Clara, California   \n",
       "27      Santa Clara, California   \n",
       "28          Seattle, Washington   \n",
       "29               Tampa, Florida   \n",
       "..                          ...   \n",
       "58             Atlanta, Georgia   \n",
       "59      Santa Clara, California   \n",
       "60            Chicago, Illinois   \n",
       "61       Miami Gardens, Florida   \n",
       "62      Santa Clara, California   \n",
       "63            Glendale, Arizona   \n",
       "64      Santa Clara, California   \n",
       "65      Santa Clara, California   \n",
       "66       Orchard Park, New York   \n",
       "67      Santa Clara, California   \n",
       "68      Santa Clara, California   \n",
       "69          Seattle, Washington   \n",
       "70    Charlotte, North Carolina   \n",
       "71      Santa Clara, California   \n",
       "72      Santa Clara, California   \n",
       "73            Detroit, Michigan   \n",
       "74      Santa Clara, California   \n",
       "75              Cleveland, Ohio   \n",
       "76            Chicago, Illinois   \n",
       "77      Santa Clara, California   \n",
       "78          Seattle, Washington   \n",
       "79      Santa Clara, California   \n",
       "80                          NaN   \n",
       "81      Santa Clara, California   \n",
       "82      Santa Clara, California   \n",
       "83  East Rutherford, New Jersey   \n",
       "84      Santa Clara, California   \n",
       "85            Glendale, Arizona   \n",
       "86     Pittsburgh, Pennsylvania   \n",
       "87      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type   Game Time  \\\n",
       "0        Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "1        Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "2   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "3   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "4        Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "5                                     Bermuda grass         Open         NaN   \n",
       "6        Bermuda grass / Perennial Ryegrass mixture         Open         NaN   \n",
       "7        Bermuda grass / Perennial Ryegrass mixture         Open         NaN   \n",
       "8                       FieldTurf Revolution 360[9]         Open   8:20PM ET   \n",
       "9        Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "10       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "11                      FieldTurf Revolution 360[9]        Fixed   1:00PM ET   \n",
       "12                                Bermuda grass[25]         Open   1:00PM ET   \n",
       "13       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "14       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "15       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "16                                    Bermuda grass  Retractable   8:20PM ET   \n",
       "17       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "18                                    Bermuda grass         Open   1:00PM ET   \n",
       "19                               Hellas Matrix Turf        Fixed   4:05PM ET   \n",
       "20       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "21       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "22             UBU Speed Series S5-M Synthetic Turf         Open   1:00PM ET   \n",
       "23                                    Bermuda grass         Open   4:25PM ET   \n",
       "24                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "25       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "26       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "27       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "28                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "29                                    Bermuda grass         Open   1:00PM ET   \n",
       "..                                              ...          ...         ...   \n",
       "58                         FieldTurf Revolution[27]  Retractable   4:05PM ET   \n",
       "59       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "60                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "61                             Platinum TE Paspalum         Open   1:00PM ET   \n",
       "62       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "63                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "64       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "65       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "66                               A-Turf Titan 50[8]         Open   1:02PM ET   \n",
       "67       Bermuda grass / Perennial Ryegrass mixture         Open   8:27PM ET   \n",
       "68       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "69                      FieldTurf Revolution 360[9]         Open   4:05PM ET   \n",
       "70                                    Bermuda grass         Open   1:03PM ET   \n",
       "71       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "72       Bermuda grass / Perennial Ryegrass mixture         Open         NaN   \n",
       "73                          FieldTurf Classic HD[9]        Fixed   1:03PM ET   \n",
       "74       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "75                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "76                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "77       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "78                      FieldTurf Revolution 360[9]         Open   4:27PM ET   \n",
       "79       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "80                                              NaN          NaN   1:00PM ET   \n",
       "81       Bermuda grass / Perennial Ryegrass mixture         Open   8:26PM ET   \n",
       "82       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   8:31PM ET   \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "85                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "86                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "\n",
       "   Game Day  \n",
       "0       Sun  \n",
       "1       Sun  \n",
       "2       Sun  \n",
       "3       Sun  \n",
       "4       Sun  \n",
       "5       NaN  \n",
       "6       NaN  \n",
       "7       NaN  \n",
       "8       Sun  \n",
       "9       Sat  \n",
       "10      Sun  \n",
       "11      Sun  \n",
       "12      Sun  \n",
       "13      Sun  \n",
       "14      Sun  \n",
       "15      Mon  \n",
       "16      Thu  \n",
       "17      Sun  \n",
       "18      Sun  \n",
       "19      Sun  \n",
       "20      Mon  \n",
       "21      Sun  \n",
       "22      Sun  \n",
       "23      Sun  \n",
       "24      Sun  \n",
       "25      Sun  \n",
       "26      Sun  \n",
       "27      Sun  \n",
       "28      Sun  \n",
       "29      Sun  \n",
       "..      ...  \n",
       "58      Sun  \n",
       "59      Sun  \n",
       "60      Sun  \n",
       "61      Sun  \n",
       "62      Sun  \n",
       "63      Sun  \n",
       "64      Sun  \n",
       "65      Sun  \n",
       "66      Sun  \n",
       "67      Thu  \n",
       "68      Sun  \n",
       "69      Sun  \n",
       "70      Sun  \n",
       "71      Mon  \n",
       "72      NaN  \n",
       "73      Sun  \n",
       "74      Sun  \n",
       "75      Sun  \n",
       "76      Sun  \n",
       "77      Sun  \n",
       "78      Sun  \n",
       "79      Sun  \n",
       "80      Sun  \n",
       "81      Thu  \n",
       "82      Sun  \n",
       "83      Sun  \n",
       "84      Sun  \n",
       "85      Sun  \n",
       "86      Sun  \n",
       "87      Mon  \n",
       "\n",
       "[88 rows x 12 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df = pd.merge(df_san_fran, df5, on=\"Date\", how = \"left\")\n",
    "merge_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(88, 12)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Amending null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge_df.loc[5, \"Game Day\"] = \"Sun\"\n",
    "merge_df.loc[6, \"Game Day\"] = \"Sun\"\n",
    "merge_df.loc[7, \"Game Day\"] = \"Sat\"\n",
    "merge_df.loc[56, \"Game Day\"] = \"Sun\"\n",
    "merge_df.loc[72, \"Game Day\"] = \"Sun\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Sun'"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df.loc[5][\"Game Day\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge_df.loc[5, \"Game Time\"] = \"6:30PM ET\"\n",
    "merge_df.loc[6, \"Game Time\"] = \"6:40PM ET\"\n",
    "merge_df.loc[7, \"Game Time\"] = \"4:35PM ET\"\n",
    "merge_df.loc[56, \"Game Time\"] = \"4:25PM ET\"\n",
    "merge_df.loc[72, \"Game Time\"] = \"4:25PM ET\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                0\n",
       "Home Team           0\n",
       "Away Team           0\n",
       "Home Score          0\n",
       "Away Score          0\n",
       "Total Score Open    0\n",
       "Name                1\n",
       "Location            1\n",
       "Surface             1\n",
       "Roof type           1\n",
       "Game Time           0\n",
       "Game Day            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>Sat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Mercedes-Benz Superdome</td>\n",
       "      <td>New Orleans, Louisiana</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>M&amp;T Bank Stadium</td>\n",
       "      <td>Baltimore, Maryland</td>\n",
       "      <td>Bermuda grass[25]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-11-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-11-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-10-20</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-09-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Paul Brown Stadium</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-09-08</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-12-02</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>43.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Oakland Raiders</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018-10-28</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>43.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-10-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>10</td>\n",
       "      <td>39</td>\n",
       "      <td>52.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Lambeau Field</td>\n",
       "      <td>Green Bay, Wisconsin</td>\n",
       "      <td>Desso GrassMaster[19]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>Los Angeles Chargers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>47.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-09-23</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018-09-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018-09-09</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>U.S. Bank Stadium</td>\n",
       "      <td>Minneapolis, Minnesota</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf[41]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2017-12-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Jacksonville Jaguars</td>\n",
       "      <td>44</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017-12-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tennessee Titans</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>Houston Texans</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>42.5</td>\n",
       "      <td>NRG Stadium</td>\n",
       "      <td>Houston, Texas</td>\n",
       "      <td>Hellas Matrix Turf[33]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2017-12-03</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>39.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-11-26</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2017-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2017-11-05</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2017-10-29</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Lincoln Financial Field</td>\n",
       "      <td>Philadelphia, Pennsylvania</td>\n",
       "      <td>Desso GrassMaster[22]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>10</td>\n",
       "      <td>40</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2017-10-15</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>46.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2017-10-08</td>\n",
       "      <td>Indianapolis Colts</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Lucas Oil Stadium</td>\n",
       "      <td>Indianapolis, Indiana</td>\n",
       "      <td>Shaw Sports Momentum Pro</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>44.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-09-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2017-09-17</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2017-09-10</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2016-12-24</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>41.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mercedes-Benz Stadium</td>\n",
       "      <td>Atlanta, Georgia</td>\n",
       "      <td>FieldTurf Revolution[27]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2016-12-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2016-11-27</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Hard Rock Stadium</td>\n",
       "      <td>Miami Gardens, Florida</td>\n",
       "      <td>Platinum TE Paspalum</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-11-13</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2016-10-16</td>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Bills Stadium</td>\n",
       "      <td>Orchard Park, New York</td>\n",
       "      <td>A-Turf Titan 50[8]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016-10-02</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-09-25</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Bank of America Stadium</td>\n",
       "      <td>Charlotte, North Carolina</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2016-01-03</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Ford Field</td>\n",
       "      <td>Detroit, Michigan</td>\n",
       "      <td>FieldTurf Classic HD[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2015-12-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "      <td>FirstEnergy Stadium</td>\n",
       "      <td>Cleveland, Ohio</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015-11-22</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2015-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>Thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Heinz Field</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                 Home Team             Away Team  Home Score  \\\n",
       "0  2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "1  2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2  2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "3  2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "4  2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "5  2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "6  2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "7  2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "8  2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "9  2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "10 2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "11 2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "12 2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "13 2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "14 2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "15 2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "16 2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "17 2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "18 2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "19 2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "20 2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "21 2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "22 2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "23 2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "24 2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "25 2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "26 2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "27 2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "28 2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "29 2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "30 2018-11-12       San Francisco 49ers       New York Giants          23   \n",
       "31 2018-11-01       San Francisco 49ers       Oakland Raiders          34   \n",
       "32 2018-10-28         Arizona Cardinals   San Francisco 49ers          18   \n",
       "33 2018-10-21       San Francisco 49ers      Los Angeles Rams          10   \n",
       "34 2018-10-15         Green Bay Packers   San Francisco 49ers          33   \n",
       "35 2018-10-07       San Francisco 49ers     Arizona Cardinals          18   \n",
       "36 2018-09-30      Los Angeles Chargers   San Francisco 49ers          29   \n",
       "37 2018-09-23        Kansas City Chiefs   San Francisco 49ers          38   \n",
       "38 2018-09-16       San Francisco 49ers         Detroit Lions          30   \n",
       "39 2018-09-09         Minnesota Vikings   San Francisco 49ers          24   \n",
       "40 2017-12-31          Los Angeles Rams   San Francisco 49ers          13   \n",
       "41 2017-12-24       San Francisco 49ers  Jacksonville Jaguars          44   \n",
       "42 2017-12-17       San Francisco 49ers      Tennessee Titans          25   \n",
       "43 2017-12-10            Houston Texans   San Francisco 49ers          16   \n",
       "44 2017-12-03             Chicago Bears   San Francisco 49ers          14   \n",
       "45 2017-11-26       San Francisco 49ers      Seattle Seahawks          13   \n",
       "46 2017-11-12       San Francisco 49ers       New York Giants          31   \n",
       "47 2017-11-05       San Francisco 49ers     Arizona Cardinals          10   \n",
       "48 2017-10-29       Philadelphia Eagles   San Francisco 49ers          33   \n",
       "49 2017-10-22       San Francisco 49ers        Dallas Cowboys          10   \n",
       "50 2017-10-15  Washington Football Team   San Francisco 49ers          26   \n",
       "51 2017-10-08        Indianapolis Colts   San Francisco 49ers          26   \n",
       "52 2017-10-01         Arizona Cardinals   San Francisco 49ers          18   \n",
       "53 2017-09-21       San Francisco 49ers      Los Angeles Rams          39   \n",
       "54 2017-09-17          Seattle Seahawks   San Francisco 49ers          12   \n",
       "55 2017-09-10       San Francisco 49ers     Carolina Panthers           3   \n",
       "56 2017-01-01       San Francisco 49ers      Seattle Seahawks          23   \n",
       "57 2016-12-24          Los Angeles Rams   San Francisco 49ers          21   \n",
       "58 2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "59 2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "60 2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "61 2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "62 2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "63 2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "64 2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "65 2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "66 2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "67 2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "68 2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "69 2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "70 2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "71 2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "72 2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "73 2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "74 2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "75 2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "76 2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "77 2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "78 2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "79 2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "80 2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "81 2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "82 2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "83 2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "84 2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "85 2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "86 2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "87 2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Name  \\\n",
       "0           43              52.0           Levi's Stadium   \n",
       "1           25              43.0           Levi's Stadium   \n",
       "2           36              42.5          MetLife Stadium   \n",
       "3           31              43.5          MetLife Stadium   \n",
       "4           24              46.0           Levi's Stadium   \n",
       "5           20              53.0        Arrowhead Stadium   \n",
       "6           20              45.0           Levi's Stadium   \n",
       "7           10              45.5           Levi's Stadium   \n",
       "8           26              48.0        CenturyLink Field   \n",
       "9           31              46.0           Levi's Stadium   \n",
       "10          29              46.5           Levi's Stadium   \n",
       "11          48              45.5  Mercedes-Benz Superdome   \n",
       "12          17              46.0         M&T Bank Stadium   \n",
       "13           8              46.0           Levi's Stadium   \n",
       "14          26              45.0           Levi's Stadium   \n",
       "15          27              44.5           Levi's Stadium   \n",
       "16          28              44.0       State Farm Stadium   \n",
       "17          13              41.5           Levi's Stadium   \n",
       "18           9              42.5               FedExField   \n",
       "19          20              48.5             SoFi Stadium   \n",
       "20           3              47.5           Levi's Stadium   \n",
       "21          20              44.0           Levi's Stadium   \n",
       "22          41              45.0       Paul Brown Stadium   \n",
       "23          31              49.5    Raymond James Stadium   \n",
       "24          32              50.5             SoFi Stadium   \n",
       "25          14              43.0           Levi's Stadium   \n",
       "26          23              44.5           Levi's Stadium   \n",
       "27          14              44.0           Levi's Stadium   \n",
       "28          16              46.0        CenturyLink Field   \n",
       "29           9              55.0    Raymond James Stadium   \n",
       "30          27              43.5           Levi's Stadium   \n",
       "31           3              47.5           Levi's Stadium   \n",
       "32          15              43.5       State Farm Stadium   \n",
       "33          39              52.5           Levi's Stadium   \n",
       "34          30              46.5            Lambeau Field   \n",
       "35          28              41.0           Levi's Stadium   \n",
       "36          27              47.0             SoFi Stadium   \n",
       "37          27              55.0        Arrowhead Stadium   \n",
       "38          27              47.5           Levi's Stadium   \n",
       "39          16              46.0        U.S. Bank Stadium   \n",
       "40          34              44.0             SoFi Stadium   \n",
       "41          33              42.5           Levi's Stadium   \n",
