Neural Network Implementation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ZS Data Challenge 2019 - Cristiano Ronaldo\n",
    "### Name : Viren Shashikant Baria\n",
    "\n",
    "### Email: virenbaria17@gmail.com         \n",
    "\n",
    "### Institute - Dwarkadas J. Sanghvi College of Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis -- EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import required libraries\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# plot stylings\n",
    "plt.style.use('fivethirtyeight')\n",
    "%matplotlib inline\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_event_id</th>\n",
       "      <th>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>remaining_min</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>game_season</th>\n",
       "      <th>remaining_sec</th>\n",
       "      <th>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>...</th>\n",
       "      <th>lat/lng</th>\n",
       "      <th>type_of_shot</th>\n",
       "      <th>type_of_combined_shot</th>\n",
       "      <th>match_id</th>\n",
       "      <th>team_id</th>\n",
       "      <th>remaining_min.1</th>\n",
       "      <th>power_of_shot.1</th>\n",
       "      <th>knockout_match.1</th>\n",
       "      <th>remaining_sec.1</th>\n",
       "      <th>distance_of_shot.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>50.608</td>\n",
       "      <td>54.2000</td>\n",
       "      <td>38.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.0</td>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>22.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>28.800</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>35.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35.0</td>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>45.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>92.64</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>63.7216</td>\n",
       "      <td>54.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>43.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>52.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>122.608</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>42.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>155.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 1</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>42.64</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>244.0</td>\n",
       "      <td>-145.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>9.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>251.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>52.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>8.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>112.2000</td>\n",
       "      <td>89.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>254.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>68.64</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>22.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>265.0</td>\n",
       "      <td>-65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>12.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>6.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.0000</td>\n",
       "      <td>32.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>294.0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>36.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>52.2000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>309.0</td>\n",
       "      <td>-94.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>56.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>45.539131, -122.651648</td>\n",
       "      <td>shot - 7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000012</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.00</td>\n",
       "      <td>80.928</td>\n",
       "      <td>56.0000</td>\n",
       "      <td>45.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>11.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>106.608</td>\n",
       "      <td>64.7856</td>\n",
       "      <td>16.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>27.0</td>\n",
       "      <td>-67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>77.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>32.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>66.0</td>\n",
       "      <td>-94.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>44.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>2.00</td>\n",
       "      <td>68.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>44.0000</td>\n",
       "      <td>29.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>80.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>16.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>25.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>94.64</td>\n",
       "      <td>70.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>70.7856</td>\n",
       "      <td>40.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>138.0</td>\n",
       "      <td>-117.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>38.64</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>244.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>29.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>11.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.0000</td>\n",
       "      <td>106.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>249.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>10.00</td>\n",
       "      <td>70.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>46.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>255.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>8.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>10.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>34.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>265.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>9.00</td>\n",
       "      <td>43.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>38.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>274.0</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>57.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>57.0000</td>\n",
       "      <td>31.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>299.0</td>\n",
       "      <td>-109.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>47.0000</td>\n",
       "      <td>38.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>307.0</td>\n",
       "      <td>-46.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>11.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.2000</td>\n",