       "42          23              45.0           Levi's Stadium   \n",
       "43          26              42.5              NRG Stadium   \n",
       "44          15              39.5            Soldier Field   \n",
       "45          24              42.0           Levi's Stadium   \n",
       "46          21              42.0           Levi's Stadium   \n",
       "47          20              39.0           Levi's Stadium   \n",
       "48          10              47.5  Lincoln Financial Field   \n",
       "49          40              47.0           Levi's Stadium   \n",
       "50          24              46.5               FedExField   \n",
       "51          23              43.0        Lucas Oil Stadium   \n",
       "52          15              44.5       State Farm Stadium   \n",
       "53          41              41.0           Levi's Stadium   \n",
       "54           9              43.0        CenturyLink Field   \n",
       "55          23              48.0           Levi's Stadium   \n",
       "56          25              44.0           Levi's Stadium   \n",
       "57          22              41.0             SoFi Stadium   \n",
       "58          13              52.0    Mercedes-Benz Stadium   \n",
       "59          23              44.5           Levi's Stadium   \n",
       "60           6              42.5            Soldier Field   \n",
       "61          24              45.5        Hard Rock Stadium   \n",
       "62          30              51.5           Levi's Stadium   \n",
       "63          20              48.0       State Farm Stadium   \n",
       "64          41              51.0           Levi's Stadium   \n",
       "65          34              47.0           Levi's Stadium   \n",
       "66          16              44.0            Bills Stadium   \n",
       "67          33              42.5           Levi's Stadium   \n",
       "68          24              46.0           Levi's Stadium   \n",
       "69          18              40.5        CenturyLink Field   \n",
       "70          27              44.5  Bank of America Stadium   \n",
       "71           0              44.0           Levi's Stadium   \n",
       "72          16              37.5           Levi's Stadium   \n",
       "73          17              43.0               Ford Field   \n",
       "74          24              42.0           Levi's Stadium   \n",
       "75          10              40.5      FirstEnergy Stadium   \n",
       "76          26              41.5            Soldier Field   \n",
       "77          19              44.5           Levi's Stadium   \n",
       "78          13              40.5        CenturyLink Field   \n",
       "79          16              45.0           Levi's Stadium   \n",
       "80           6              39.5                      NaN   \n",
       "81          20              41.5           Levi's Stadium   \n",
       "82          20              44.0           Levi's Stadium   \n",
       "83          27              43.0          MetLife Stadium   \n",
       "84          17              47.5           Levi's Stadium   \n",
       "85           7              44.0       State Farm Stadium   \n",
       "86          18              44.0              Heinz Field   \n",
       "87           3              41.5           Levi's Stadium   \n",
       "\n",
       "                       Location  \\\n",
       "0       Santa Clara, California   \n",
       "1       Santa Clara, California   \n",
       "2   East Rutherford, New Jersey   \n",
       "3   East Rutherford, New Jersey   \n",
       "4       Santa Clara, California   \n",
       "5         Kansas City, Missouri   \n",
       "6       Santa Clara, California   \n",
       "7       Santa Clara, California   \n",
       "8           Seattle, Washington   \n",
       "9       Santa Clara, California   \n",
       "10      Santa Clara, California   \n",
       "11       New Orleans, Louisiana   \n",
       "12          Baltimore, Maryland   \n",
       "13      Santa Clara, California   \n",
       "14      Santa Clara, California   \n",
       "15      Santa Clara, California   \n",
       "16            Glendale, Arizona   \n",
       "17      Santa Clara, California   \n",
       "18           Landover, Maryland   \n",
       "19        Inglewood, California   \n",
       "20      Santa Clara, California   \n",
       "21      Santa Clara, California   \n",
       "22             Cincinnati, Ohio   \n",
       "23               Tampa, Florida   \n",
       "24        Inglewood, California   \n",
       "25      Santa Clara, California   \n",
       "26      Santa Clara, California   \n",
       "27      Santa Clara, California   \n",
       "28          Seattle, Washington   \n",
       "29               Tampa, Florida   \n",
       "30      Santa Clara, California   \n",
       "31      Santa Clara, California   \n",
       "32            Glendale, Arizona   \n",
       "33      Santa Clara, California   \n",
       "34         Green Bay, Wisconsin   \n",
       "35      Santa Clara, California   \n",
       "36        Inglewood, California   \n",
       "37        Kansas City, Missouri   \n",
       "38      Santa Clara, California   \n",
       "39       Minneapolis, Minnesota   \n",
       "40        Inglewood, California   \n",
       "41      Santa Clara, California   \n",
       "42      Santa Clara, California   \n",
       "43               Houston, Texas   \n",
       "44            Chicago, Illinois   \n",
       "45      Santa Clara, California   \n",
       "46      Santa Clara, California   \n",
       "47      Santa Clara, California   \n",
       "48   Philadelphia, Pennsylvania   \n",
       "49      Santa Clara, California   \n",
       "50           Landover, Maryland   \n",
       "51        Indianapolis, Indiana   \n",
       "52            Glendale, Arizona   \n",
       "53      Santa Clara, California   \n",
       "54          Seattle, Washington   \n",
       "55      Santa Clara, California   \n",
       "56      Santa Clara, California   \n",
       "57        Inglewood, California   \n",
       "58             Atlanta, Georgia   \n",
       "59      Santa Clara, California   \n",
       "60            Chicago, Illinois   \n",
       "61       Miami Gardens, Florida   \n",
       "62      Santa Clara, California   \n",
       "63            Glendale, Arizona   \n",
       "64      Santa Clara, California   \n",
       "65      Santa Clara, California   \n",
       "66       Orchard Park, New York   \n",
       "67      Santa Clara, California   \n",
       "68      Santa Clara, California   \n",
       "69          Seattle, Washington   \n",
       "70    Charlotte, North Carolina   \n",
       "71      Santa Clara, California   \n",
       "72      Santa Clara, California   \n",
       "73            Detroit, Michigan   \n",
       "74      Santa Clara, California   \n",
       "75              Cleveland, Ohio   \n",
       "76            Chicago, Illinois   \n",
       "77      Santa Clara, California   \n",
       "78          Seattle, Washington   \n",
       "79      Santa Clara, California   \n",
       "80                          NaN   \n",
       "81      Santa Clara, California   \n",
       "82      Santa Clara, California   \n",
       "83  East Rutherford, New Jersey   \n",
       "84      Santa Clara, California   \n",
       "85            Glendale, Arizona   \n",
       "86     Pittsburgh, Pennsylvania   \n",
       "87      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type   Game Time  \\\n",
       "0        Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "1        Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "2   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "3   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "4        Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "5                                     Bermuda grass         Open   6:30PM ET   \n",
       "6        Bermuda grass / Perennial Ryegrass mixture         Open   6:40PM ET   \n",
       "7        Bermuda grass / Perennial Ryegrass mixture         Open   4:35PM ET   \n",
       "8                       FieldTurf Revolution 360[9]         Open   8:20PM ET   \n",
       "9        Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "10       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "11                      FieldTurf Revolution 360[9]        Fixed   1:00PM ET   \n",
       "12                                Bermuda grass[25]         Open   1:00PM ET   \n",
       "13       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "14       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "15       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "16                                    Bermuda grass  Retractable   8:20PM ET   \n",
       "17       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "18                                    Bermuda grass         Open   1:00PM ET   \n",
       "19                               Hellas Matrix Turf        Fixed   4:05PM ET   \n",
       "20       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "21       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "22             UBU Speed Series S5-M Synthetic Turf         Open   1:00PM ET   \n",
       "23                                    Bermuda grass         Open   4:25PM ET   \n",
       "24                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "25       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "26       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "27       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "28                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "29                                    Bermuda grass         Open   1:00PM ET   \n",
       "30       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "31       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "32                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "33       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "34                            Desso GrassMaster[19]         Open   8:15PM ET   \n",
       "35       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "36                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "37                                    Bermuda grass         Open   1:00PM ET   \n",
       "38       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "39         UBU Speed Series S5-M Synthetic Turf[41]        Fixed   1:00PM ET   \n",
       "40                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "41       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "42       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "43                           Hellas Matrix Turf[33]  Retractable   1:00PM ET   \n",
       "44                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "45       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "46       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "47       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "48                            Desso GrassMaster[22]         Open   1:00PM ET   \n",
       "49       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "50                                    Bermuda grass         Open   1:00PM ET   \n",
       "51                         Shaw Sports Momentum Pro  Retractable   1:00PM ET   \n",
       "52                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "53       Bermuda grass / Perennial Ryegrass mixture         Open   8:25PM ET   \n",
       "54                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "55       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "56       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "57                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "58                         FieldTurf Revolution[27]  Retractable   4:05PM ET   \n",
       "59       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "60                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "61                             Platinum TE Paspalum         Open   1:00PM ET   \n",
       "62       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "63                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "64       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "65       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "66                               A-Turf Titan 50[8]         Open   1:02PM ET   \n",
       "67       Bermuda grass / Perennial Ryegrass mixture         Open   8:27PM ET   \n",
       "68       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "69                      FieldTurf Revolution 360[9]         Open   4:05PM ET   \n",
       "70                                    Bermuda grass         Open   1:03PM ET   \n",
       "71       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "72       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "73                          FieldTurf Classic HD[9]        Fixed   1:03PM ET   \n",
       "74       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "75                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "76                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "77       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "78                      FieldTurf Revolution 360[9]         Open   4:27PM ET   \n",
       "79       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "80                                              NaN          NaN   1:00PM ET   \n",
       "81       Bermuda grass / Perennial Ryegrass mixture         Open   8:26PM ET   \n",
       "82       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   8:31PM ET   \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "85                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "86                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "\n",
       "   Game Day  \n",
       "0       Sun  \n",
       "1       Sun  \n",
       "2       Sun  \n",
       "3       Sun  \n",
       "4       Sun  \n",
       "5       Sun  \n",
       "6       Sun  \n",
       "7       Sat  \n",
       "8       Sun  \n",
       "9       Sat  \n",
       "10      Sun  \n",
       "11      Sun  \n",
       "12      Sun  \n",
       "13      Sun  \n",
       "14      Sun  \n",
       "15      Mon  \n",
       "16      Thu  \n",
       "17      Sun  \n",
       "18      Sun  \n",
       "19      Sun  \n",
       "20      Mon  \n",
       "21      Sun  \n",
       "22      Sun  \n",
       "23      Sun  \n",
       "24      Sun  \n",
       "25      Sun  \n",
       "26      Sun  \n",
       "27      Sun  \n",
       "28      Sun  \n",
       "29      Sun  \n",
       "30      Mon  \n",
       "31      Thu  \n",
       "32      Sun  \n",
       "33      Sun  \n",
       "34      Mon  \n",
       "35      Sun  \n",
       "36      Sun  \n",
       "37      Sun  \n",
       "38      Sun  \n",
       "39      Sun  \n",
       "40      Sun  \n",
       "41      Sun  \n",
       "42      Sun  \n",
       "43      Sun  \n",
       "44      Sun  \n",
       "45      Sun  \n",
       "46      Sun  \n",
       "47      Sun  \n",
       "48      Sun  \n",
       "49      Sun  \n",
       "50      Sun  \n",
       "51      Sun  \n",
       "52      Sun  \n",
       "53      Thu  \n",
       "54      Sun  \n",
       "55      Sun  \n",
       "56      Sun  \n",
       "57      Sat  \n",
       "58      Sun  \n",
       "59      Sun  \n",
       "60      Sun  \n",
       "61      Sun  \n",
       "62      Sun  \n",
       "63      Sun  \n",
       "64      Sun  \n",
       "65      Sun  \n",
       "66      Sun  \n",
       "67      Thu  \n",
       "68      Sun  \n",
       "69      Sun  \n",
       "70      Sun  \n",
       "71      Mon  \n",
       "72      Sun  \n",
       "73      Sun  \n",
       "74      Sun  \n",
       "75      Sun  \n",
       "76      Sun  \n",
       "77      Sun  \n",
       "78      Sun  \n",
       "79      Sun  \n",
       "80      Sun  \n",
       "81      Thu  \n",
       "82      Sun  \n",
       "83      Sun  \n",
       "84      Sun  \n",
       "85      Sun  \n",
       "86      Sun  \n",
       "87      Mon  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 1000)\n",
    "merge_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "merge_df.loc[80, \"Location\"] = \"St. Louis, Missouri\"\n",
    "merge_df.loc[80, \"Surface\"] = \"AstroTurf GameDay Grass 3D\"\n",
    "merge_df.loc[80, \"Roof type\"] = \"Fixed\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                0\n",
       "Home Team           0\n",
       "Away Team           0\n",
       "Home Score          0\n",
       "Away Score          0\n",
       "Total Score Open    0\n",
       "Name                1\n",
       "Location            0\n",
       "Surface             0\n",
       "Roof type           0\n",
       "Game Time           0\n",
       "Game Day            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding two more columns for month and year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Mercedes-Benz Superdome</td>\n",
       "      <td>New Orleans, Louisiana</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>M&amp;T Bank Stadium</td>\n",
       "      <td>Baltimore, Maryland</td>\n",
       "      <td>Bermuda grass[25]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-11-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-11-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-10-20</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-09-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Paul Brown Stadium</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-09-08</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-12-02</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>43.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Oakland Raiders</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018-10-28</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>43.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-10-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>10</td>\n",
       "      <td>39</td>\n",
       "      <td>52.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Lambeau Field</td>\n",
       "      <td>Green Bay, Wisconsin</td>\n",
       "      <td>Desso GrassMaster[19]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>Los Angeles Chargers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>47.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-09-23</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018-09-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018-09-09</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>U.S. Bank Stadium</td>\n",
       "      <td>Minneapolis, Minnesota</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf[41]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2017-12-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Jacksonville Jaguars</td>\n",
       "      <td>44</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017-12-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tennessee Titans</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>Houston Texans</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>42.5</td>\n",
       "      <td>NRG Stadium</td>\n",
       "      <td>Houston, Texas</td>\n",
       "      <td>Hellas Matrix Turf[33]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2017-12-03</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>39.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-11-26</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2017-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2017-11-05</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2017-10-29</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Lincoln Financial Field</td>\n",
       "      <td>Philadelphia, Pennsylvania</td>\n",
       "      <td>Desso GrassMaster[22]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>10</td>\n",
       "      <td>40</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2017-10-15</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>46.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2017-10-08</td>\n",
       "      <td>Indianapolis Colts</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Lucas Oil Stadium</td>\n",
       "      <td>Indianapolis, Indiana</td>\n",
       "      <td>Shaw Sports Momentum Pro</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>44.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-09-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2017-09-17</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2017-09-10</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2016-12-24</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>41.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mercedes-Benz Stadium</td>\n",
       "      <td>Atlanta, Georgia</td>\n",
       "      <td>FieldTurf Revolution[27]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2016-12-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2016-11-27</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Hard Rock Stadium</td>\n",
       "      <td>Miami Gardens, Florida</td>\n",
       "      <td>Platinum TE Paspalum</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-11-13</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2016-10-16</td>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Bills Stadium</td>\n",
       "      <td>Orchard Park, New York</td>\n",
       "      <td>A-Turf Titan 50[8]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016-10-02</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-09-25</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Bank of America Stadium</td>\n",
       "      <td>Charlotte, North Carolina</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2016-01-03</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Ford Field</td>\n",
       "      <td>Detroit, Michigan</td>\n",
       "      <td>FieldTurf Classic HD[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2015-12-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "      <td>FirstEnergy Stadium</td>\n",
       "      <td>Cleveland, Ohio</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015-11-22</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Louis, Missouri</td>\n",
       "      <td>AstroTurf GameDay Grass 3D</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2015-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Heinz Field</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                 Home Team             Away Team  Home Score  \\\n",
       "0  2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "1  2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2  2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "3  2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "4  2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "5  2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "6  2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "7  2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "8  2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "9  2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "10 2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "11 2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "12 2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "13 2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "14 2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "15 2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "16 2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "17 2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "18 2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "19 2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "20 2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "21 2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "22 2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "23 2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "24 2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "25 2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "26 2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "27 2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "28 2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "29 2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "30 2018-11-12       San Francisco 49ers       New York Giants          23   \n",
       "31 2018-11-01       San Francisco 49ers       Oakland Raiders          34   \n",
       "32 2018-10-28         Arizona Cardinals   San Francisco 49ers          18   \n",
       "33 2018-10-21       San Francisco 49ers      Los Angeles Rams          10   \n",
       "34 2018-10-15         Green Bay Packers   San Francisco 49ers          33   \n",
       "35 2018-10-07       San Francisco 49ers     Arizona Cardinals          18   \n",
       "36 2018-09-30      Los Angeles Chargers   San Francisco 49ers          29   \n",
       "37 2018-09-23        Kansas City Chiefs   San Francisco 49ers          38   \n",
       "38 2018-09-16       San Francisco 49ers         Detroit Lions          30   \n",
       "39 2018-09-09         Minnesota Vikings   San Francisco 49ers          24   \n",
       "40 2017-12-31          Los Angeles Rams   San Francisco 49ers          13   \n",
       "41 2017-12-24       San Francisco 49ers  Jacksonville Jaguars          44   \n",
       "42 2017-12-17       San Francisco 49ers      Tennessee Titans          25   \n",
       "43 2017-12-10            Houston Texans   San Francisco 49ers          16   \n",
       "44 2017-12-03             Chicago Bears   San Francisco 49ers          14   \n",
       "45 2017-11-26       San Francisco 49ers      Seattle Seahawks          13   \n",
       "46 2017-11-12       San Francisco 49ers       New York Giants          31   \n",
       "47 2017-11-05       San Francisco 49ers     Arizona Cardinals          10   \n",
       "48 2017-10-29       Philadelphia Eagles   San Francisco 49ers          33   \n",
       "49 2017-10-22       San Francisco 49ers        Dallas Cowboys          10   \n",
       "50 2017-10-15  Washington Football Team   San Francisco 49ers          26   \n",
       "51 2017-10-08        Indianapolis Colts   San Francisco 49ers          26   \n",
       "52 2017-10-01         Arizona Cardinals   San Francisco 49ers          18   \n",
       "53 2017-09-21       San Francisco 49ers      Los Angeles Rams          39   \n",
       "54 2017-09-17          Seattle Seahawks   San Francisco 49ers          12   \n",
       "55 2017-09-10       San Francisco 49ers     Carolina Panthers           3   \n",
       "56 2017-01-01       San Francisco 49ers      Seattle Seahawks          23   \n",
       "57 2016-12-24          Los Angeles Rams   San Francisco 49ers          21   \n",
       "58 2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "59 2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "60 2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "61 2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "62 2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "63 2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "64 2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "65 2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "66 2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "67 2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "68 2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "69 2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "70 2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "71 2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "72 2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "73 2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "74 2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "75 2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "76 2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "77 2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "78 2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "79 2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "80 2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "81 2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "82 2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "83 2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "84 2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "85 2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "86 2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "87 2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Name  \\\n",
       "0           43              52.0           Levi's Stadium   \n",
       "1           25              43.0           Levi's Stadium   \n",
       "2           36              42.5          MetLife Stadium   \n",
       "3           31              43.5          MetLife Stadium   \n",
       "4           24              46.0           Levi's Stadium   \n",
       "5           20              53.0        Arrowhead Stadium   \n",
       "6           20              45.0           Levi's Stadium   \n",
       "7           10              45.5           Levi's Stadium   \n",
       "8           26              48.0        CenturyLink Field   \n",
       "9           31              46.0           Levi's Stadium   \n",
       "10          29              46.5           Levi's Stadium   \n",
       "11          48              45.5  Mercedes-Benz Superdome   \n",
       "12          17              46.0         M&T Bank Stadium   \n",
       "13           8              46.0           Levi's Stadium   \n",
       "14          26              45.0           Levi's Stadium   \n",
       "15          27              44.5           Levi's Stadium   \n",
       "16          28              44.0       State Farm Stadium   \n",
       "17          13              41.5           Levi's Stadium   \n",
       "18           9              42.5               FedExField   \n",
       "19          20              48.5             SoFi Stadium   \n",
       "20           3              47.5           Levi's Stadium   \n",
       "21          20              44.0           Levi's Stadium   \n",
       "22          41              45.0       Paul Brown Stadium   \n",
       "23          31              49.5    Raymond James Stadium   \n",
       "24          32              50.5             SoFi Stadium   \n",
       "25          14              43.0           Levi's Stadium   \n",
       "26          23              44.5           Levi's Stadium   \n",
       "27          14              44.0           Levi's Stadium   \n",
       "28          16              46.0        CenturyLink Field   \n",
       "29           9              55.0    Raymond James Stadium   \n",
       "30          27              43.5           Levi's Stadium   \n",
       "31           3              47.5           Levi's Stadium   \n",
       "32          15              43.5       State Farm Stadium   \n",
       "33          39              52.5           Levi's Stadium   \n",
       "34          30              46.5            Lambeau Field   \n",
       "35          28              41.0           Levi's Stadium   \n",
       "36          27              47.0             SoFi Stadium   \n",
       "37          27              55.0        Arrowhead Stadium   \n",
       "38          27              47.5           Levi's Stadium   \n",
       "39          16              46.0        U.S. Bank Stadium   \n",
       "40          34              44.0             SoFi Stadium   \n",
       "41          33              42.5           Levi's Stadium   \n",
       "42          23              45.0           Levi's Stadium   \n",
       "43          26              42.5              NRG Stadium   \n",
       "44          15              39.5            Soldier Field   \n",
       "45          24              42.0           Levi's Stadium   \n",
       "46          21              42.0           Levi's Stadium   \n",
       "47          20              39.0           Levi's Stadium   \n",
       "48          10              47.5  Lincoln Financial Field   \n",
       "49          40              47.0           Levi's Stadium   \n",
       "50          24              46.5               FedExField   \n",
       "51          23              43.0        Lucas Oil Stadium   \n",
       "52          15              44.5       State Farm Stadium   \n",
       "53          41              41.0           Levi's Stadium   \n",
       "54           9              43.0        CenturyLink Field   \n",
       "55          23              48.0           Levi's Stadium   \n",
       "56          25              44.0           Levi's Stadium   \n",
       "57          22              41.0             SoFi Stadium   \n",
       "58          13              52.0    Mercedes-Benz Stadium   \n",
       "59          23              44.5           Levi's Stadium   \n",
       "60           6              42.5            Soldier Field   \n",
       "61          24              45.5        Hard Rock Stadium   \n",
       "62          30              51.5           Levi's Stadium   \n",
       "63          20              48.0       State Farm Stadium   \n",
       "64          41              51.0           Levi's Stadium   \n",
       "65          34              47.0           Levi's Stadium   \n",
       "66          16              44.0            Bills Stadium   \n",
       "67          33              42.5           Levi's Stadium   \n",
       "68          24              46.0           Levi's Stadium   \n",
       "69          18              40.5        CenturyLink Field   \n",
       "70          27              44.5  Bank of America Stadium   \n",
       "71           0              44.0           Levi's Stadium   \n",
       "72          16              37.5           Levi's Stadium   \n",
       "73          17              43.0               Ford Field   \n",
       "74          24              42.0           Levi's Stadium   \n",
       "75          10              40.5      FirstEnergy Stadium   \n",
       "76          26              41.5            Soldier Field   \n",
       "77          19              44.5           Levi's Stadium   \n",
       "78          13              40.5        CenturyLink Field   \n",
       "79          16              45.0           Levi's Stadium   \n",
       "80           6              39.5                      NaN   \n",
       "81          20              41.5           Levi's Stadium   \n",
       "82          20              44.0           Levi's Stadium   \n",
       "83          27              43.0          MetLife Stadium   \n",
       "84          17              47.5           Levi's Stadium   \n",
       "85           7              44.0       State Farm Stadium   \n",
       "86          18              44.0              Heinz Field   \n",
       "87           3              41.5           Levi's Stadium   \n",
       "\n",
       "                       Location  \\\n",
       "0       Santa Clara, California   \n",
       "1       Santa Clara, California   \n",
       "2   East Rutherford, New Jersey   \n",
       "3   East Rutherford, New Jersey   \n",
       "4       Santa Clara, California   \n",
       "5         Kansas City, Missouri   \n",
       "6       Santa Clara, California   \n",
       "7       Santa Clara, California   \n",
       "8           Seattle, Washington   \n",
       "9       Santa Clara, California   \n",
       "10      Santa Clara, California   \n",
       "11       New Orleans, Louisiana   \n",
       "12          Baltimore, Maryland   \n",
       "13      Santa Clara, California   \n",
       "14      Santa Clara, California   \n",
       "15      Santa Clara, California   \n",
       "16            Glendale, Arizona   \n",
       "17      Santa Clara, California   \n",
       "18           Landover, Maryland   \n",
       "19        Inglewood, California   \n",
       "20      Santa Clara, California   \n",
       "21      Santa Clara, California   \n",
       "22             Cincinnati, Ohio   \n",
       "23               Tampa, Florida   \n",
       "24        Inglewood, California   \n",
       "25      Santa Clara, California   \n",
       "26      Santa Clara, California   \n",
       "27      Santa Clara, California   \n",
       "28          Seattle, Washington   \n",
       "29               Tampa, Florida   \n",
       "30      Santa Clara, California   \n",
       "31      Santa Clara, California   \n",
       "32            Glendale, Arizona   \n",
       "33      Santa Clara, California   \n",
       "34         Green Bay, Wisconsin   \n",
       "35      Santa Clara, California   \n",
       "36        Inglewood, California   \n",
       "37        Kansas City, Missouri   \n",
       "38      Santa Clara, California   \n",
       "39       Minneapolis, Minnesota   \n",
       "40        Inglewood, California   \n",
       "41      Santa Clara, California   \n",
       "42      Santa Clara, California   \n",
       "43               Houston, Texas   \n",
       "44            Chicago, Illinois   \n",
       "45      Santa Clara, California   \n",
       "46      Santa Clara, California   \n",
       "47      Santa Clara, California   \n",
       "48   Philadelphia, Pennsylvania   \n",
       "49      Santa Clara, California   \n",
       "50           Landover, Maryland   \n",
       "51        Indianapolis, Indiana   \n",
       "52            Glendale, Arizona   \n",
       "53      Santa Clara, California   \n",
       "54          Seattle, Washington   \n",
       "55      Santa Clara, California   \n",
       "56      Santa Clara, California   \n",
       "57        Inglewood, California   \n",
       "58             Atlanta, Georgia   \n",
       "59      Santa Clara, California   \n",
       "60            Chicago, Illinois   \n",
       "61       Miami Gardens, Florida   \n",
       "62      Santa Clara, California   \n",
       "63            Glendale, Arizona   \n",
       "64      Santa Clara, California   \n",
       "65      Santa Clara, California   \n",
       "66       Orchard Park, New York   \n",
       "67      Santa Clara, California   \n",
       "68      Santa Clara, California   \n",
       "69          Seattle, Washington   \n",
       "70    Charlotte, North Carolina   \n",
       "71      Santa Clara, California   \n",
       "72      Santa Clara, California   \n",
       "73            Detroit, Michigan   \n",
       "74      Santa Clara, California   \n",
       "75              Cleveland, Ohio   \n",
       "76            Chicago, Illinois   \n",
       "77      Santa Clara, California   \n",
       "78          Seattle, Washington   \n",
       "79      Santa Clara, California   \n",
       "80          St. Louis, Missouri   \n",
       "81      Santa Clara, California   \n",
       "82      Santa Clara, California   \n",
       "83  East Rutherford, New Jersey   \n",
       "84      Santa Clara, California   \n",
       "85            Glendale, Arizona   \n",
       "86     Pittsburgh, Pennsylvania   \n",
       "87      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type   Game Time  \\\n",
       "0        Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "1        Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "2   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "3   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "4        Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "5                                     Bermuda grass         Open   6:30PM ET   \n",
       "6        Bermuda grass / Perennial Ryegrass mixture         Open   6:40PM ET   \n",
       "7        Bermuda grass / Perennial Ryegrass mixture         Open   4:35PM ET   \n",
       "8                       FieldTurf Revolution 360[9]         Open   8:20PM ET   \n",
       "9        Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "10       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "11                      FieldTurf Revolution 360[9]        Fixed   1:00PM ET   \n",
       "12                                Bermuda grass[25]         Open   1:00PM ET   \n",
       "13       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "14       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "15       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "16                                    Bermuda grass  Retractable   8:20PM ET   \n",
       "17       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "18                                    Bermuda grass         Open   1:00PM ET   \n",
       "19                               Hellas Matrix Turf        Fixed   4:05PM ET   \n",
       "20       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "21       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "22             UBU Speed Series S5-M Synthetic Turf         Open   1:00PM ET   \n",
       "23                                    Bermuda grass         Open   4:25PM ET   \n",
       "24                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "25       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "26       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "27       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "28                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "29                                    Bermuda grass         Open   1:00PM ET   \n",
       "30       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "31       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "32                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "33       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "34                            Desso GrassMaster[19]         Open   8:15PM ET   \n",
       "35       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "36                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "37                                    Bermuda grass         Open   1:00PM ET   \n",
       "38       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "39         UBU Speed Series S5-M Synthetic Turf[41]        Fixed   1:00PM ET   \n",
       "40                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "41       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "42       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "43                           Hellas Matrix Turf[33]  Retractable   1:00PM ET   \n",
       "44                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "45       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "46       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "47       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "48                            Desso GrassMaster[22]         Open   1:00PM ET   \n",
       "49       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "50                                    Bermuda grass         Open   1:00PM ET   \n",
       "51                         Shaw Sports Momentum Pro  Retractable   1:00PM ET   \n",
       "52                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "53       Bermuda grass / Perennial Ryegrass mixture         Open   8:25PM ET   \n",
       "54                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "55       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "56       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "57                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "58                         FieldTurf Revolution[27]  Retractable   4:05PM ET   \n",
       "59       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "60                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "61                             Platinum TE Paspalum         Open   1:00PM ET   \n",
       "62       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "63                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "64       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "65       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "66                               A-Turf Titan 50[8]         Open   1:02PM ET   \n",
       "67       Bermuda grass / Perennial Ryegrass mixture         Open   8:27PM ET   \n",
       "68       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "69                      FieldTurf Revolution 360[9]         Open   4:05PM ET   \n",
       "70                                    Bermuda grass         Open   1:03PM ET   \n",
       "71       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "72       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "73                          FieldTurf Classic HD[9]        Fixed   1:03PM ET   \n",
       "74       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "75                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "76                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "77       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "78                      FieldTurf Revolution 360[9]         Open   4:27PM ET   \n",
       "79       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "80                       AstroTurf GameDay Grass 3D        Fixed   1:00PM ET   \n",
       "81       Bermuda grass / Perennial Ryegrass mixture         Open   8:26PM ET   \n",
       "82       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   8:31PM ET   \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "85                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "86                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "\n",
       "   Game Day  Month  \n",
       "0       Sun     10  \n",
       "1       Sun     10  \n",
       "2       Sun      9  \n",
       "3       Sun      9  \n",
       "4       Sun      9  \n",
       "5       Sun      2  \n",
       "6       Sun      1  \n",
       "7       Sat      1  \n",
       "8       Sun     12  \n",
       "9       Sat     12  \n",
       "10      Sun     12  \n",
       "11      Sun     12  \n",
       "12      Sun     12  \n",
       "13      Sun     11  \n",
       "14      Sun     11  \n",
       "15      Mon     11  \n",
       "16      Thu     10  \n",
       "17      Sun     10  \n",
       "18      Sun     10  \n",
       "19      Sun     10  \n",
       "20      Mon     10  \n",
       "21      Sun      9  \n",
       "22      Sun      9  \n",
       "23      Sun      9  \n",
       "24      Sun     12  \n",
       "25      Sun     12  \n",
       "26      Sun     12  \n",
       "27      Sun     12  \n",
       "28      Sun     12  \n",
       "29      Sun     11  \n",
       "30      Mon     11  \n",
       "31      Thu     11  \n",
       "32      Sun     10  \n",
       "33      Sun     10  \n",
       "34      Mon     10  \n",
       "35      Sun     10  \n",
       "36      Sun      9  \n",
       "37      Sun      9  \n",
       "38      Sun      9  \n",
       "39      Sun      9  \n",
       "40      Sun     12  \n",
       "41      Sun     12  \n",
       "42      Sun     12  \n",
       "43      Sun     12  \n",
       "44      Sun     12  \n",
       "45      Sun     11  \n",
       "46      Sun     11  \n",
       "47      Sun     11  \n",
       "48      Sun     10  \n",
       "49      Sun     10  \n",
       "50      Sun     10  \n",
       "51      Sun     10  \n",
       "52      Sun     10  \n",
       "53      Thu      9  \n",
       "54      Sun      9  \n",
       "55      Sun      9  \n",
       "56      Sun      1  \n",
       "57      Sat     12  \n",
       "58      Sun     12  \n",
       "59      Sun     12  \n",
       "60      Sun     12  \n",