       "      <td>27.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>332.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>36.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>93.64</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>36.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>345.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>196.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>4.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>2.00</td>\n",
       "      <td>83.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>63.7856</td>\n",
       "      <td>40.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>369.0</td>\n",
       "      <td>-183.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>30.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>53.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>400.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>8.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>61.928</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>18.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>429.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000-01</td>\n",
       "      <td>22.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000019</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>73.64</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>28.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>368.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>33.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40.361408, -86.186052</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900087</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>9.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30668</th>\n",
       "      <td>386.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>27.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900087</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>68.36</td>\n",
       "      <td>54.608</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>42.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30669</th>\n",
       "      <td>425.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>40.361408, -86.186052</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900087</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>112.7856</td>\n",
       "      <td>37.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>34.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>38.64</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>34.0000</td>\n",
       "      <td>27.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>51.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>8.00</td>\n",
       "      <td>102.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>29.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>109.64</td>\n",
       "      <td>29.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>9.0000</td>\n",
       "      <td>30.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>NaN</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>63.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>14.0000</td>\n",
       "      <td>31.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>81.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>34.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>34.0000</td>\n",
       "      <td>44.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30675</th>\n",
       "      <td>84.0</td>\n",
       "      <td>-134.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>34.928</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>45.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>98.0</td>\n",
       "      <td>-141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>34.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>101.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>38.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>181.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>34.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>3.00</td>\n",
       "      <td>29.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>34.0000</td>\n",
       "      <td>22.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>212.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>41.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>71.64</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30680</th>\n",
       "      <td>213.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>121.928</td>\n",
       "      <td>40.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>218.0</td>\n",
       "      <td>-18.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>68.64</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>46.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30682</th>\n",
       "      <td>226.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>11.00</td>\n",
       "      <td>41.36</td>\n",
       "      <td>87.608</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>28.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>228.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>51.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 38</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>10.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>51.0000</td>\n",
       "      <td>41.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>231.0</td>\n",
       "      <td>-96.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>50.64</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>16.0000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>249.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>31.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>44.608</td>\n",
       "      <td>31.0000</td>\n",
       "      <td>46.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30686</th>\n",
       "      <td>268.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>78.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>284.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>18.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>30.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>308.0</td>\n",
       "      <td>-126.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>37.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>16.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>326.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.60</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>45.728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>331.0</td>\n",
       "      <td>-113.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>37.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>11.00</td>\n",