       "61      Sun     11  \n",
       "62      Sun     11  \n",
       "63      Sun     11  \n",
       "64      Sun     11  \n",
       "65      Sun     10  \n",
       "66      Sun     10  \n",
       "67      Thu     10  \n",
       "68      Sun     10  \n",
       "69      Sun      9  \n",
       "70      Sun      9  \n",
       "71      Mon      9  \n",
       "72      Sun      1  \n",
       "73      Sun     12  \n",
       "74      Sun     12  \n",
       "75      Sun     12  \n",
       "76      Sun     12  \n",
       "77      Sun     11  \n",
       "78      Sun     11  \n",
       "79      Sun     11  \n",
       "80      Sun     11  \n",
       "81      Thu     10  \n",
       "82      Sun     10  \n",
       "83      Sun     10  \n",
       "84      Sun     10  \n",
       "85      Sun      9  \n",
       "86      Sun      9  \n",
       "87      Mon      9  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df['Month'] = pd.DatetimeIndex(merge_df['Date']).month\n",
    "merge_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>17</td>\n",
       "      <td>43</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>42.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>31</td>\n",
       "      <td>43.5</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:30PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>2</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>6:40PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020-01-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:35PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>1</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019-12-29</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>48.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019-12-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>34</td>\n",
       "      <td>31</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>12</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019-12-15</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019-12-08</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>48</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Mercedes-Benz Superdome</td>\n",
       "      <td>New Orleans, Louisiana</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>17</td>\n",
       "      <td>46.0</td>\n",
       "      <td>M&amp;T Bank Stadium</td>\n",
       "      <td>Baltimore, Maryland</td>\n",
       "      <td>Bermuda grass[25]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019-11-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019-11-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019-11-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>11</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019-10-31</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>25</td>\n",
       "      <td>28</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>51</td>\n",
       "      <td>13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019-10-20</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>42.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>48.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>10</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019-09-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019-09-15</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Paul Brown Stadium</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019-09-08</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>49.5</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>48</td>\n",
       "      <td>32</td>\n",
       "      <td>50.5</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>20</td>\n",
       "      <td>14</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-12-02</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>9</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Raymond James Stadium</td>\n",
       "      <td>Tampa, Florida</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>43.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>11</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-11-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Oakland Raiders</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:20PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>11</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018-10-28</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>43.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-10-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>10</td>\n",
       "      <td>39</td>\n",
       "      <td>52.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>46.5</td>\n",
       "      <td>Lambeau Field</td>\n",
       "      <td>Green Bay, Wisconsin</td>\n",
       "      <td>Desso GrassMaster[19]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:15PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>10</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018-10-07</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>18</td>\n",
       "      <td>28</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>Los Angeles Chargers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>47.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-09-23</td>\n",
       "      <td>Kansas City Chiefs</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>38</td>\n",
       "      <td>27</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Arrowhead Stadium</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018-09-16</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018-09-09</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>16</td>\n",
       "      <td>46.0</td>\n",
       "      <td>U.S. Bank Stadium</td>\n",
       "      <td>Minneapolis, Minnesota</td>\n",
       "      <td>UBU Speed Series S5-M Synthetic Turf[41]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "      <td>44.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2017-12-24</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Jacksonville Jaguars</td>\n",
       "      <td>44</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017-12-17</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tennessee Titans</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-12-10</td>\n",
       "      <td>Houston Texans</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>42.5</td>\n",
       "      <td>NRG Stadium</td>\n",
       "      <td>Houston, Texas</td>\n",
       "      <td>Hellas Matrix Turf[33]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2017-12-03</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>39.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-11-26</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2017-11-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2017-11-05</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2017-10-29</td>\n",
       "      <td>Philadelphia Eagles</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Lincoln Financial Field</td>\n",
       "      <td>Philadelphia, Pennsylvania</td>\n",
       "      <td>Desso GrassMaster[22]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>10</td>\n",
       "      <td>40</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2017-10-15</td>\n",
       "      <td>Washington Football Team</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>46.5</td>\n",
       "      <td>FedExField</td>\n",
       "      <td>Landover, Maryland</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2017-10-08</td>\n",
       "      <td>Indianapolis Colts</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Lucas Oil Stadium</td>\n",
       "      <td>Indianapolis, Indiana</td>\n",
       "      <td>Shaw Sports Momentum Pro</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>44.5</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-09-21</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:25PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>9</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2017-09-17</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>43.0</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2017-09-10</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2017-01-01</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2016-12-24</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>41.0</td>\n",
       "      <td>SoFi Stadium</td>\n",
       "      <td>Inglewood, California</td>\n",
       "      <td>Hellas Matrix Turf</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sat</td>\n",
       "      <td>12</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2016-12-18</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>41</td>\n",
       "      <td>13</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mercedes-Benz Stadium</td>\n",
       "      <td>Atlanta, Georgia</td>\n",
       "      <td>FieldTurf Revolution[27]</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2016-12-11</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New York Jets</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2016-12-04</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2016-11-27</td>\n",
       "      <td>Miami Dolphins</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>45.5</td>\n",
       "      <td>Hard Rock Stadium</td>\n",
       "      <td>Miami Gardens, Florida</td>\n",
       "      <td>Platinum TE Paspalum</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2016-11-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New England Patriots</td>\n",
       "      <td>17</td>\n",
       "      <td>30</td>\n",
       "      <td>51.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-11-13</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>48.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2016-11-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>New Orleans Saints</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Tampa Bay Buccaneers</td>\n",
       "      <td>17</td>\n",
       "      <td>34</td>\n",
       "      <td>47.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2016-10-16</td>\n",
       "      <td>Buffalo Bills</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>45</td>\n",
       "      <td>16</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Bills Stadium</td>\n",
       "      <td>Orchard Park, New York</td>\n",
       "      <td>A-Turf Titan 50[8]</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2016-10-06</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>42.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:27PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2016-10-02</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>17</td>\n",
       "      <td>24</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2016-09-25</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>37</td>\n",
       "      <td>18</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2016-09-18</td>\n",
       "      <td>Carolina Panthers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>46</td>\n",
       "      <td>27</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Bank of America Stadium</td>\n",
       "      <td>Charlotte, North Carolina</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2016-09-12</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Los Angeles Rams</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>9</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2016-01-03</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
       "      <td>37.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>Detroit Lions</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>32</td>\n",
       "      <td>17</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Ford Field</td>\n",
       "      <td>Detroit, Michigan</td>\n",
       "      <td>FieldTurf Classic HD[9]</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:03PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2015-12-20</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Cincinnati Bengals</td>\n",
       "      <td>14</td>\n",
       "      <td>24</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2015-12-13</td>\n",
       "      <td>Cleveland Browns</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "      <td>40.5</td>\n",
       "      <td>FirstEnergy Stadium</td>\n",
       "      <td>Cleveland, Ohio</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2015-12-06</td>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Soldier Field</td>\n",
       "      <td>Chicago, Illinois</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>12</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>44.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2015-11-22</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>29</td>\n",
       "      <td>13</td>\n",
       "      <td>40.5</td>\n",
       "      <td>CenturyLink Field</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>FieldTurf Revolution 360[9]</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:27PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2015-11-08</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Atlanta Falcons</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015-11-01</td>\n",
       "      <td>St. Louis Rams</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>27</td>\n",
       "      <td>6</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Louis, Missouri</td>\n",
       "      <td>AstroTurf GameDay Grass 3D</td>\n",
       "      <td>Fixed</td>\n",
       "      <td>1:00PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2015-10-22</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Seattle Seahawks</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:26PM ET</td>\n",
       "      <td>Thu</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2015-10-18</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>MetLife Stadium</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>State Farm Stadium</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Heinz Field</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Levi's Stadium</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                 Home Team             Away Team  Home Score  \\\n",
       "0  2020-10-11       San Francisco 49ers        Miami Dolphins          17   \n",
       "1  2020-10-04       San Francisco 49ers   Philadelphia Eagles          20   \n",
       "2  2020-09-27           New York Giants   San Francisco 49ers           9   \n",
       "3  2020-09-20             New York Jets   San Francisco 49ers          13   \n",
       "4  2020-09-13       San Francisco 49ers     Arizona Cardinals          20   \n",
       "5  2020-02-02        Kansas City Chiefs   San Francisco 49ers          31   \n",
       "6  2020-01-19       San Francisco 49ers     Green Bay Packers          37   \n",
       "7  2020-01-11       San Francisco 49ers     Minnesota Vikings          27   \n",
       "8  2019-12-29          Seattle Seahawks   San Francisco 49ers          21   \n",
       "9  2019-12-21       San Francisco 49ers      Los Angeles Rams          34   \n",
       "10 2019-12-15       San Francisco 49ers       Atlanta Falcons          22   \n",
       "11 2019-12-08        New Orleans Saints   San Francisco 49ers          46   \n",
       "12 2019-12-01          Baltimore Ravens   San Francisco 49ers          20   \n",
       "13 2019-11-24       San Francisco 49ers     Green Bay Packers          37   \n",
       "14 2019-11-17       San Francisco 49ers     Arizona Cardinals          36   \n",
       "15 2019-11-11       San Francisco 49ers      Seattle Seahawks          24   \n",
       "16 2019-10-31         Arizona Cardinals   San Francisco 49ers          25   \n",
       "17 2019-10-27       San Francisco 49ers     Carolina Panthers          51   \n",
       "18 2019-10-20  Washington Football Team   San Francisco 49ers           0   \n",
       "19 2019-10-13          Los Angeles Rams   San Francisco 49ers           7   \n",
       "20 2019-10-07       San Francisco 49ers      Cleveland Browns          31   \n",
       "21 2019-09-22       San Francisco 49ers   Pittsburgh Steelers          24   \n",
       "22 2019-09-15        Cincinnati Bengals   San Francisco 49ers          17   \n",
       "23 2019-09-08      Tampa Bay Buccaneers   San Francisco 49ers          17   \n",
       "24 2018-12-30          Los Angeles Rams   San Francisco 49ers          48   \n",
       "25 2018-12-23       San Francisco 49ers         Chicago Bears           9   \n",
       "26 2018-12-16       San Francisco 49ers      Seattle Seahawks          26   \n",
       "27 2018-12-09       San Francisco 49ers        Denver Broncos          20   \n",
       "28 2018-12-02          Seattle Seahawks   San Francisco 49ers          43   \n",
       "29 2018-11-25      Tampa Bay Buccaneers   San Francisco 49ers          27   \n",
       "30 2018-11-12       San Francisco 49ers       New York Giants          23   \n",
       "31 2018-11-01       San Francisco 49ers       Oakland Raiders          34   \n",
       "32 2018-10-28         Arizona Cardinals   San Francisco 49ers          18   \n",
       "33 2018-10-21       San Francisco 49ers      Los Angeles Rams          10   \n",
       "34 2018-10-15         Green Bay Packers   San Francisco 49ers          33   \n",
       "35 2018-10-07       San Francisco 49ers     Arizona Cardinals          18   \n",
       "36 2018-09-30      Los Angeles Chargers   San Francisco 49ers          29   \n",
       "37 2018-09-23        Kansas City Chiefs   San Francisco 49ers          38   \n",
       "38 2018-09-16       San Francisco 49ers         Detroit Lions          30   \n",
       "39 2018-09-09         Minnesota Vikings   San Francisco 49ers          24   \n",
       "40 2017-12-31          Los Angeles Rams   San Francisco 49ers          13   \n",
       "41 2017-12-24       San Francisco 49ers  Jacksonville Jaguars          44   \n",
       "42 2017-12-17       San Francisco 49ers      Tennessee Titans          25   \n",
       "43 2017-12-10            Houston Texans   San Francisco 49ers          16   \n",
       "44 2017-12-03             Chicago Bears   San Francisco 49ers          14   \n",
       "45 2017-11-26       San Francisco 49ers      Seattle Seahawks          13   \n",
       "46 2017-11-12       San Francisco 49ers       New York Giants          31   \n",
       "47 2017-11-05       San Francisco 49ers     Arizona Cardinals          10   \n",
       "48 2017-10-29       Philadelphia Eagles   San Francisco 49ers          33   \n",
       "49 2017-10-22       San Francisco 49ers        Dallas Cowboys          10   \n",
       "50 2017-10-15  Washington Football Team   San Francisco 49ers          26   \n",
       "51 2017-10-08        Indianapolis Colts   San Francisco 49ers          26   \n",
       "52 2017-10-01         Arizona Cardinals   San Francisco 49ers          18   \n",
       "53 2017-09-21       San Francisco 49ers      Los Angeles Rams          39   \n",
       "54 2017-09-17          Seattle Seahawks   San Francisco 49ers          12   \n",
       "55 2017-09-10       San Francisco 49ers     Carolina Panthers           3   \n",
       "56 2017-01-01       San Francisco 49ers      Seattle Seahawks          23   \n",
       "57 2016-12-24          Los Angeles Rams   San Francisco 49ers          21   \n",
       "58 2016-12-18           Atlanta Falcons   San Francisco 49ers          41   \n",
       "59 2016-12-11       San Francisco 49ers         New York Jets          17   \n",
       "60 2016-12-04             Chicago Bears   San Francisco 49ers          26   \n",
       "61 2016-11-27            Miami Dolphins   San Francisco 49ers          31   \n",
       "62 2016-11-20       San Francisco 49ers  New England Patriots          17   \n",
       "63 2016-11-13         Arizona Cardinals   San Francisco 49ers          23   \n",
       "64 2016-11-06       San Francisco 49ers    New Orleans Saints          23   \n",
       "65 2016-10-23       San Francisco 49ers  Tampa Bay Buccaneers          17   \n",
       "66 2016-10-16             Buffalo Bills   San Francisco 49ers          45   \n",
       "67 2016-10-06       San Francisco 49ers     Arizona Cardinals          21   \n",
       "68 2016-10-02       San Francisco 49ers        Dallas Cowboys          17   \n",
       "69 2016-09-25          Seattle Seahawks   San Francisco 49ers          37   \n",
       "70 2016-09-18         Carolina Panthers   San Francisco 49ers          46   \n",
       "71 2016-09-12       San Francisco 49ers      Los Angeles Rams          28   \n",
       "72 2016-01-03       San Francisco 49ers        St. Louis Rams          19   \n",
       "73 2015-12-27             Detroit Lions   San Francisco 49ers          32   \n",
       "74 2015-12-20       San Francisco 49ers    Cincinnati Bengals          14   \n",
       "75 2015-12-13          Cleveland Browns   San Francisco 49ers          24   \n",
       "76 2015-12-06             Chicago Bears   San Francisco 49ers          20   \n",
       "77 2015-11-29       San Francisco 49ers     Arizona Cardinals          13   \n",
       "78 2015-11-22          Seattle Seahawks   San Francisco 49ers          29   \n",
       "79 2015-11-08       San Francisco 49ers       Atlanta Falcons          17   \n",
       "80 2015-11-01            St. Louis Rams   San Francisco 49ers          27   \n",
       "81 2015-10-22       San Francisco 49ers      Seattle Seahawks           3   \n",
       "82 2015-10-18       San Francisco 49ers      Baltimore Ravens          25   \n",
       "83 2015-10-11           New York Giants   San Francisco 49ers          30   \n",
       "84 2015-10-04       San Francisco 49ers     Green Bay Packers           3   \n",
       "85 2015-09-27         Arizona Cardinals   San Francisco 49ers          47   \n",
       "86 2015-09-20       Pittsburgh Steelers   San Francisco 49ers          43   \n",
       "87 2015-09-14       San Francisco 49ers     Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Name  \\\n",
       "0           43              52.0           Levi's Stadium   \n",
       "1           25              43.0           Levi's Stadium   \n",
       "2           36              42.5          MetLife Stadium   \n",
       "3           31              43.5          MetLife Stadium   \n",
       "4           24              46.0           Levi's Stadium   \n",
       "5           20              53.0        Arrowhead Stadium   \n",
       "6           20              45.0           Levi's Stadium   \n",
       "7           10              45.5           Levi's Stadium   \n",
       "8           26              48.0        CenturyLink Field   \n",
       "9           31              46.0           Levi's Stadium   \n",
       "10          29              46.5           Levi's Stadium   \n",
       "11          48              45.5  Mercedes-Benz Superdome   \n",
       "12          17              46.0         M&T Bank Stadium   \n",
       "13           8              46.0           Levi's Stadium   \n",
       "14          26              45.0           Levi's Stadium   \n",
       "15          27              44.5           Levi's Stadium   \n",
       "16          28              44.0       State Farm Stadium   \n",
       "17          13              41.5           Levi's Stadium   \n",
       "18           9              42.5               FedExField   \n",
       "19          20              48.5             SoFi Stadium   \n",
       "20           3              47.5           Levi's Stadium   \n",
       "21          20              44.0           Levi's Stadium   \n",
       "22          41              45.0       Paul Brown Stadium   \n",
       "23          31              49.5    Raymond James Stadium   \n",
       "24          32              50.5             SoFi Stadium   \n",