       "      <td>23.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>37.0000</td>\n",
       "      <td>35.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>382.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>7.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>27.800</td>\n",
       "      <td>59.7856</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30692</th>\n",
       "      <td>397.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>17.20</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>24.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30693</th>\n",
       "      <td>398.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>6.00</td>\n",
       "      <td>64.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>426.0</td>\n",
       "      <td>-134.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>28.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>41.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>448.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>2.00</td>\n",
       "      <td>112.36</td>\n",
       "      <td>1.000</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>46.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>471.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1999-00</td>\n",
       "      <td>39.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>42.982923, -71.446094</td>\n",
       "      <td>shot - 45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49900088</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>39.0000</td>\n",
       "      <td>27.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30697 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       match_event_id  location_x  location_y  remaining_min  power_of_shot  \\\n",
       "0                10.0       167.0        72.0           10.0            1.0   \n",
       "1                12.0      -157.0         0.0           10.0            1.0   \n",
       "2                35.0      -101.0       135.0            7.0            1.0   \n",
       "3                43.0       138.0       175.0            6.0            1.0   \n",
       "4               155.0         0.0         0.0            NaN            2.0   \n",
       "5               244.0      -145.0       -11.0            9.0            3.0   \n",
       "6               251.0         0.0         0.0            8.0            NaN   \n",
       "7               254.0         1.0        28.0            8.0            3.0   \n",
       "8               265.0       -65.0         NaN            6.0            3.0   \n",
       "9               294.0       -33.0         NaN            3.0            3.0   \n",
       "10              309.0       -94.0       238.0            1.0            3.0   \n",
       "11                4.0       121.0       127.0           11.0            1.0   \n",
       "12               27.0       -67.0         NaN            7.0            1.0   \n",
       "13               66.0       -94.0         4.0            NaN            1.0   \n",
       "14               80.0       -23.0        47.0            1.0            1.0   \n",
       "15               86.0         NaN       192.0            0.0            1.0   \n",
       "16              100.0         0.0         0.0            0.0            1.0   \n",
       "17              138.0      -117.0       226.0            8.0            2.0   \n",
       "18              244.0         NaN        97.0           11.0            3.0   \n",
       "19              249.0         0.0         0.0           10.0            3.0   \n",
       "20              255.0         3.0       144.0           10.0            3.0   \n",
       "21              265.0       134.0       127.0            9.0            3.0   \n",
       "22              274.0       -16.0       110.0            7.0            3.0   \n",
       "23              299.0      -109.0       150.0            5.0            3.0   \n",
       "24              307.0       -46.0        63.0            5.0            3.0   \n",
       "25              332.0         0.0         0.0            2.0            3.0   \n",
       "26              345.0         NaN       196.0            2.0            3.0   \n",
       "27              369.0      -183.0       186.0            0.0            3.0   \n",
       "28              400.0        85.0       173.0            8.0            4.0   \n",
       "29              429.0         3.0        87.0            6.0            4.0   \n",
       "...               ...         ...         ...            ...            ...   \n",
       "30667           368.0        40.0       250.0            9.0            4.0   \n",
       "30668           386.0       -23.0       222.0            7.0            4.0   \n",
       "30669           425.0       171.0        53.0            3.0            4.0   \n",
       "30670             NaN       -74.0        16.0            9.0            1.0   \n",
       "30671            25.0         0.0         0.0            8.0            1.0   \n",
       "30672            29.0        89.0        55.0            8.0            1.0   \n",
       "30673             NaN       117.0         0.0            NaN            1.0   \n",
       "30674            81.0       117.0       216.0            2.0            1.0   \n",
       "30675            84.0      -134.0         NaN            2.0            1.0   \n",
       "30676            98.0      -141.0         0.0            0.0            1.0   \n",
       "30677           101.0         NaN       143.0            0.0            1.0   \n",
       "30678           181.0        14.0        16.0            3.0            2.0   \n",
       "30679           212.0         0.0         0.0            0.0            2.0   \n",
       "30680           213.0         0.0         0.0            0.0            2.0   \n",
       "30681           218.0       -18.0       261.0            0.0            2.0   \n",
       "30682           226.0         NaN        48.0           11.0            3.0   \n",
       "30683           228.0         1.0       216.0           10.0            NaN   \n",
       "30684           231.0       -96.0        89.0           10.0            3.0   \n",
       "30685           249.0        81.0       250.0            7.0            3.0   \n",
       "30686           268.0        16.0        93.0            5.0            3.0   \n",
       "30687           284.0        40.0       100.0            3.0            3.0   \n",
       "30688           308.0      -126.0        61.0            1.0            3.0   \n",
       "30689           326.0       -12.0       679.0            0.0            3.0   \n",