       "25          14              43.0           Levi's Stadium   \n",
       "26          23              44.5           Levi's Stadium   \n",
       "27          14              44.0           Levi's Stadium   \n",
       "28          16              46.0        CenturyLink Field   \n",
       "29           9              55.0    Raymond James Stadium   \n",
       "30          27              43.5           Levi's Stadium   \n",
       "31           3              47.5           Levi's Stadium   \n",
       "32          15              43.5       State Farm Stadium   \n",
       "33          39              52.5           Levi's Stadium   \n",
       "34          30              46.5            Lambeau Field   \n",
       "35          28              41.0           Levi's Stadium   \n",
       "36          27              47.0             SoFi Stadium   \n",
       "37          27              55.0        Arrowhead Stadium   \n",
       "38          27              47.5           Levi's Stadium   \n",
       "39          16              46.0        U.S. Bank Stadium   \n",
       "40          34              44.0             SoFi Stadium   \n",
       "41          33              42.5           Levi's Stadium   \n",
       "42          23              45.0           Levi's Stadium   \n",
       "43          26              42.5              NRG Stadium   \n",
       "44          15              39.5            Soldier Field   \n",
       "45          24              42.0           Levi's Stadium   \n",
       "46          21              42.0           Levi's Stadium   \n",
       "47          20              39.0           Levi's Stadium   \n",
       "48          10              47.5  Lincoln Financial Field   \n",
       "49          40              47.0           Levi's Stadium   \n",
       "50          24              46.5               FedExField   \n",
       "51          23              43.0        Lucas Oil Stadium   \n",
       "52          15              44.5       State Farm Stadium   \n",
       "53          41              41.0           Levi's Stadium   \n",
       "54           9              43.0        CenturyLink Field   \n",
       "55          23              48.0           Levi's Stadium   \n",
       "56          25              44.0           Levi's Stadium   \n",
       "57          22              41.0             SoFi Stadium   \n",
       "58          13              52.0    Mercedes-Benz Stadium   \n",
       "59          23              44.5           Levi's Stadium   \n",
       "60           6              42.5            Soldier Field   \n",
       "61          24              45.5        Hard Rock Stadium   \n",
       "62          30              51.5           Levi's Stadium   \n",
       "63          20              48.0       State Farm Stadium   \n",
       "64          41              51.0           Levi's Stadium   \n",
       "65          34              47.0           Levi's Stadium   \n",
       "66          16              44.0            Bills Stadium   \n",
       "67          33              42.5           Levi's Stadium   \n",
       "68          24              46.0           Levi's Stadium   \n",
       "69          18              40.5        CenturyLink Field   \n",
       "70          27              44.5  Bank of America Stadium   \n",
       "71           0              44.0           Levi's Stadium   \n",
       "72          16              37.5           Levi's Stadium   \n",
       "73          17              43.0               Ford Field   \n",
       "74          24              42.0           Levi's Stadium   \n",
       "75          10              40.5      FirstEnergy Stadium   \n",
       "76          26              41.5            Soldier Field   \n",
       "77          19              44.5           Levi's Stadium   \n",
       "78          13              40.5        CenturyLink Field   \n",
       "79          16              45.0           Levi's Stadium   \n",
       "80           6              39.5                      NaN   \n",
       "81          20              41.5           Levi's Stadium   \n",
       "82          20              44.0           Levi's Stadium   \n",
       "83          27              43.0          MetLife Stadium   \n",
       "84          17              47.5           Levi's Stadium   \n",
       "85           7              44.0       State Farm Stadium   \n",
       "86          18              44.0              Heinz Field   \n",
       "87           3              41.5           Levi's Stadium   \n",
       "\n",
       "                       Location  \\\n",
       "0       Santa Clara, California   \n",
       "1       Santa Clara, California   \n",
       "2   East Rutherford, New Jersey   \n",
       "3   East Rutherford, New Jersey   \n",
       "4       Santa Clara, California   \n",
       "5         Kansas City, Missouri   \n",
       "6       Santa Clara, California   \n",
       "7       Santa Clara, California   \n",
       "8           Seattle, Washington   \n",
       "9       Santa Clara, California   \n",
       "10      Santa Clara, California   \n",
       "11       New Orleans, Louisiana   \n",
       "12          Baltimore, Maryland   \n",
       "13      Santa Clara, California   \n",
       "14      Santa Clara, California   \n",
       "15      Santa Clara, California   \n",
       "16            Glendale, Arizona   \n",
       "17      Santa Clara, California   \n",
       "18           Landover, Maryland   \n",
       "19        Inglewood, California   \n",
       "20      Santa Clara, California   \n",
       "21      Santa Clara, California   \n",
       "22             Cincinnati, Ohio   \n",
       "23               Tampa, Florida   \n",
       "24        Inglewood, California   \n",
       "25      Santa Clara, California   \n",
       "26      Santa Clara, California   \n",
       "27      Santa Clara, California   \n",
       "28          Seattle, Washington   \n",
       "29               Tampa, Florida   \n",
       "30      Santa Clara, California   \n",
       "31      Santa Clara, California   \n",
       "32            Glendale, Arizona   \n",
       "33      Santa Clara, California   \n",
       "34         Green Bay, Wisconsin   \n",
       "35      Santa Clara, California   \n",
       "36        Inglewood, California   \n",
       "37        Kansas City, Missouri   \n",
       "38      Santa Clara, California   \n",
       "39       Minneapolis, Minnesota   \n",
       "40        Inglewood, California   \n",
       "41      Santa Clara, California   \n",
       "42      Santa Clara, California   \n",
       "43               Houston, Texas   \n",
       "44            Chicago, Illinois   \n",
       "45      Santa Clara, California   \n",
       "46      Santa Clara, California   \n",
       "47      Santa Clara, California   \n",
       "48   Philadelphia, Pennsylvania   \n",
       "49      Santa Clara, California   \n",
       "50           Landover, Maryland   \n",
       "51        Indianapolis, Indiana   \n",
       "52            Glendale, Arizona   \n",
       "53      Santa Clara, California   \n",
       "54          Seattle, Washington   \n",
       "55      Santa Clara, California   \n",
       "56      Santa Clara, California   \n",
       "57        Inglewood, California   \n",
       "58             Atlanta, Georgia   \n",
       "59      Santa Clara, California   \n",
       "60            Chicago, Illinois   \n",
       "61       Miami Gardens, Florida   \n",
       "62      Santa Clara, California   \n",
       "63            Glendale, Arizona   \n",
       "64      Santa Clara, California   \n",
       "65      Santa Clara, California   \n",
       "66       Orchard Park, New York   \n",
       "67      Santa Clara, California   \n",
       "68      Santa Clara, California   \n",
       "69          Seattle, Washington   \n",
       "70    Charlotte, North Carolina   \n",
       "71      Santa Clara, California   \n",
       "72      Santa Clara, California   \n",
       "73            Detroit, Michigan   \n",
       "74      Santa Clara, California   \n",
       "75              Cleveland, Ohio   \n",
       "76            Chicago, Illinois   \n",
       "77      Santa Clara, California   \n",
       "78          Seattle, Washington   \n",
       "79      Santa Clara, California   \n",
       "80          St. Louis, Missouri   \n",
       "81      Santa Clara, California   \n",
       "82      Santa Clara, California   \n",
       "83  East Rutherford, New Jersey   \n",
       "84      Santa Clara, California   \n",
       "85            Glendale, Arizona   \n",
       "86     Pittsburgh, Pennsylvania   \n",
       "87      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type   Game Time  \\\n",
       "0        Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "1        Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "2   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "3   UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   1:00PM ET   \n",
       "4        Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "5                                     Bermuda grass         Open   6:30PM ET   \n",
       "6        Bermuda grass / Perennial Ryegrass mixture         Open   6:40PM ET   \n",
       "7        Bermuda grass / Perennial Ryegrass mixture         Open   4:35PM ET   \n",
       "8                       FieldTurf Revolution 360[9]         Open   8:20PM ET   \n",
       "9        Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "10       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "11                      FieldTurf Revolution 360[9]        Fixed   1:00PM ET   \n",
       "12                                Bermuda grass[25]         Open   1:00PM ET   \n",
       "13       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "14       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "15       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "16                                    Bermuda grass  Retractable   8:20PM ET   \n",
       "17       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "18                                    Bermuda grass         Open   1:00PM ET   \n",
       "19                               Hellas Matrix Turf        Fixed   4:05PM ET   \n",
       "20       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "21       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "22             UBU Speed Series S5-M Synthetic Turf         Open   1:00PM ET   \n",
       "23                                    Bermuda grass         Open   4:25PM ET   \n",
       "24                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "25       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "26       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "27       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "28                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "29                                    Bermuda grass         Open   1:00PM ET   \n",
       "30       Bermuda grass / Perennial Ryegrass mixture         Open   8:15PM ET   \n",
       "31       Bermuda grass / Perennial Ryegrass mixture         Open   8:20PM ET   \n",
       "32                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "33       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "34                            Desso GrassMaster[19]         Open   8:15PM ET   \n",
       "35       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "36                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "37                                    Bermuda grass         Open   1:00PM ET   \n",
       "38       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "39         UBU Speed Series S5-M Synthetic Turf[41]        Fixed   1:00PM ET   \n",
       "40                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "41       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "42       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "43                           Hellas Matrix Turf[33]  Retractable   1:00PM ET   \n",
       "44                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "45       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "46       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "47       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "48                            Desso GrassMaster[22]         Open   1:00PM ET   \n",
       "49       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "50                                    Bermuda grass         Open   1:00PM ET   \n",
       "51                         Shaw Sports Momentum Pro  Retractable   1:00PM ET   \n",
       "52                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "53       Bermuda grass / Perennial Ryegrass mixture         Open   8:25PM ET   \n",
       "54                      FieldTurf Revolution 360[9]         Open   4:25PM ET   \n",
       "55       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "56       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "57                               Hellas Matrix Turf        Fixed   4:25PM ET   \n",
       "58                         FieldTurf Revolution[27]  Retractable   4:05PM ET   \n",
       "59       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "60                               Kentucky bluegrass         Open   1:00PM ET   \n",
       "61                             Platinum TE Paspalum         Open   1:00PM ET   \n",
       "62       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "63                                    Bermuda grass  Retractable   4:25PM ET   \n",
       "64       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "65       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "66                               A-Turf Titan 50[8]         Open   1:02PM ET   \n",
       "67       Bermuda grass / Perennial Ryegrass mixture         Open   8:27PM ET   \n",
       "68       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "69                      FieldTurf Revolution 360[9]         Open   4:05PM ET   \n",
       "70                                    Bermuda grass         Open   1:03PM ET   \n",
       "71       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "72       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "73                          FieldTurf Classic HD[9]        Fixed   1:03PM ET   \n",
       "74       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "75                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "76                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "77       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "78                      FieldTurf Revolution 360[9]         Open   4:27PM ET   \n",
       "79       Bermuda grass / Perennial Ryegrass mixture         Open   4:05PM ET   \n",
       "80                       AstroTurf GameDay Grass 3D        Fixed   1:00PM ET   \n",
       "81       Bermuda grass / Perennial Ryegrass mixture         Open   8:26PM ET   \n",
       "82       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   8:31PM ET   \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "85                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "86                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "\n",
       "   Game Day  Month  Year  \n",
       "0       Sun     10  2020  \n",
       "1       Sun     10  2020  \n",
       "2       Sun      9  2020  \n",
       "3       Sun      9  2020  \n",
       "4       Sun      9  2020  \n",
       "5       Sun      2  2020  \n",
       "6       Sun      1  2020  \n",
       "7       Sat      1  2020  \n",
       "8       Sun     12  2019  \n",
       "9       Sat     12  2019  \n",
       "10      Sun     12  2019  \n",
       "11      Sun     12  2019  \n",
       "12      Sun     12  2019  \n",
       "13      Sun     11  2019  \n",
       "14      Sun     11  2019  \n",
       "15      Mon     11  2019  \n",
       "16      Thu     10  2019  \n",
       "17      Sun     10  2019  \n",
       "18      Sun     10  2019  \n",
       "19      Sun     10  2019  \n",
       "20      Mon     10  2019  \n",
       "21      Sun      9  2019  \n",
       "22      Sun      9  2019  \n",
       "23      Sun      9  2019  \n",
       "24      Sun     12  2018  \n",
       "25      Sun     12  2018  \n",
       "26      Sun     12  2018  \n",
       "27      Sun     12  2018  \n",
       "28      Sun     12  2018  \n",
       "29      Sun     11  2018  \n",
       "30      Mon     11  2018  \n",
       "31      Thu     11  2018  \n",
       "32      Sun     10  2018  \n",
       "33      Sun     10  2018  \n",
       "34      Mon     10  2018  \n",
       "35      Sun     10  2018  \n",
       "36      Sun      9  2018  \n",
       "37      Sun      9  2018  \n",
       "38      Sun      9  2018  \n",
       "39      Sun      9  2018  \n",
       "40      Sun     12  2017  \n",
       "41      Sun     12  2017  \n",
       "42      Sun     12  2017  \n",
       "43      Sun     12  2017  \n",
       "44      Sun     12  2017  \n",
       "45      Sun     11  2017  \n",
       "46      Sun     11  2017  \n",
       "47      Sun     11  2017  \n",
       "48      Sun     10  2017  \n",
       "49      Sun     10  2017  \n",
       "50      Sun     10  2017  \n",
       "51      Sun     10  2017  \n",
       "52      Sun     10  2017  \n",
       "53      Thu      9  2017  \n",
       "54      Sun      9  2017  \n",
       "55      Sun      9  2017  \n",
       "56      Sun      1  2017  \n",
       "57      Sat     12  2016  \n",
       "58      Sun     12  2016  \n",
       "59      Sun     12  2016  \n",
       "60      Sun     12  2016  \n",
       "61      Sun     11  2016  \n",
       "62      Sun     11  2016  \n",
       "63      Sun     11  2016  \n",
       "64      Sun     11  2016  \n",
       "65      Sun     10  2016  \n",
       "66      Sun     10  2016  \n",
       "67      Thu     10  2016  \n",
       "68      Sun     10  2016  \n",
       "69      Sun      9  2016  \n",
       "70      Sun      9  2016  \n",
       "71      Mon      9  2016  \n",
       "72      Sun      1  2016  \n",
       "73      Sun     12  2015  \n",
       "74      Sun     12  2015  \n",
       "75      Sun     12  2015  \n",
       "76      Sun     12  2015  \n",
       "77      Sun     11  2015  \n",
       "78      Sun     11  2015  \n",
       "79      Sun     11  2015  \n",
       "80      Sun     11  2015  \n",
       "81      Thu     10  2015  \n",
       "82      Sun     10  2015  \n",
       "83      Sun     10  2015  \n",
       "84      Sun     10  2015  \n",
       "85      Sun      9  2015  \n",
       "86      Sun      9  2015  \n",
       "87      Mon      9  2015  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df['Year'] = pd.DatetimeIndex(merge_df['Date']).year\n",
    "merge_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Dropping column \"Name\" as the name of the stadium holds no value\n",
    "\n",
    "merge_df = merge_df.drop(columns=\"Name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Home Score</th>\n",
       "      <th>Away Score</th>\n",
       "      <th>Total Score Open</th>\n",
       "      <th>Location</th>\n",
       "      <th>Surface</th>\n",
       "      <th>Roof type</th>\n",
       "      <th>Game Time</th>\n",
       "      <th>Game Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2015-10-11</td>\n",
       "      <td>New York Giants</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>30</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>East Rutherford, New Jersey</td>\n",
       "      <td>UBU Sports Speed Series S5-M Synthetic Turf[30]</td>\n",
       "      <td>Open</td>\n",
       "      <td>8:31PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2015-10-04</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>47.5</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>4:25PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>10</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2015-09-27</td>\n",
       "      <td>Arizona Cardinals</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Glendale, Arizona</td>\n",
       "      <td>Bermuda grass</td>\n",
       "      <td>Retractable</td>\n",
       "      <td>4:05PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2015-09-20</td>\n",
       "      <td>Pittsburgh Steelers</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>44.0</td>\n",
       "      <td>Pittsburgh, Pennsylvania</td>\n",
       "      <td>Kentucky bluegrass</td>\n",
       "      <td>Open</td>\n",
       "      <td>1:02PM ET</td>\n",
       "      <td>Sun</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2015-09-14</td>\n",
       "      <td>San Francisco 49ers</td>\n",
       "      <td>Minnesota Vikings</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>41.5</td>\n",
       "      <td>Santa Clara, California</td>\n",
       "      <td>Bermuda grass / Perennial Ryegrass mixture</td>\n",
       "      <td>Open</td>\n",
       "      <td>10:20PM ET</td>\n",
       "      <td>Mon</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date            Home Team            Away Team  Home Score  \\\n",
       "83 2015-10-11      New York Giants  San Francisco 49ers          30   \n",
       "84 2015-10-04  San Francisco 49ers    Green Bay Packers           3   \n",
       "85 2015-09-27    Arizona Cardinals  San Francisco 49ers          47   \n",
       "86 2015-09-20  Pittsburgh Steelers  San Francisco 49ers          43   \n",
       "87 2015-09-14  San Francisco 49ers    Minnesota Vikings          20   \n",
       "\n",
       "    Away Score  Total Score Open                     Location  \\\n",
       "83          27              43.0  East Rutherford, New Jersey   \n",
       "84          17              47.5      Santa Clara, California   \n",
       "85           7              44.0            Glendale, Arizona   \n",
       "86          18              44.0     Pittsburgh, Pennsylvania   \n",
       "87           3              41.5      Santa Clara, California   \n",
       "\n",
       "                                            Surface    Roof type   Game Time  \\\n",
       "83  UBU Sports Speed Series S5-M Synthetic Turf[30]         Open   8:31PM ET   \n",
       "84       Bermuda grass / Perennial Ryegrass mixture         Open   4:25PM ET   \n",
       "85                                    Bermuda grass  Retractable   4:05PM ET   \n",
       "86                               Kentucky bluegrass         Open   1:02PM ET   \n",
       "87       Bermuda grass / Perennial Ryegrass mixture         Open  10:20PM ET   \n",
       "\n",
       "   Game Day  Month  Year  \n",
       "83      Sun     10  2015  \n",
       "84      Sun     10  2015  \n",
       "85      Sun      9  2015  \n",
       "86      Sun      9  2015  \n",
       "87      Mon      9  2015  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge_df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Running Turicreate Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import turicreate as tc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = tc.SFrame(merge_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Materializing SFrame</pre>"
      ],
      "text/plain": [
       "Materializing SFrame"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Warning: Skipping column 'Date'. Unable to show columns of type 'datetime'; only [int, float, str] can be shown.</pre>"
      ],
      "text/plain": [
       "Warning: Skipping column 'Date'. Unable to show columns of type 'datetime'; only [int, float, str] can be shown."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Further warnings of unsupported type will be suppressed.</pre>"
      ],
      "text/plain": [
       "Further warnings of unsupported type will be suppressed."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<html>                 <body>                     <iframe style=\"border:0;margin:0\" width=\"1000\" height=\"3900\" srcdoc='<html lang=\"en\">                         <head>                             <script src=\"https://cdnjs.cloudflare.com/ajax/libs/vega/5.4.0/vega.js\"></script>                             <script src=\"https://cdnjs.cloudflare.com/ajax/libs/vega-embed/4.0.0/vega-embed.js\"></script>                             <script src=\"https://cdnjs.cloudflare.com/ajax/libs/vega-tooltip/0.5.1/vega-tooltip.min.js\"></script>                             <link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdnjs.cloudflare.com/ajax/libs/vega-tooltip/0.5.1/vega-tooltip.min.css\">                             <style>                             .vega-actions > a{                                 color:white;                                 text-decoration: none;                                 font-family: \"Arial\";                                 cursor:pointer;                                 padding:5px;                                 background:#AAAAAA;                                 border-radius:4px;                                 padding-left:10px;                                 padding-right:10px;                                 margin-right:5px;                             }                             .vega-actions{                                 margin-top:20px;                                 text-align:center                             }                            .vega-actions > a{                                 background:#999999;                            }                             </style>                         </head>                         <body>                             <div id=\"vis\">                             </div>                             <script>                                 var vega_json = \"{\\\"$schema\\\": \\\"https://vega.github.io/schema/vega/v4.json\\\", \\\"metadata\\\": {\\\"bubbleOpts\\\": {\\\"showAllFields\\\": false, \\\"fields\\\": [{\\\"field\\\": \\\"left\\\"}, {\\\"field\\\": \\\"right\\\"}, {\\\"field\\\": \\\"count\\\"}, {\\\"field\\\": \\\"label\\\"}]}}, \\\"width\\\": 800, \\\"height\\\": 3680, \\\"padding\\\": 8, \\\"data\\\": [{\\\"name\\\": \\\"pts_store\\\"}, {\\\"name\\\": \\\"source_2\\\", \\\"values\\\": [{\\\"a\\\": 0, \\\"title\\\": \\\"Home Team\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 27, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"San Francisco 49ers\\\", \\\"label_idx\\\": 0, \\\"count\\\": 45, \\\"percentage\\\": \\\"51.1364%\\\"}, {\\\"label\\\": \\\"Arizona Cardinals\\\", \\\"label_idx\\\": 1, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Seattle Seahawks\\\", \\\"label_idx\\\": 2, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Los Angeles Rams\\\", \\\"label_idx\\\": 3, \\\"count\\\": 4, \\\"percentage\\\": \\\"4.54545%\\\"}, {\\\"label\\\": \\\"Chicago Bears\\\", \\\"label_idx\\\": 4, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}, {\\\"label\\\": \\\"Kansas City Chiefs\\\", \\\"label_idx\\\": 5, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"New York Giants\\\", \\\"label_idx\\\": 6, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Tampa Bay Buccaneers\\\", \\\"label_idx\\\": 7, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Washington Football Team\\\", \\\"label_idx\\\": 8, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Atlanta Falcons\\\", \\\"label_idx\\\": 9, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Other (17 labels)\\\", \\\"label_idx\\\": 10, \\\"count\\\": 17, \\\"percentage\\\": \\\"19.3182%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 1, \\\"title\\\": \\\"Away Team\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 27, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"San Francisco 49ers\\\", \\\"label_idx\\\": 0, \\\"count\\\": 43, \\\"percentage\\\": \\\"48.8636%\\\"}, {\\\"label\\\": \\\"Arizona Cardinals\\\", \\\"label_idx\\\": 1, \\\"count\\\": 6, \\\"percentage\\\": \\\"6.81818%\\\"}, {\\\"label\\\": \\\"Seattle Seahawks\\\", \\\"label_idx\\\": 2, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Los Angeles Rams\\\", \\\"label_idx\\\": 3, \\\"count\\\": 4, \\\"percentage\\\": \\\"4.54545%\\\"}, {\\\"label\\\": \\\"Green Bay Packers\\\", \\\"label_idx\\\": 4, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}, {\\\"label\\\": \\\"Atlanta Falcons\\\", \\\"label_idx\\\": 5, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Carolina Panthers\\\", \\\"label_idx\\\": 6, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Dallas Cowboys\\\", \\\"label_idx\\\": 7, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Minnesota Vikings\\\", \\\"label_idx\\\": 8, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"New York Giants\\\", \\\"label_idx\\\": 9, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Other (17 labels)\\\", \\\"label_idx\\\": 10, \\\"count\\\": 17, \\\"percentage\\\": \\\"19.3182%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 2, \\\"title\\\": \\\"Home Score\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"integer\\\", \\\"num_unique\\\": 39, \\\"num_missing\\\": 0, \\\"mean\\\": 24.409091, \\\"min\\\": 0.0, \\\"max\\\": 51.0, \\\"median\\\": 24.0, \\\"stdev\\\": 11.327397, \\\"numeric\\\": [{\\\"left\\\": -4, \\\"right\\\": -1, \\\"count\\\": 0}, {\\\"left\\\": -1, \\\"right\\\": 2, \\\"count\\\": 1}, {\\\"left\\\": 2, \\\"right\\\": 5, \\\"count\\\": 3}, {\\\"left\\\": 5, \\\"right\\\": 8, \\\"count\\\": 1}, {\\\"left\\\": 8, \\\"right\\\": 11, \\\"count\\\": 5}, {\\\"left\\\": 11, \\\"right\\\": 14, \\\"count\\\": 5}, {\\\"left\\\": 14, \\\"right\\\": 17, \\\"count\\\": 3}, {\\\"left\\\": 17, \\\"right\\\": 20, \\\"count\\\": 12}, {\\\"left\\\": 20, \\\"right\\\": 23, \\\"count\\\": 10}, {\\\"left\\\": 23, \\\"right\\\": 26, \\\"count\\\": 11}, {\\\"left\\\": 26, \\\"right\\\": 29, \\\"count\\\": 8}, {\\\"left\\\": 29, \\\"right\\\": 32, \\\"count\\\": 8}, {\\\"left\\\": 32, \\\"right\\\": 35, \\\"count\\\": 5}, {\\\"left\\\": 35, \\\"right\\\": 38, \\\"count\\\": 4}, {\\\"left\\\": 38, \\\"right\\\": 41, \\\"count\\\": 2}, {\\\"left\\\": 41, \\\"right\\\": 44, \\\"count\\\": 3}, {\\\"left\\\": 44, \\\"right\\\": 47, \\\"count\\\": 4}, {\\\"left\\\": 47, \\\"right\\\": 50, \\\"count\\\": 2}, {\\\"left\\\": 50, \\\"right\\\": 53, \\\"count\\\": 1}, {\\\"left\\\": 53, \\\"right\\\": 56, \\\"count\\\": 0}, {\\\"start\\\": -4, \\\"stop\\\": 56, \\\"step\\\": 3}], \\\"categorical\\\": []}, {\\\"a\\\": 3, \\\"title\\\": \\\"Away Score\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"integer\\\", \\\"num_unique\\\": 35, \\\"num_missing\\\": 0, \\\"mean\\\": 21.920455, \\\"min\\\": 0.0, \\\"max\\\": 48.0, \\\"median\\\": 23.0, \\\"stdev\\\": 9.944416, \\\"numeric\\\": [{\\\"left\\\": -5, \\\"right\\\": -2, \\\"count\\\": 0}, {\\\"left\\\": -2, \\\"right\\\": 1, \\\"count\\\": 1}, {\\\"left\\\": 1, \\\"right\\\": 4, \\\"count\\\": 3}, {\\\"left\\\": 4, \\\"right\\\": 7, \\\"count\\\": 2}, {\\\"left\\\": 7, \\\"right\\\": 10, \\\"count\\\": 5}, {\\\"left\\\": 10, \\\"right\\\": 13, \\\"count\\\": 3}, {\\\"left\\\": 13, \\\"right\\\": 16, \\\"count\\\": 8}, {\\\"left\\\": 16, \\\"right\\\": 19, \\\"count\\\": 10}, {\\\"left\\\": 19, \\\"right\\\": 22, \\\"count\\\": 10}, {\\\"left\\\": 22, \\\"right\\\": 25, \\\"count\\\": 12}, {\\\"left\\\": 25, \\\"right\\\": 28, \\\"count\\\": 13}, {\\\"left\\\": 28, \\\"right\\\": 31, \\\"count\\\": 5}, {\\\"left\\\": 31, \\\"right\\\": 34, \\\"count\\\": 6}, {\\\"left\\\": 34, \\\"right\\\": 37, \\\"count\\\": 3}, {\\\"left\\\": 37, \\\"right\\\": 40, \\\"count\\\": 1}, {\\\"left\\\": 40, \\\"right\\\": 43, \\\"count\\\": 4}, {\\\"left\\\": 43, \\\"right\\\": 46, \\\"count\\\": 1}, {\\\"left\\\": 46, \\\"right\\\": 49, \\\"count\\\": 1}, {\\\"left\\\": 49, \\\"right\\\": 52, \\\"count\\\": 0}, {\\\"left\\\": 52, \\\"right\\\": 55, \\\"count\\\": 0}, {\\\"start\\\": -5, \\\"stop\\\": 55, \\\"step\\\": 3}], \\\"categorical\\\": []}, {\\\"a\\\": 4, \\\"title\\\": \\\"Total Score Open\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"float\\\", \\\"num_unique\\\": 28, \\\"num_missing\\\": 0, \\\"mean\\\": 44.982955, \\\"min\\\": 37.5, \\\"max\\\": 55.0, \\\"median\\\": 44.5, \\\"stdev\\\": 3.47266, \\\"numeric\\\": [{\\\"left\\\": 37.276, \\\"right\\\": 38.176, \\\"count\\\": 1}, {\\\"left\\\": 38.176, \\\"right\\\": 39.076, \\\"count\\\": 1}, {\\\"left\\\": 39.076, \\\"right\\\": 39.976, \\\"count\\\": 2}, {\\\"left\\\": 39.976, \\\"right\\\": 40.876, \\\"count\\\": 3}, {\\\"left\\\": 40.876, \\\"right\\\": 41.776, \\\"count\\\": 7}, {\\\"left\\\": 41.776, \\\"right\\\": 42.676, \\\"count\\\": 9}, {\\\"left\\\": 42.676, \\\"right\\\": 43.576, \\\"count\\\": 9}, {\\\"left\\\": 43.576, \\\"right\\\": 44.476, \\\"count\\\": 10}, {\\\"left\\\": 44.476, \\\"right\\\": 45.376, \\\"count\\\": 11}, {\\\"left\\\": 45.376, \\\"right\\\": 46.276, \\\"count\\\": 10}, {\\\"left\\\": 46.276, \\\"right\\\": 47.176, \\\"count\\\": 6}, {\\\"left\\\": 47.176, \\\"right\\\": 48.076, \\\"count\\\": 8}, {\\\"left\\\": 48.076, \\\"right\\\": 48.976, \\\"count\\\": 1}, {\\\"left\\\": 48.976, \\\"right\\\": 49.876, \\\"count\\\": 1}, {\\\"left\\\": 49.876, \\\"right\\\": 50.776, \\\"count\\\": 1}, {\\\"left\\\": 50.776, \\\"right\\\": 51.676, \\\"count\\\": 2}, {\\\"left\\\": 51.676, \\\"right\\\": 52.576, \\\"count\\\": 3}, {\\\"left\\\": 52.576, \\\"right\\\": 53.476, \\\"count\\\": 1}, {\\\"left\\\": 53.476, \\\"right\\\": 54.376, \\\"count\\\": 0}, {\\\"left\\\": 54.376, \\\"right\\\": 55.276, \\\"count\\\": 2}, {\\\"start\\\": 37.276, \\\"stop\\\": 55.276, \\\"step\\\": 0.9}], \\\"categorical\\\": []}, {\\\"a\\\": 5, \\\"title\\\": \\\"Location\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 25, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"Santa Clara, California\\\", \\\"label_idx\\\": 0, \\\"count\\\": 45, \\\"percentage\\\": \\\"51.1364%\\\"}, {\\\"label\\\": \\\"Glendale, Arizona\\\", \\\"label_idx\\\": 1, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Inglewood, California\\\", \\\"label_idx\\\": 2, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Seattle, Washington\\\", \\\"label_idx\\\": 3, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Chicago, Illinois\\\", \\\"label_idx\\\": 4, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}, {\\\"label\\\": \\\"East Rutherford, New Jersey\\\", \\\"label_idx\\\": 5, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}, {\\\"label\\\": \\\"Kansas City, Missouri\\\", \\\"label_idx\\\": 6, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Landover, Maryland\\\", \\\"label_idx\\\": 7, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Tampa, Florida\\\", \\\"label_idx\\\": 8, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"Atlanta, Georgia\\\", \\\"label_idx\\\": 9, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Other (15 labels)\\\", \\\"label_idx\\\": 10, \\\"count\\\": 15, \\\"percentage\\\": \\\"17.0455%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 6, \\\"title\\\": \\\"Surface\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 18, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"Bermuda grass / Perennial Ryegrass mixture\\\", \\\"label_idx\\\": 0, \\\"count\\\": 45, \\\"percentage\\\": \\\"51.1364%\\\"}, {\\\"label\\\": \\\"Bermuda grass\\\", \\\"label_idx\\\": 1, \\\"count\\\": 12, \\\"percentage\\\": \\\"13.6364%\\\"}, {\\\"label\\\": \\\"FieldTurf Revolution 360[9]\\\", \\\"label_idx\\\": 2, \\\"count\\\": 6, \\\"percentage\\\": \\\"6.81818%\\\"}, {\\\"label\\\": \\\"Hellas Matrix Turf\\\", \\\"label_idx\\\": 3, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Kentucky bluegrass\\\", \\\"label_idx\\\": 4, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"UBU Sports Speed Series S5-M Synthetic Turf[30]\\\", \\\"label_idx\\\": 5, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}, {\\\"label\\\": \\\"A-Turf Titan 50[8]\\\", \\\"label_idx\\\": 6, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"AstroTurf GameDay Grass 3D\\\", \\\"label_idx\\\": 7, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Bermuda grass[25]\\\", \\\"label_idx\\\": 8, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Desso GrassMaster[19]\\\", \\\"label_idx\\\": 9, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Other (8 labels)\\\", \\\"label_idx\\\": 10, \\\"count\\\": 8, \\\"percentage\\\": \\\"9.09091%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 7, \\\"title\\\": \\\"Roof type\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 3, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"Open\\\", \\\"label_idx\\\": 0, \\\"count\\\": 71, \\\"percentage\\\": \\\"80.6818%\\\"}, {\\\"label\\\": \\\"Fixed\\\", \\\"label_idx\\\": 1, \\\"count\\\": 9, \\\"percentage\\\": \\\"10.2273%\\\"}, {\\\"label\\\": \\\"Retractable\\\", \\\"label_idx\\\": 2, \\\"count\\\": 8, \\\"percentage\\\": \\\"9.09091%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 8, \\\"title\\\": \\\"Game Time\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 16, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"4:25PM ET\\\", \\\"label_idx\\\": 0, \\\"count\\\": 24, \\\"percentage\\\": \\\"27.2727%\\\"}, {\\\"label\\\": \\\"4:05PM ET\\\", \\\"label_idx\\\": 1, \\\"count\\\": 21, \\\"percentage\\\": \\\"23.8636%\\\"}, {\\\"label\\\": \\\"1:00PM ET\\\", \\\"label_idx\\\": 2, \\\"count\\\": 17, \\\"percentage\\\": \\\"19.3182%\\\"}, {\\\"label\\\": \\\"8:15PM ET\\\", \\\"label_idx\\\": 3, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"8:20PM ET\\\", \\\"label_idx\\\": 4, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"1:02PM ET\\\", \\\"label_idx\\\": 5, \\\"count\\\": 4, \\\"percentage\\\": \\\"4.54545%\\\"}, {\\\"label\\\": \\\"10:20PM ET\\\", \\\"label_idx\\\": 6, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"1:03PM ET\\\", \\\"label_idx\\\": 7, \\\"count\\\": 2, \\\"percentage\\\": \\\"2.27273%\\\"}, {\\\"label\\\": \\\"4:27PM ET\\\", \\\"label_idx\\\": 8, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"4:35PM ET\\\", \\\"label_idx\\\": 9, \\\"count\\\": 1, \\\"percentage\\\": \\\"1.13636%\\\"}, {\\\"label\\\": \\\"Other (6 labels)\\\", \\\"label_idx\\\": 10, \\\"count\\\": 6, \\\"percentage\\\": \\\"6.81818%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 9, \\\"title\\\": \\\"Game Day\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"str\\\", \\\"num_unique\\\": 4, \\\"num_missing\\\": 0, \\\"categorical\\\": [{\\\"label\\\": \\\"Sun\\\", \\\"label_idx\\\": 0, \\\"count\\\": 74, \\\"percentage\\\": \\\"84.0909%\\\"}, {\\\"label\\\": \\\"Mon\\\", \\\"label_idx\\\": 1, \\\"count\\\": 6, \\\"percentage\\\": \\\"6.81818%\\\"}, {\\\"label\\\": \\\"Thu\\\", \\\"label_idx\\\": 2, \\\"count\\\": 5, \\\"percentage\\\": \\\"5.68182%\\\"}, {\\\"label\\\": \\\"Sat\\\", \\\"label_idx\\\": 3, \\\"count\\\": 3, \\\"percentage\\\": \\\"3.40909%\\\"}], \\\"numeric\\\": []}, {\\\"a\\\": 10, \\\"title\\\": \\\"Month\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"integer\\\", \\\"num_unique\\\": 6, \\\"num_missing\\\": 0, \\\"mean\\\": 10.0, \\\"min\\\": 1.0, \\\"max\\\": 12.0, \\\"median\\\": 10.0, \\\"stdev\\\": 2.421495, \\\"numeric\\\": [{\\\"left\\\": -3, \\\"right\\\": -2, \\\"count\\\": 0}, {\\\"left\\\": -2, \\\"right\\\": -1, \\\"count\\\": 0}, {\\\"left\\\": -1, \\\"right\\\": 0, \\\"count\\\": 0}, {\\\"left\\\": 0, \\\"right\\\": 1, \\\"count\\\": 0}, {\\\"left\\\": 1, \\\"right\\\": 2, \\\"count\\\": 4}, {\\\"left\\\": 2, \\\"right\\\": 3, \\\"count\\\": 1}, {\\\"left\\\": 3, \\\"right\\\": 4, \\\"count\\\": 0}, {\\\"left\\\": 4, \\\"right\\\": 5, \\\"count\\\": 0}, {\\\"left\\\": 5, \\\"right\\\": 6, \\\"count\\\": 0}, {\\\"left\\\": 6, \\\"right\\\": 7, \\\"count\\\": 0}, {\\\"left\\\": 7, \\\"right\\\": 8, \\\"count\\\": 0}, {\\\"left\\\": 8, \\\"right\\\": 9, \\\"count\\\": 0}, {\\\"left\\\": 9, \\\"right\\\": 10, \\\"count\\\": 19}, {\\\"left\\\": 10, \\\"right\\\": 11, \\\"count\\\": 24}, {\\\"left\\\": 11, \\\"right\\\": 12, \\\"count\\\": 17}, {\\\"left\\\": 12, \\\"right\\\": 13, \\\"count\\\": 23}, {\\\"left\\\": 13, \\\"right\\\": 14, \\\"count\\\": 0}, {\\\"left\\\": 14, \\\"right\\\": 15, \\\"count\\\": 0}, {\\\"left\\\": 15, \\\"right\\\": 16, \\\"count\\\": 0}, {\\\"left\\\": 16, \\\"right\\\": 17, \\\"count\\\": 0}, {\\\"start\\\": -3, \\\"stop\\\": 17, \\\"step\\\": 1}], \\\"categorical\\\": []}, {\\\"a\\\": 11, \\\"title\\\": \\\"Year\\\", \\\"num_row\\\": 88, \\\"type\\\": \\\"integer\\\", \\\"num_unique\\\": 6, \\\"num_missing\\\": 0, \\\"mean\\\": 2017.295455, \\\"min\\\": 2015.0, \\\"max\\\": 2020.0, \\\"median\\\": 2017.0, \\\"stdev\\\": 1.582282, \\\"numeric\\\": [{\\\"left\\\": 1989, \\\"right\\\": 1992, \\\"count\\\": 0}, {\\\"left\\\": 1992, \\\"right\\\": 1995, \\\"count\\\": 0}, {\\\"left\\\": 1995, \\\"right\\\": 1998, \\\"count\\\": 0}, {\\\"left\\\": 1998, \\\"right\\\": 2001, \\\"count\\\": 0}, {\\\"left\\\": 2001, \\\"right\\\": 2004, \\\"count\\\": 0}, {\\\"left\\\": 2004, \\\"right\\\": 2007, \\\"count\\\": 0}, {\\\"left\\\": 2007, \\\"right\\\": 2010, \\\"count\\\": 0}, {\\\"left\\\": 2010, \\\"right\\\": 2013, \\\"count\\\": 0}, {\\\"left\\\": 2013, \\\"right\\\": 2016, \\\"count\\\": 15}, {\\\"left\\\": 2016, \\\"right\\\": 2019, \\\"count\\\": 49}, {\\\"left\\\": 2019, \\\"right\\\": 2022, \\\"count\\\": 24}, {\\\"left\\\": 2022, \\\"right\\\": 2025, \\\"count\\\": 0}, {\\\"left\\\": 2025, \\\"right\\\": 2028, \\\"count\\\": 0}, {\\\"left\\\": 2028, \\\"right\\\": 2031, \\\"count\\\": 0}, {\\\"left\\\": 2031, \\\"right\\\": 2034, \\\"count\\\": 0}, {\\\"left\\\": 2034, \\\"right\\\": 2037, \\\"count\\\": 0}, {\\\"left\\\": 2037, \\\"right\\\": 2040, \\\"count\\\": 0}, {\\\"left\\\": 2040, \\\"right\\\": 2043, \\\"count\\\": 0}, {\\\"left\\\": 2043, \\\"right\\\": 2046, \\\"count\\\": 0}, {\\\"left\\\": 2046, \\\"right\\\": 2049, \\\"count\\\": 0}, {\\\"start\\\": 1989, \\\"stop\\\": 2049, \\\"step\\\": 3}], \\\"categorical\\\": []}]}, {\\\"name\\\": \\\"data_2\\\", \\\"source\\\": \\\"source_2\\\", \\\"transform\\\": [{\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"20\\\", \\\"as\\\": \\\"c_x_axis_back\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+66\\\", \\\"as\\\": \\\"c_main_background\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+43\\\", \\\"as\\\": \\\"c_top_bar\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+59\\\", \\\"as\\\": \\\"c_top_title\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+58\\\", \\\"as\\\": \\\"c_top_type\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+178\\\", \\\"as\\\": \\\"c_rule\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+106\\\", \\\"as\\\": \\\"c_num_rows\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+130\\\", \\\"as\\\": \\\"c_num_unique\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+154\\\", \\\"as\\\": \\\"c_missing\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+105\\\", \\\"as\\\": \\\"c_num_rows_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+130\\\", \\\"as\\\": \\\"c_num_unique_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+154\\\", \\\"as\\\": \\\"c_missing_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+195\\\", \\\"as\\\": \\\"c_frequent_items\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+218\\\", \\\"as\\\": \\\"c_first_item\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+235\\\", \\\"as\\\": \\\"c_second_item\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+252\\\", \\\"as\\\": \\\"c_third_item\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+269\\\", \\\"as\\\": \\\"c_fourth_item\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+286\\\", \\\"as\\\": \\\"c_fifth_item\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+200\\\", \\\"as\\\": \\\"c_mean\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+220\\\", \\\"as\\\": \\\"c_min\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+240\\\", \\\"as\\\": \\\"c_max\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+260\\\", \\\"as\\\": \\\"c_median\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+280\\\", \\\"as\\\": \\\"c_stdev\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+198\\\", \\\"as\\\": \\\"c_mean_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+218\\\", \\\"as\\\": \\\"c_min_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+238\\\", \\\"as\\\": \\\"c_max_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+258\\\", \\\"as\\\": \\\"c_median_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+278\\\", \\\"as\\\": \\\"c_stdev_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+106\\\", \\\"as\\\": \\\"graph_offset\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"toNumber(datum[\\\\\\\"a\\\\\\\"])*300+132\\\", \\\"as\\\": \\\"graph_offset_categorical\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?false:true\\\", \\\"as\\\": \\\"c_clip_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?250:0\\\", \\\"as\\\": \\\"c_width_numeric_val\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\")?false:true\\\", \\\"as\\\": \\\"c_clip_val_cat\\\"}, {\\\"type\\\": \\\"formula\\\", \\\"expr\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\")?250:0\\\", \\\"as\\\": \\\"c_width_numeric_val_cat\\\"}]}], \\\"marks\\\": [{\\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 0}, \\\"width\\\": {\\\"value\\\": 734}, \\\"y\\\": {\\\"value\\\": 0}, \\\"height\\\": {\\\"value\\\": 366}, \\\"clip\\\": {\\\"value\\\": 0}, \\\"fill\\\": {\\\"value\\\": \\\"#ffffff\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 0}, \\\"stroke\\\": {\\\"value\\\": \\\"#000000\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0}}}, \\\"marks\\\": [{\\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 0}, \\\"width\\\": {\\\"value\\\": 734}, \\\"y\\\": {\\\"value\\\": 0}, \\\"height\\\": {\\\"value\\\": 366}, \\\"clip\\\": {\\\"value\\\": 0}, \\\"fill\\\": {\\\"value\\\": \\\"#ffffff\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 0}, \\\"stroke\\\": {\\\"value\\\": \\\"#000000\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0}}}, \\\"scales\\\": [], \\\"axes\\\": [], \\\"marks\\\": [{\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 33}, \\\"width\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 66}, \\\"height\\\": {\\\"value\\\": 250}, \\\"fill\\\": {\\\"value\\\": \\\"#FEFEFE\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 1}, \\\"stroke\\\": {\\\"value\\\": \\\"#DEDEDE\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0.5}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_main_background\\\"}}}, \\\"type\\\": \\\"rect\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 33}, \\\"width\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 43}, \\\"height\\\": {\\\"value\\\": 30}, \\\"fill\\\": {\\\"value\\\": \\\"#F5F5F5\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 1}, \\\"stroke\\\": {\\\"value\\\": \\\"#DEDEDE\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0.5}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_top_bar\\\"}}}, \\\"type\\\": \\\"rect\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 720}, \\\"y\\\": {\\\"value\\\": 58}, \\\"text\\\": {\\\"signal\\\": \\\"&apos;&apos;+datum[\\\\\\\"type\\\\\\\"]\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#595859\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+687\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_top_type\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 44}, \\\"y\\\": {\\\"value\\\": 59}, \\\"text\\\": {\\\"signal\\\": \\\"&apos;&apos;+datum[\\\\\\\"title\\\\\\\"]\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 