       "30690           331.0      -113.0       100.0           11.0            4.0   \n",
       "30691           382.0         0.0         0.0            NaN            4.0   \n",
       "30692           397.0         1.0        48.0            6.0            4.0   \n",
       "30693           398.0         0.0         0.0            6.0            4.0   \n",
       "30694           426.0      -134.0       166.0            3.0            4.0   \n",
       "30695           448.0        31.0       267.0            2.0            4.0   \n",
       "30696           471.0         1.0         NaN            0.0            4.0   \n",
       "\n",
       "       knockout_match game_season  remaining_sec  distance_of_shot  is_goal  \\\n",
       "0                 0.0     2000-01           27.0              38.0      NaN   \n",
       "1                 0.0     2000-01           22.0              35.0      0.0   \n",
       "2                 0.0     2000-01           45.0              36.0      1.0   \n",
       "3                 0.0     2000-01           52.0              42.0      0.0   \n",
       "4                 0.0     2000-01           19.0              20.0      1.0   \n",
       "5                 0.0         NaN           32.0              34.0      0.0   \n",
       "6                 0.0     2000-01           52.0              20.0      1.0   \n",
       "7                 0.0     2000-01            5.0              22.0      NaN   \n",
       "8                 0.0     2000-01           12.0              32.0      1.0   \n",
       "9                 0.0     2000-01           36.0              32.0      0.0   \n",
       "10                0.0     2000-01           56.0              45.0      0.0   \n",
       "11                0.0     2000-01            0.0              37.0      1.0   \n",
       "12                0.0         NaN            NaN               NaN      1.0   \n",
       "13                0.0     2000-01           44.0              29.0      0.0   \n",
       "14                0.0     2000-01           16.0              25.0      0.0   \n",
       "15                0.0     2000-01            NaN              40.0      0.0   \n",
       "16                0.0     2000-01            1.0              20.0      NaN   \n",
       "17                0.0     2000-01           50.0              45.0      1.0   \n",
       "18                0.0     2000-01           29.0              36.0      0.0   \n",
       "19                0.0         NaN           46.0              20.0      NaN   \n",
       "20                0.0     2000-01            8.0              34.0      0.0   \n",
       "21                0.0         NaN            4.0              38.0      NaN   \n",
       "22                0.0     2000-01           57.0              31.0      1.0   \n",
       "23                0.0         NaN           47.0              38.0      1.0   \n",
       "24                0.0     2000-01           11.0              27.0      1.0   \n",
       "25                0.0     2000-01           36.0              20.0      0.0   \n",
       "26                0.0     2000-01            4.0              40.0      0.0   \n",
       "27                0.0     2000-01           30.0              46.0      0.0   \n",
       "28                0.0     2000-01            NaN              39.0      0.0   \n",
       "29                0.0     2000-01           22.0              28.0      0.0   \n",
       "...               ...         ...            ...               ...      ...   \n",
       "30667             1.0     1999-00           33.0              45.0      0.0   \n",
       "30668             1.0     1999-00           27.0              42.0      NaN   \n",
       "30669             1.0         NaN           48.0              37.0      0.0   \n",
       "30670             1.0     1999-00           34.0              27.0      0.0   \n",
       "30671             1.0     1999-00           51.0              20.0      0.0   \n",
       "30672             1.0     1999-00            9.0              30.0      1.0   \n",
       "30673             1.0         NaN           14.0              31.0      0.0   \n",
       "30674             1.0     1999-00           34.0              44.0      1.0   \n",
       "30675             1.0         NaN            0.0              45.0      0.0   \n",
       "30676             1.0     1999-00            NaN              34.0      1.0   \n",
       "30677             1.0     1999-00            1.0              38.0      0.0   \n",
       "30678             NaN     1999-00           34.0               NaN      0.0   \n",
       "30679             1.0     1999-00           41.0              20.0      NaN   \n",
       "30680             1.0         NaN           40.0              20.0      NaN   \n",
       "30681             1.0     1999-00            2.0              46.0      NaN   \n",
       "30682             1.0     1999-00           30.0              28.0      NaN   \n",
       "30683             1.0     1999-00           51.0              41.0      0.0   \n",
       "30684             1.0         NaN           16.0              33.0      0.0   \n",
       "30685             NaN     1999-00           31.0              46.0      0.0   \n",
       "30686             1.0         NaN           37.0              29.0      NaN   \n",
       "30687             1.0     1999-00           18.0              30.0      NaN   \n",
       "30688             1.0     1999-00            7.0              33.0      1.0   \n",
       "30689             1.0     1999-00            0.0              87.0      0.0   \n",
       "30690             1.0     1999-00           37.0              35.0      0.0   \n",
       "30691             1.0     1999-00            4.0              20.0      0.0   \n",
       "30692             1.0     1999-00            5.0              24.0      0.0   \n",
       "30693             1.0     1999-00            5.0              20.0      NaN   \n",
       "30694             1.0     1999-00           28.0              41.0      1.0   \n",
       "30695             1.0     1999-00           10.0              46.0      0.0   \n",
       "30696             1.0     1999-00           39.0              27.0      0.0   \n",
       "\n",
       "       ...                 lat/lng type_of_shot type_of_combined_shot  \\\n",
       "0      ...  45.539131, -122.651648    shot - 30                   NaN   \n",
       "1      ...  45.539131, -122.651648    shot - 45                   NaN   \n",
       "2      ...  45.539131, -122.651648    shot - 25                   NaN   \n",