15}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#9B9B9B\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+11\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_top_title\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 178}, \\\"stroke\\\": {\\\"value\\\": \\\"#EDEDEB\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 1}, \\\"strokeCap\\\": {\\\"value\\\": \\\"butt\\\"}, \\\"x2\\\": {\\\"value\\\": 720}, \\\"y2\\\": {\\\"value\\\": 178}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"x2\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+687\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_rule\\\"}, \\\"y2\\\": {\\\"field\\\": \\\"c_rule\\\"}}}, \\\"type\\\": \\\"rule\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 106}, \\\"text\\\": {\\\"value\\\": \\\"Num. Rows:\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_num_rows\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 130}, \\\"text\\\": {\\\"value\\\": \\\"Num. Unique:\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_num_unique\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 154}, \\\"text\\\": {\\\"value\\\": \\\"Missing:\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_missing\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 105}, \\\"text\\\": {\\\"signal\\\": \\\"toString(format(datum[\\\\\\\"num_row\\\\\\\"], \\\\\\\",\\\\\\\"))\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#5A5A5A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_num_rows_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 130}, \\\"text\\\": {\\\"signal\\\": \\\"toString(format(datum[\\\\\\\"num_unique\\\\\\\"], \\\\\\\",\\\\\\\"))\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#5A5A5A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_num_unique_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 154}, \\\"text\\\": {\\\"signal\\\": \\\"toString(format(datum[\\\\\\\"num_missing\\\\\\\"], \\\\\\\",\\\\\\\"))\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 12}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#5A5A5A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_missing_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\")? \\\\\\\"Frequent Items\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_frequent_items\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 520}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 1) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][0][\\\\\\\"label\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+487\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_first_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 520}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 2) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][1][\\\\\\\"label\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+487\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_second_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 520}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 3) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][2][\\\\\\\"label\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+487\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_third_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 520}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 4) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][3][\\\\\\\"label\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+487\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_fourth_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 520}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 5) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][4][\\\\\\\"label\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+487\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_fifth_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 1) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][0][\\\\\\\"count\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#7A7A7A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_first_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 2) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][1][\\\\\\\"count\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#7A7A7A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_second_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 3) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][2][\\\\\\\"count\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#7A7A7A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_third_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 4) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][3][\\\\\\\"count\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#7A7A7A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_fourth_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"((datum[\\\\\\\"categorical\\\\\\\"].length >= 5) &amp;&amp; (toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"str\\\\\\\"))? toString(datum[\\\\\\\"categorical\\\\\\\"][4][\\\\\\\"count\\\\\\\"]):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#7A7A7A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_fifth_item\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 200}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")? \\\\\\\"Mean:\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"clip\\\": {\\\"value\\\": true}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_mean\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 220}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")? \\\\\\\"Min:\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_min\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 240}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")? \\\\\\\"Max:\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_max\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 260}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")? \\\\\\\"Median:\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_median\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 500}, \\\"y\\\": {\\\"value\\\": 280}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")? \\\\\\\"St. Dev:\\\\\\\":\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"left\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 11}, \\\"fontWeight\\\": {\\\"value\\\": \\\"bold\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#4A4A4A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+467\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_stdev\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 198}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?toString(format(datum[\\\\\\\"mean\\\\\\\"], \\\\\\\",\\\\\\\")):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#6A6A6A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_mean_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 218}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?toString(format(datum[\\\\\\\"min\\\\\\\"], \\\\\\\",\\\\\\\")):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#6A6A6A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_min_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 238}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?toString(format(datum[\\\\\\\"max\\\\\\\"], \\\\\\\",\\\\\\\")):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#6A6A6A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_max_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 258}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?toString(format(datum[\\\\\\\"median\\\\\\\"], \\\\\\\",\\\\\\\")):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#6A6A6A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_median_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"data\\\": \\\"data_2\\\"}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 700}, \\\"y\\\": {\\\"value\\\": 278}, \\\"text\\\": {\\\"signal\\\": \\\"(toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"integer\\\\\\\" || toString(datum[\\\\\\\"type\\\\\\\"]) == \\\\\\\"float\\\\\\\")?toString(format(datum[\\\\\\\"stdev\\\\\\\"], \\\\\\\",\\\\\\\")):\\\\\\\"\\\\\\\"\\\"}, \\\"align\\\": {\\\"value\\\": \\\"right\\\"}, \\\"baseline\\\": {\\\"value\\\": \\\"middle\\\"}, \\\"dx\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"dy\\\": {\\\"value\\\": 0, \\\"offset\\\": 0}, \\\"angle\\\": {\\\"value\\\": 0}, \\\"font\\\": {\\\"value\\\": \\\"AvenirNext-Medium\\\"}, \\\"fontSize\\\": {\\\"value\\\": 10}, \\\"fontWeight\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fontStyle\\\": {\\\"value\\\": \\\"normal\\\"}, \\\"fill\\\": {\\\"value\\\": \\\"#6A6A6A\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+667\\\"}, \\\"y\\\": {\\\"field\\\": \\\"c_stdev_val\\\"}}}, \\\"type\\\": \\\"text\\\"}, {\\\"from\\\": {\\\"facet\\\": {\\\"name\\\": \\\"new_data\\\", \\\"data\\\": \\\"data_2\\\", \\\"field\\\": \\\"numeric\\\"}}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 120}, \\\"width\\\": {\\\"value\\\": 250}, \\\"y\\\": {\\\"field\\\": \\\"graph_offset\\\"}, \\\"height\\\": {\\\"value\\\": 150}, \\\"fill\\\": {\\\"value\\\": \\\"#ffffff\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 0}, \\\"stroke\\\": {\\\"value\\\": \\\"#000000\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+87\\\"}, \\\"clip\\\": {\\\"field\\\": \\\"c_clip_val\\\"}, \\\"width\\\": {\\\"field\\\": \\\"c_width_numeric_val\\\"}}}, \\\"type\\\": \\\"group\\\", \\\"scales\\\": [{\\\"name\\\": \\\"x\\\", \\\"type\\\": \\\"linear\\\", \\\"domain\\\": {\\\"data\\\": \\\"new_data\\\", \\\"fields\\\": [\\\"left\\\", \\\"right\\\"], \\\"sort\\\": true}, \\\"range\\\": [0, {\\\"signal\\\": \\\"width\\\"}], \\\"nice\\\": true, \\\"zero\\\": true}, {\\\"name\\\": \\\"y\\\", \\\"type\\\": \\\"linear\\\", \\\"domain\\\": {\\\"data\\\": \\\"new_data\\\", \\\"field\\\": \\\"count\\\"}, \\\"range\\\": [{\\\"signal\\\": \\\"height\\\"}, 0], \\\"nice\\\": true, \\\"zero\\\": true}], \\\"axes\\\": [{\\\"title\\\": \\\"Values\\\", \\\"scale\\\": \\\"x\\\", \\\"labelOverlap\\\": true, \\\"orient\\\": \\\"bottom\\\", \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(width/40)\\\"}, \\\"zindex\\\": 1}, {\\\"scale\\\": \\\"x\\\", \\\"domain\\\": false, \\\"grid\\\": true, \\\"labels\\\": false, \\\"maxExtent\\\": 0, \\\"minExtent\\\": 0, \\\"orient\\\": \\\"bottom\\\", \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(width/40)\\\"}, \\\"ticks\\\": false, \\\"zindex\\\": 0, \\\"gridScale\\\": \\\"y\\\"}, {\\\"title\\\": \\\"Count\\\", \\\"scale\\\": \\\"y\\\", \\\"labelOverlap\\\": true, \\\"orient\\\": \\\"left\\\", \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(height/40)\\\"}, \\\"zindex\\\": 1}, {\\\"scale\\\": \\\"y\\\", \\\"domain\\\": false, \\\"grid\\\": true, \\\"labels\\\": false, \\\"maxExtent\\\": 0, \\\"minExtent\\\": 0, \\\"orient\\\": \\\"left\\\", \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(height/40)\\\"}, \\\"ticks\\\": false, \\\"zindex\\\": 0, \\\"gridScale\\\": \\\"x\\\"}], \\\"style\\\": \\\"cell\\\", \\\"signals\\\": [{\\\"name\\\": \\\"width\\\", \\\"update\\\": \\\"250\\\"}, {\\\"name\\\": \\\"height\\\", \\\"update\\\": \\\"150\\\"}], \\\"marks\\\": [{\\\"name\\\": \\\"marks\\\", \\\"type\\\": \\\"rect\\\", \\\"style\\\": [\\\"rect\\\"], \\\"from\\\": {\\\"data\\\": \\\"new_data\\\"}, \\\"encode\\\": {\\\"hover\\\": {\\\"fill\\\": {\\\"value\\\": \\\"#7EC2F3\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"scale\\\": \\\"x\\\", \\\"field\\\": \\\"left\\\"}, \\\"x2\\\": {\\\"scale\\\": \\\"x\\\", \\\"field\\\": \\\"right\\\"}, \\\"y\\\": {\\\"scale\\\": \\\"y\\\", \\\"field\\\": \\\"count\\\"}, \\\"y2\\\": {\\\"scale\\\": \\\"y\\\", \\\"value\\\": 0}, \\\"fill\\\": {\\\"value\\\": \\\"#108EE9\\\"}}}}]}, {\\\"from\\\": {\\\"facet\\\": {\\\"name\\\": \\\"data_5\\\", \\\"data\\\": \\\"data_2\\\", \\\"field\\\": \\\"categorical\\\"}}, \\\"encode\\\": {\\\"enter\\\": {\\\"x\\\": {\\\"value\\\": 170}, \\\"width\\\": {\\\"value\\\": 250}, \\\"y\\\": {\\\"field\\\": \\\"graph_offset_categorical\\\"}, \\\"height\\\": {\\\"value\\\": 150}, \\\"fill\\\": {\\\"value\\\": \\\"#ffffff\\\"}, \\\"fillOpacity\\\": {\\\"value\\\": 0}, \\\"stroke\\\": {\\\"value\\\": \\\"#000000\\\"}, \\\"strokeWidth\\\": {\\\"value\\\": 0}}, \\\"update\\\": {\\\"x\\\": {\\\"signal\\\": \\\"datum[\\\\\\\"c_x_axis_back\\\\\\\"]+137\\\"}, \\\"clip\\\": {\\\"field\\\": \\\"c_clip_val_cat\\\"}, \\\"width\\\": {\\\"field\\\": \\\"c_width_numeric_val_cat\\\"}}}, \\\"type\\\": \\\"group\\\", \\\"style\\\": \\\"cell\\\", \\\"signals\\\": [{\\\"name\\\": \\\"unit\\\", \\\"value\\\": {}, \\\"on\\\": [{\\\"events\\\": \\\"mousemove\\\", \\\"update\\\": \\\"isTuple(group()) ? group() : unit\\\"}]}, {\\\"name\\\": \\\"pts\\\", \\\"update\\\": \\\"data(\\\\\\\"pts_store\\\\\\\").length &amp;&amp; {count: data(\\\\\\\"pts_store\\\\\\\")[0].values[0]}\\\"}, {\\\"name\\\": \\\"pts_tuple\\\", \\\"value\\\": {}, \\\"on\\\": [{\\\"events\\\": [{\\\"source\\\": \\\"scope\\\", \\\"type\\\": \\\"click\\\"}], \\\"update\\\": \\\"datum &amp;&amp; item().mark.marktype !== &apos;group&apos; ? {unit: \\\\\\\"\\\\\\\", encodings: [\\\\\\\"x\\\\\\\"], fields: [\\\\\\\"count\\\\\\\"], values: [datum[\\\\\\\"count\\\\\\\"]]} : null\\\", \\\"force\\\": true}]}, {\\\"name\\\": \\\"pts_modify\\\", \\\"on\\\": [{\\\"events\\\": {\\\"signal\\\": \\\"pts_tuple\\\"}, \\\"update\\\": \\\"modify(\\\\\\\"pts_store\\\\\\\", pts_tuple, true)\\\"}]}], \\\"marks\\\": [{\\\"name\\\": \\\"marks\\\", \\\"type\\\": \\\"rect\\\", \\\"style\\\": [\\\"bar\\\"], \\\"from\\\": {\\\"data\\\": \\\"data_5\\\"}, \\\"encode\\\": {\\\"hover\\\": {\\\"fill\\\": {\\\"value\\\": \\\"#7EC2F3\\\"}}, \\\"update\\\": {\\\"x\\\": {\\\"scale\\\": \\\"x\\\", \\\"field\\\": \\\"count\\\"}, \\\"x2\\\": {\\\"scale\\\": \\\"x\\\", \\\"value\\\": 0}, \\\"y\\\": {\\\"scale\\\": \\\"y\\\", \\\"field\\\": \\\"label\\\"}, \\\"height\\\": {\\\"scale\\\": \\\"y\\\", \\\"band\\\": true}, \\\"fill\\\": {\\\"value\\\": \\\"#108EE9\\\"}}}}], \\\"scales\\\": [{\\\"name\\\": \\\"x\\\", \\\"type\\\": \\\"linear\\\", \\\"domain\\\": {\\\"data\\\": \\\"data_5\\\", \\\"field\\\": \\\"count\\\"}, \\\"range\\\": [0, 250], \\\"nice\\\": true, \\\"zero\\\": true}, {\\\"name\\\": \\\"y\\\", \\\"type\\\": \\\"band\\\", \\\"domain\\\": {\\\"data\\\": \\\"data_5\\\", \\\"field\\\": \\\"label\\\", \\\"sort\\\": {\\\"op\\\": \\\"mean\\\", \\\"field\\\": \\\"label_idx\\\", \\\"order\\\": \\\"descending\\\"}}, \\\"range\\\": [150, 0], \\\"paddingInner\\\": 0.1, \\\"paddingOuter\\\": 0.05}], \\\"axes\\\": [{\\\"orient\\\": \\\"top\\\", \\\"scale\\\": \\\"x\\\", \\\"labelOverlap\\\": true, \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(width/40)\\\"}, \\\"title\\\": \\\"Count\\\", \\\"zindex\\\": 1}, {\\\"orient\\\": \\\"top\\\", \\\"scale\\\": \\\"x\\\", \\\"domain\\\": false, \\\"grid\\\": true, \\\"labels\\\": false, \\\"maxExtent\\\": 0, \\\"minExtent\\\": 0, \\\"tickCount\\\": {\\\"signal\\\": \\\"ceil(width/40)\\\"}, \\\"ticks\\\": false, \\\"zindex\\\": 0, \\\"gridScale\\\": \\\"y\\\"}, {\\\"scale\\\": \\\"y\\\", \\\"labelOverlap\\\": true, \\\"orient\\\": \\\"left\\\", \\\"title\\\": \\\"Label\\\", \\\"zindex\\\": 1}]}], \\\"type\\\": \\\"group\\\"}], \\\"type\\\": \\\"group\\\"}], \\\"config\\\": {\\\"axis\\\": {\\\"labelFont\\\": \\\"HelveticaNeue-Light, Arial\\\", \\\"labelFontSize\\\": 7, \\\"labelPadding\\\": 10, \\\"labelColor\\\": \\\"#595959\\\", \\\"titleFont\\\": \\\"HelveticaNeue-Light, Arial\\\", \\\"titleFontWeight\\\": \\\"normal\\\", \\\"titlePadding\\\": 9, \\\"titleFontSize\\\": 12, \\\"titleColor\\\": \\\"#595959\\\"}, \\\"axisY\\\": {\\\"minExtent\\\": 30}, \\\"style\\\": {\\\"rect\\\": {\\\"stroke\\\": \\\"rgba(200, 200, 200, 0.5)\\\"}, \\\"group-title\\\": {\\\"fontSize\\\": 20, \\\"font\\\": \\\"HelveticaNeue-Light, Arial\\\", \\\"fontWeight\\\": \\\"normal\\\", \\\"fill\\\": \\\"#595959\\\"}}}}\";                                 var vega_json_parsed = JSON.parse(vega_json);                                 var toolTipOpts = {                                     showAllFields: true                                 };                                 if(vega_json_parsed[\"metadata\"] != null){                                     if(vega_json_parsed[\"metadata\"][\"bubbleOpts\"] != null){                                         toolTipOpts = vega_json_parsed[\"metadata\"][\"bubbleOpts\"];                                     };                                 };                                 vegaEmbed(\"#vis\", vega_json_parsed).then(function (result) {                                     vegaTooltip.vega(result.view, toolTipOpts);                                  });                             </script>                         </body>                     </html>' src=\"demo_iframe_srcdoc.htm\">                         <p>Your browser does not support iframes.</p>                     </iframe>                 </body>             </html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Home Team',\n",
       " 'Away Team',\n",
       " 'Home Score',\n",
       " 'Away Score',\n",
       " 'Total Score Open',\n",
       " 'Location',\n",
       " 'Surface',\n",
       " 'Roof type',\n",
       " 'Game Time',\n",
       " 'Game Day',\n",
       " 'Month',\n",
       " 'Year']"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.column_names()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: str\n",
       "Rows: 88\n",
       "['Santa Clara, California', 'Santa Clara, California', 'East Rutherford, New Jersey', 'East Rutherford, New Jersey', 'Santa Clara, California', 'Kansas City, Missouri', 'Santa Clara, California', 'Santa Clara, California', 'Seattle, Washington', 'Santa Clara, California', 'Santa Clara, California', 'New Orleans, Louisiana', 'Baltimore, Maryland', 'Santa Clara, California', 'Santa Clara, California', 'Santa Clara, California', 'Glendale, Arizona', 'Santa Clara, California', 'Landover, Maryland', 'Inglewood, California', 'Santa Clara, California', 'Santa Clara, California', 'Cincinnati, Ohio', 'Tampa, Florida', 'Inglewood, California', 'Santa Clara, California', 'Santa Clara, California', 'Santa Clara, California', 'Seattle, Washington', 'Tampa, Florida', 'Santa Clara, California', 'Santa Clara, California', 'Glendale, Arizona', 'Santa Clara, California', 'Green Bay, Wisconsin', 'Santa Clara, California', 'Inglewood, California', 'Kansas City, Missouri', 'Santa Clara, California', 'Minneapolis, Minnesota', 'Inglewood, California', 'Santa Clara, California', 'Santa Clara, California', 'Houston, Texas', 'Chicago, Illinois', 'Santa Clara, California', 'Santa Clara, California', 'Santa Clara, California', 'Philadelphia, Pennsylvania', 'Santa Clara, California', 'Landover, Maryland', 'Indianapolis, Indiana', 'Glendale, Arizona', 'Santa Clara, California', 'Seattle, Washington', 'Santa Clara, California', 'Santa Clara, California', 'Inglewood, California', 'Atlanta, Georgia', 'Santa Clara, California', 'Chicago, Illinois', 'Miami Gardens, Florida', 'Santa Clara, California', 'Glendale, Arizona', 'Santa Clara, California', 'Santa Clara, California', 'Orchard Park, New York', 'Santa Clara, California', 'Santa Clara, California', 'Seattle, Washington', 'Charlotte, North Carolina', 'Santa Clara, California', 'Santa Clara, California', 'Detroit, Michigan', 'Santa Clara, California', 'Cleveland, Ohio', 'Chicago, Illinois', 'Santa Clara, California', 'Seattle, Washington', 'Santa Clara, California', 'St. Louis, Missouri', 'Santa Clara, California', 'Santa Clara, California', 'East Rutherford, New Jersey', 'Santa Clara, California', 'Glendale, Arizona', 'Pittsburgh, Pennsylvania', 'Santa Clara, California']"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Location']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Date</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home Team</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Away Team</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home Score</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Away Score</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total Score Open</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-10-11 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Miami Dolphins</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-10-04 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Philadelphia Eagles</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-09-27 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">New York Giants</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">36</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-09-20 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">New York Jets</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-09-13 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Arizona Cardinals</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">24</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-02-02 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Kansas City Chiefs</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-01-19 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Green Bay Packers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">37</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-01-11 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Minnesota Vikings</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019-12-29 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Seattle Seahawks</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">21</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">26</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">48.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019-12-21 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Los Angeles Rams</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">46.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Location</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Surface</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Roof type</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Game Time</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Game Day</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Month</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Year</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8:20PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">East Rutherford, New<br>Jersey ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">UBU Sports Speed Series<br>S5-M Synthetic Turf[30] ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1:00PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">East Rutherford, New<br>Jersey ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">UBU Sports Speed Series<br>S5-M Synthetic Turf[30] ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1:00PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:25PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Kansas City, Missouri</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6:30PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6:40PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:35PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Seattle, Washington</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">FieldTurf Revolution<br>360[9] ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8:20PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">12</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8:15PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">12</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">65</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 14 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tDate\tdatetime\n",
       "\tHome Team\tstr\n",
       "\tAway Team\tstr\n",
       "\tHome Score\tint\n",
       "\tAway Score\tint\n",
       "\tTotal Score Open\tfloat\n",
       "\tLocation\tstr\n",
       "\tSurface\tstr\n",
       "\tRoof type\tstr\n",
       "\tGame Time\tstr\n",
       "\tGame Day\tstr\n",
       "\tMonth\tint\n",
       "\tYear\tint\n",
       "\tTotal\tint\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+---------------------------+---------------------+---------------------+------------+\n",
       "|            Date           |      Home Team      |      Away Team      | Home Score |\n",
       "+---------------------------+---------------------+---------------------+------------+\n",
       "| 2020-10-11 00:00:00+00:00 | San Francisco 49ers |    Miami Dolphins   |     17     |\n",
       "| 2020-10-04 00:00:00+00:00 | San Francisco 49ers | Philadelphia Eagles |     20     |\n",
       "| 2020-09-27 00:00:00+00:00 |   New York Giants   | San Francisco 49ers |     9      |\n",
       "| 2020-09-20 00:00:00+00:00 |    New York Jets    | San Francisco 49ers |     13     |\n",
       "| 2020-09-13 00:00:00+00:00 | San Francisco 49ers |  Arizona Cardinals  |     20     |\n",
       "| 2020-02-02 00:00:00+00:00 |  Kansas City Chiefs | San Francisco 49ers |     31     |\n",
       "| 2020-01-19 00:00:00+00:00 | San Francisco 49ers |  Green Bay Packers  |     37     |\n",
       "| 2020-01-11 00:00:00+00:00 | San Francisco 49ers |  Minnesota Vikings  |     27     |\n",
       "| 2019-12-29 00:00:00+00:00 |   Seattle Seahawks  | San Francisco 49ers |     21     |\n",
       "| 2019-12-21 00:00:00+00:00 | San Francisco 49ers |   Los Angeles Rams  |     34     |\n",
       "+---------------------------+---------------------+---------------------+------------+\n",
       "+------------+------------------+-----------------------------+\n",
       "| Away Score | Total Score Open |           Location          |\n",
       "+------------+------------------+-----------------------------+\n",
       "|     43     |       52.0       |   Santa Clara, California   |\n",
       "|     25     |       43.0       |   Santa Clara, California   |\n",
       "|     36     |       42.5       | East Rutherford, New Jersey |\n",
       "|     31     |       43.5       | East Rutherford, New Jersey |\n",
       "|     24     |       46.0       |   Santa Clara, California   |\n",
       "|     20     |       53.0       |    Kansas City, Missouri    |\n",
       "|     20     |       45.0       |   Santa Clara, California   |\n",
       "|     10     |       45.5       |   Santa Clara, California   |\n",
       "|     26     |       48.0       |     Seattle, Washington     |\n",
       "|     31     |       46.0       |   Santa Clara, California   |\n",
       "+------------+------------------+-----------------------------+\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "|            Surface            | Roof type | Game Time | Game Day | Month |\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   10  |\n",
       "| Bermuda grass / Perennial ... |    Open   | 8:20PM ET |   Sun    |   10  |\n",
       "| UBU Sports Speed Series S5... |    Open   | 1:00PM ET |   Sun    |   9   |\n",
       "| UBU Sports Speed Series S5... |    Open   | 1:00PM ET |   Sun    |   9   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:25PM ET |   Sun    |   9   |\n",
       "|         Bermuda grass         |    Open   | 6:30PM ET |   Sun    |   2   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 6:40PM ET |   Sun    |   1   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:35PM ET |   Sat    |   1   |\n",
       "|  FieldTurf Revolution 360[9]  |    Open   | 8:20PM ET |   Sun    |   12  |\n",
       "| Bermuda grass / Perennial ... |    Open   | 8:15PM ET |   Sat    |   12  |\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "+------+-------+\n",
       "| Year | Total |\n",
       "+------+-------+\n",
       "| 2020 |   60  |\n",
       "| 2020 |   45  |\n",
       "| 2020 |   45  |\n",
       "| 2020 |   44  |\n",
       "| 2020 |   44  |\n",
       "| 2020 |   51  |\n",
       "| 2020 |   57  |\n",
       "| 2020 |   37  |\n",
       "| 2019 |   47  |\n",
       "| 2019 |   65  |\n",
       "+------+-------+\n",
       "[10 rows x 14 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Total'] = data['Home Score'] + data['Away Score']\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data, test_data = data.random_split(0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Automatically generating validation set from 10% of the data.</pre>"
      ],
      "text/plain": [
       "Automatically generating validation set from 10% of the data."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Linear regression:</pre>"
      ],
      "text/plain": [
       "Linear regression:"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of examples          : 66</pre>"
      ],
      "text/plain": [
       "Number of examples          : 66"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of features          : 10</pre>"
      ],
      "text/plain": [
       "Number of features          : 10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of unpacked features : 10</pre>"
      ],
      "text/plain": [
       "Number of unpacked features : 10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of coefficients    : 97</pre>"
      ],
      "text/plain": [
       "Number of coefficients    : 97"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Starting Newton Method</pre>"
      ],
      "text/plain": [
       "Starting Newton Method"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Passes   | Elapsed Time | Training Max Error | Validation Max Error | Training Root-Mean-Square Error | Validation Root-Mean-Square Error |</pre>"
      ],
      "text/plain": [
       "| Iteration | Passes   | Elapsed Time | Training Max Error | Validation Max Error | Training Root-Mean-Square Error | Validation Root-Mean-Square Error |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 2        | 1.006222     | 23.656792          | 31.989973            | 7.631998                        | 17.201912                         |</pre>"
      ],
      "text/plain": [
       "| 1         | 2        | 1.006222     | 23.656792          | 31.989973            | 7.631998                        | 17.201912                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>SUCCESS: Optimal solution found.</pre>"
      ],
      "text/plain": [
       "SUCCESS: Optimal solution found."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre></pre>"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Boosted trees regression:</pre>"
      ],
      "text/plain": [
       "Boosted trees regression:"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>--------------------------------------------------------</pre>"
      ],
      "text/plain": [
       "--------------------------------------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of examples          : 66</pre>"
      ],
      "text/plain": [
       "Number of examples          : 66"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of features          : 10</pre>"
      ],
      "text/plain": [
       "Number of features          : 10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Number of unpacked features : 10</pre>"
      ],
      "text/plain": [
       "Number of unpacked features : 10"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Iteration | Elapsed Time | Training Max Error | Validation Max Error | Training Root-Mean-Square Error | Validation Root-Mean-Square Error |</pre>"
      ],
      "text/plain": [
       "| Iteration | Elapsed Time | Training Max Error | Validation Max Error | Training Root-Mean-Square Error | Validation Root-Mean-Square Error |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 1         | 0.004666     | 79.450806          | 50.450806            | 35.391659                       | 25.949728                         |</pre>"
      ],
      "text/plain": [
       "| 1         | 0.004666     | 79.450806          | 50.450806            | 35.391659                       | 25.949728                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 2         | 0.007218     | 69.463120          | 40.463120            | 26.668856                       | 18.571001                         |</pre>"
      ],
      "text/plain": [
       "| 2         | 0.007218     | 69.463120          | 40.463120            | 26.668856                       | 18.571001                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 3         | 0.010314     | 61.652557          | 35.034519            | 20.649654                       | 15.309503                         |</pre>"
      ],
      "text/plain": [
       "| 3         | 0.010314     | 61.652557          | 35.034519            | 20.649654                       | 15.309503                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 4         | 0.014402     | 52.404671          | 30.365200            | 16.263351                       | 13.750114                         |</pre>"
      ],
      "text/plain": [
       "| 4         | 0.014402     | 52.404671          | 30.365200            | 16.263351                       | 13.750114                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 5         | 0.016872     | 44.543968          | 24.263058            | 13.294991                       | 11.937053                         |</pre>"
      ],
      "text/plain": [
       "| 5         | 0.016872     | 44.543968          | 24.263058            | 13.294991                       | 11.937053                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 10        | 0.029339     | 19.764397          | 20.187309            | 6.652953                        | 14.106812                         |</pre>"
      ],
      "text/plain": [
       "| 10        | 0.029339     | 19.764397          | 20.187309            | 6.652953                        | 14.106812                         |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+</pre>"
      ],
      "text/plain": [
       "+-----------+--------------+--------------------+----------------------+---------------------------------+-----------------------------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model=tc.regression.create(train_data, target='Total', features=['Home Team',\n",
    " 'Away Team',\n",
    " 'Total Score Open',                                                               \n",
    " 'Location',\n",
    " 'Surface',\n",
    " 'Roof type',\n",
    " 'Game Time',\n",
    " 'Game Day',\n",
    " 'Month',                                                                         \n",
    " 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = model.predict(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: float\n",
       "Rows: 16\n",
       "[49.398109436035156, 47.016151428222656, 31.76696014404297, 28.67298126220703, 44.2321662902832, 51.1686897277832, 47.78644943237305, 47.78644943237305, 49.560089111328125, 44.2321662902832, 45.142391204833984, 49.560089111328125, 46.84651184082031, 57.53507995605469, 45.536705017089844, 47.70767593383789]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_results = model.evaluate(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'max_error': 35.32701873779297, 'rmse': 15.662876043558004}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: float\n",
       "Rows: 16\n",
       "[52.0, 53.0, 45.5, 41.5, 47.5, 49.5, 44.5, 44.0, 46.5, 47.5, 44.0, 47.0, 44.5, 44.0, 40.5, 44.0]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data[\"Total Score Open\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: int\n",
       "Rows: 16\n",
       "[60, 51, 37, 64, 34, 48, 49, 34, 63, 57, 47, 51, 73, 28, 34, 61]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data[\"Total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Date</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home Team</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Away Team</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home Score</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Away Score</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total Score Open</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-10-11 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Miami Dolphins</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-02-02 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Kansas City Chiefs</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020-01-11 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Minnesota Vikings</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019-10-27 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Carolina Panthers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">51</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">13</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">41.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019-10-07 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Cleveland Browns</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019-09-08 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Tampa Bay Buccaneers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">31</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018-12-16 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Seattle Seahawks</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">26</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">23</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018-12-09 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Denver Broncos</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">20</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">14</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018-10-15 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Green Bay Packers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">33</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">30</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018-09-16 00:00:00+00:00</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">San Francisco 49ers</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Detroit Lions</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">30</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.5</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Location</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Surface</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Roof type</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Game Time</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Game Day</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Month</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Year</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Kansas City, Missouri</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6:30PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:35PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2020</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8:15PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Mon</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Tampa, Florida</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:25PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2019</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">12</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">12</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Green Bay, Wisconsin</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Desso GrassMaster[19]</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">8:15PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Mon</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Santa Clara, California</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Bermuda grass / Perennial<br>Ryegrass mixture ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Open</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4:05PM ET</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sun</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2018</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">57</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[16 rows x 14 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tDate\tdatetime\n",
       "\tHome Team\tstr\n",
       "\tAway Team\tstr\n",
       "\tHome Score\tint\n",
       "\tAway Score\tint\n",
       "\tTotal Score Open\tfloat\n",
       "\tLocation\tstr\n",
       "\tSurface\tstr\n",
       "\tRoof type\tstr\n",
       "\tGame Time\tstr\n",
       "\tGame Day\tstr\n",
       "\tMonth\tint\n",
       "\tYear\tint\n",
       "\tTotal\tint\n",
       "\n",
       "Rows: 16\n",
       "\n",
       "Data:\n",
       "+---------------------------+----------------------+---------------------+------------+\n",
       "|            Date           |      Home Team       |      Away Team      | Home Score |\n",
       "+---------------------------+----------------------+---------------------+------------+\n",
       "| 2020-10-11 00:00:00+00:00 | San Francisco 49ers  |    Miami Dolphins   |     17     |\n",
       "| 2020-02-02 00:00:00+00:00 |  Kansas City Chiefs  | San Francisco 49ers |     31     |\n",
       "| 2020-01-11 00:00:00+00:00 | San Francisco 49ers  |  Minnesota Vikings  |     27     |\n",
       "| 2019-10-27 00:00:00+00:00 | San Francisco 49ers  |  Carolina Panthers  |     51     |\n",
       "| 2019-10-07 00:00:00+00:00 | San Francisco 49ers  |   Cleveland Browns  |     31     |\n",
       "| 2019-09-08 00:00:00+00:00 | Tampa Bay Buccaneers | San Francisco 49ers |     17     |\n",
       "| 2018-12-16 00:00:00+00:00 | San Francisco 49ers  |   Seattle Seahawks  |     26     |\n",
       "| 2018-12-09 00:00:00+00:00 | San Francisco 49ers  |    Denver Broncos   |     20     |\n",
       "| 2018-10-15 00:00:00+00:00 |  Green Bay Packers   | San Francisco 49ers |     33     |\n",
       "| 2018-09-16 00:00:00+00:00 | San Francisco 49ers  |    Detroit Lions    |     30     |\n",
       "+---------------------------+----------------------+---------------------+------------+\n",
       "+------------+------------------+-------------------------+\n",
       "| Away Score | Total Score Open |         Location        |\n",
       "+------------+------------------+-------------------------+\n",
       "|     43     |       52.0       | Santa Clara, California |\n",
       "|     20     |       53.0       |  Kansas City, Missouri  |\n",
       "|     10     |       45.5       | Santa Clara, California |\n",
       "|     13     |       41.5       | Santa Clara, California |\n",
       "|     3      |       47.5       | Santa Clara, California |\n",
       "|     31     |       49.5       |      Tampa, Florida     |\n",
       "|     23     |       44.5       | Santa Clara, California |\n",
       "|     14     |       44.0       | Santa Clara, California |\n",
       "|     30     |       46.5       |   Green Bay, Wisconsin  |\n",
       "|     27     |       47.5       | Santa Clara, California |\n",
       "+------------+------------------+-------------------------+\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "|            Surface            | Roof type | Game Time | Game Day | Month |\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   10  |\n",
       "|         Bermuda grass         |    Open   | 6:30PM ET |   Sun    |   2   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:35PM ET |   Sat    |   1   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   10  |\n",
       "| Bermuda grass / Perennial ... |    Open   | 8:15PM ET |   Mon    |   10  |\n",
       "|         Bermuda grass         |    Open   | 4:25PM ET |   Sun    |   9   |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   12  |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   12  |\n",
       "|     Desso GrassMaster[19]     |    Open   | 8:15PM ET |   Mon    |   10  |\n",
       "| Bermuda grass / Perennial ... |    Open   | 4:05PM ET |   Sun    |   9   |\n",
       "+-------------------------------+-----------+-----------+----------+-------+\n",
       "+------+-------+\n",
       "| Year | Total |\n",
       "+------+-------+\n",
       "| 2020 |   60  |\n",
       "| 2020 |   51  |\n",
       "| 2020 |   37  |\n",
       "| 2019 |   64  |\n",
       "| 2019 |   34  |\n",
       "| 2019 |   48  |\n",
       "| 2018 |   49  |\n",
       "| 2018 |   34  |\n",
       "| 2018 |   63  |\n",
       "| 2018 |   57  |\n",
       "+------+-------+\n",
       "[16 rows x 14 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total Score Open</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">52.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">53.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">41.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">46.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">47.5</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">57</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[16 rows x 2 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tTotal Score Open\tfloat\n",
       "\tTotal\tint\n",
       "\n",
       "Rows: 16\n",
       "\n",
       "Data:\n",
       "+------------------+-------+\n",
       "| Total Score Open | Total |\n",
       "+------------------+-------+\n",
       "|       52.0       |   60  |\n",
       "|       53.0       |   51  |\n",
       "|       45.5       |   37  |\n",
       "|       41.5       |   64  |\n",
       "|       47.5       |   34  |\n",
       "|       49.5       |   48  |\n",
       "|       44.5       |   49  |\n",
       "|       44.0       |   34  |\n",
       "|       46.5       |   63  |\n",
       "|       47.5       |   57  |\n",
       "+------------------+-------+\n",
       "[16 rows x 2 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df = test_data[['Total Score Open','Total']]\n",
    "test_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Predicting Next Week's Game Total Score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Column names:\n",
    "\n",
    "'Home Team',\n",
    " 'Away Team',\n",
    " 'Total Score Open',                                                               \n",
    " 'Location',\n",
    " 'Surface',\n",
    " 'Roof type',\n",
    " 'Time of Game',\n",
    " 'Game Day',\n",
    " 'Month',                                                                         \n",
    " 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[datetime.datetime,\n",
       " str,\n",
       " str,\n",
       " int,\n",
       " int,\n",
       " float,\n",
       " str,\n",
       " str,\n",
       " str,\n",
       " str,\n",
       " str,\n",
       " int,\n",
       " int,\n",
       " int]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.column_types()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Date',\n",
       " 'Home Team',\n",
       " 'Away Team',\n",
       " 'Home Score',\n",
       " 'Away Score',\n",
       " 'Total Score Open',\n",
       " 'Location',\n",
       " 'Surface',\n",
       " 'Roof type',\n",
       " 'Game Time',\n",
       " 'Game Day',\n",
       " 'Month',\n",
       " 'Year',\n",
       " 'Total']"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.column_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype: float\n",
       "Rows: 1\n",
       "[47.78644943237305]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 10/25 Game Data\n",
    "\n",
    "# open betting line = 44.5\n",
    "\n",
    "future_game = {'Home Team':'San Francisco 49ers','Away Team':'New England Patriots', \n",
    "               'Total Score Open':44.5, 'Location':'Foxborough, Massachusetts',\n",
    "              'Surface':'FieldTurf Revolution 360[9]',\n",
    "              'Roof type':'Open', 'Time of Game':'1:25PM ET', 'Game Day':'Sun', 'Month':10,'Year':2020}\n",
    "model.predict(future_game)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}