       "3      ...  45.539131, -122.651648          NaN              shot - 3   \n",
       "4      ...  45.539131, -122.651648          NaN              shot - 1   \n",
       "5      ...  45.539131, -122.651648    shot - 17                   NaN   \n",
       "6      ...  45.539131, -122.651648          NaN              shot - 4   \n",
       "7      ...  45.539131, -122.651648          NaN              shot - 3   \n",
       "8      ...  45.539131, -122.651648    shot - 36                   NaN   \n",
       "9      ...  45.539131, -122.651648    shot - 44                   NaN   \n",
       "10     ...  45.539131, -122.651648     shot - 7                   NaN   \n",
       "11     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "12     ...   42.982923, -71.446094    shot - 44                   NaN   \n",
       "13     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "14     ...   42.982923, -71.446094    shot - 12                   NaN   \n",
       "15     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "16     ...   42.982923, -71.446094          NaN              shot - 4   \n",
       "17     ...   42.982923, -71.446094     shot - 6                   NaN   \n",
       "18     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "19     ...   42.982923, -71.446094     shot - 4                   NaN   \n",
       "20     ...   42.982923, -71.446094    shot - 20                   NaN   \n",
       "21     ...   42.982923, -71.446094    shot - 24                   NaN   \n",
       "22     ...   42.982923, -71.446094    shot - 44                   NaN   \n",
       "23     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "24     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "25     ...   42.982923, -71.446094          NaN              shot - 4   \n",
       "26     ...   42.982923, -71.446094    shot - 30                   NaN   \n",
       "27     ...   42.982923, -71.446094    shot - 54                   NaN   \n",
       "28     ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "29     ...   42.982923, -71.446094    shot - 42                   NaN   \n",
       "...    ...                     ...          ...                   ...   \n",
       "30667  ...   40.361408, -86.186052          NaN              shot - 3   \n",
       "30668  ...                     NaN          NaN              shot - 3   \n",
       "30669  ...   40.361408, -86.186052          NaN              shot - 3   \n",
       "30670  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30671  ...   42.982923, -71.446094          NaN              shot - 4   \n",
       "30672  ...   42.982923, -71.446094    shot - 33                   NaN   \n",
       "30673  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30674  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30675  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30676  ...   42.982923, -71.446094    shot - 44                   NaN   \n",
       "30677  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30678  ...   42.982923, -71.446094          NaN              shot - 4   \n",
       "30679  ...   42.982923, -71.446094    shot - 39                   NaN   \n",
       "30680  ...   42.982923, -71.446094    shot - 49                   NaN   \n",
       "30681  ...   42.982923, -71.446094    shot - 17                   NaN   \n",
       "30682  ...   42.982923, -71.446094    shot - 44                   NaN   \n",
       "30683  ...   42.982923, -71.446094    shot - 38                   NaN   \n",
       "30684  ...   42.982923, -71.446094    shot - 37                   NaN   \n",
       "30685  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30686  ...   42.982923, -71.446094    shot - 44                   NaN   \n",
       "30687  ...   42.982923, -71.446094    shot - 54                   NaN   \n",
       "30688  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30689  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30690  ...   42.982923, -71.446094          NaN              shot - 3   \n",
       "30691  ...   42.982923, -71.446094     shot - 4                   NaN   \n",
       "30692  ...   42.982923, -71.446094     shot - 1                   NaN   \n",
       "30693  ...   42.982923, -71.446094    shot - 49                   NaN   \n",
       "30694  ...                     NaN          NaN              shot - 3   \n",
       "30695  ...   42.982923, -71.446094    shot - 26                   NaN   \n",
       "30696  ...   42.982923, -71.446094    shot - 45                   NaN   \n",
       "\n",
       "       match_id     team_id remaining_min.1  power_of_shot.1 knockout_match.1  \\\n",
       "0      20000012  1610612747           10.00             1.00           50.608   \n",
       "1      20000012  1610612747           10.00             1.00           28.800   \n",
       "2      20000012  1610612747           92.64             1.00            0.000   \n",
       "3      20000012  1610612747             NaN             1.00          122.608   \n",
       "4      20000012  1610612747           42.64             2.00            0.000   \n",
       "5      20000012  1610612747            9.00             3.00            0.000   \n",
       "6      20000012  1610612747            8.00             3.00            0.000   \n",
       "7      20000012  1610612747           68.64             3.00            0.000   \n",
       "8      20000012  1610612747            6.00             3.00            0.000   \n",
       "9      20000012  1610612747            3.00             3.00            0.000   \n",
       "10     20000012  1610612747             NaN             3.00           80.928   \n",
       "11     20000019  1610612747           11.00             1.00          106.608   \n",
       "12     20000019  1610612747            7.00            77.36            0.000   \n",
       "13     20000019  1610612747            2.00            68.36            0.000   \n",
       "14     20000019  1610612747            1.00             1.00            0.000   \n",
       "15     20000019  1610612747           94.64            70.36            0.000   \n",
       "16     20000019  1610612747            0.00             1.00            0.000   \n",
       "17     20000019  1610612747           38.64             2.00            0.000   \n",
       "18     20000019  1610612747           11.00             3.00            0.000   \n",
       "19     20000019  1610612747           10.00            70.36            0.000   \n",
       "20     20000019  1610612747           10.00             3.00            0.000   \n",
       "21     20000019  1610612747            9.00            43.36            0.000   \n",
       "22     20000019  1610612747            7.00             3.00            0.000   \n",
       "23     20000019  1610612747            5.00             3.00            0.000   \n",
       "24     20000019  1610612747            5.00             3.00            0.000   \n",
       "25     20000019  1610612747           93.64             3.00            0.000   \n",
       "26     20000019  1610612747            2.00            83.36            0.000   \n",
       "27     20000019  1610612747            0.00             3.00            0.000   \n",
       "28     20000019  1610612747            8.00             4.00           61.928   \n",
       "29     20000019  1610612747           73.64             4.00            0.000   \n",
       "...         ...         ...             ...              ...              ...   \n",
       "30667  49900087  1610612747            9.00             4.00            1.000   \n",
       "30668  49900087  1610612747            7.00            68.36           54.608   \n",
       "30669  49900087  1610612747            3.00             4.00            1.000   \n",
       "30670  49900088  1610612747           38.64             1.00            1.000   \n",
       "30671  49900088  1610612747            8.00           102.36            1.000   \n",
       "30672  49900088  1610612747          109.64            29.36            1.000   \n",
       "30673  49900088  1610612747            7.00            63.36            1.000   \n",
       "30674  49900088  1610612747            2.00             1.00            1.000   \n",
       "30675  49900088  1610612747            2.00             1.00           34.928   \n",
       "30676  49900088  1610612747            0.00             1.00            1.000   \n",
       "30677  49900088  1610612747            0.00             1.00            1.000   \n",
       "30678  49900088  1610612747            3.00            29.36            1.000   \n",
       "30679  49900088  1610612747           71.64             2.00            1.000   \n",
       "30680  49900088  1610612747            0.00             2.00          121.928   \n",
       "30681  49900088  1610612747           68.64             2.00            1.000   \n",
       "30682  49900088  1610612747           11.00            41.36           87.608   \n",
       "30683  49900088  1610612747           10.00             3.00            1.000   \n",
       "30684  49900088  1610612747           50.64             3.00            1.000   \n",
       "30685  49900088  1610612747            7.00             3.00           44.608   \n",
       "30686  49900088  1610612747            5.00             3.00            1.000   \n",
       "30687  49900088  1610612747            3.00             3.00            1.000   \n",
       "30688  49900088  1610612747           37.64              NaN            1.000   \n",
       "30689  49900088  1610612747             NaN            31.60            1.000   \n",
       "30690  49900088  1610612747           11.00            23.36            1.000   \n",
       "30691  49900088  1610612747            7.00             4.00           27.800   \n",
       "30692  49900088  1610612747           17.20             4.00            1.000   \n",
       "30693  49900088  1610612747            6.00            64.36            1.000   \n",
       "30694  49900088  1610612747            3.00             4.00            1.000   \n",
       "30695  49900088  1610612747            2.00           112.36            1.000   \n",
       "30696  49900088  1610612747            0.00             4.00            1.000   \n",
       "\n",
       "      remaining_sec.1 distance_of_shot.1  \n",
       "0             54.2000             38.000  \n",
       "1             22.0000             35.000  \n",
       "2             63.7216             54.400  \n",
       "3             52.0000             42.000  \n",
       "4             19.0000             20.000  \n",
       "5                 NaN             34.000  \n",
       "6            112.2000             89.400  \n",
       "7              5.0000             22.000  \n",
       "8             12.0000             32.000  \n",
       "9             52.2000                NaN  \n",
       "10            56.0000             45.000  \n",
       "11            64.7856             16.400  \n",
       "12             9.0000             32.000  \n",
       "13            44.0000             29.000  \n",
       "14            16.0000             25.000  \n",
       "15            70.7856             40.000  \n",
       "16             1.0000             20.000  \n",
       "17            50.0000                NaN  \n",
       "18            29.0000            106.400  \n",
       "19            46.0000             20.000  \n",
       "20             8.0000             34.000  \n",
       "21             4.0000             38.000  \n",
       "22            57.0000             31.000  \n",
       "23            47.0000             38.000  \n",
       "24            25.2000             27.000  \n",
       "25            36.0000             20.000  \n",
       "26            63.7856             40.000  \n",
       "27            30.0000             53.400  \n",
       "28            19.0000             18.400  \n",
       "29            22.0000             28.000  \n",
       "...               ...                ...  \n",
       "30667         33.0000                NaN  \n",
       "30668         27.0000             42.000  \n",
       "30669        112.7856             37.000  \n",
       "30670         34.0000             27.000  \n",
       "30671         51.0000             20.000  \n",
       "30672          9.0000             30.000  \n",
       "30673         14.0000             31.000  \n",
       "30674         34.0000             44.000  \n",
       "30675          0.0000             45.000  \n",
       "30676         37.0000             34.000  \n",
       "30677          1.0000             38.000  \n",
       "30678         34.0000             22.000  \n",
       "30679         41.0000             20.000  \n",
       "30680         40.0000             20.000  \n",
       "30681          2.0000             46.000  \n",
       "30682         30.0000             28.000  \n",
       "30683         51.0000             41.000  \n",
       "30684         16.0000                NaN  \n",
       "30685         31.0000             46.000  \n",
       "30686         37.0000             78.400  \n",
       "30687         18.0000             30.000  \n",
       "30688          7.0000             16.400  \n",
       "30689          0.0000             45.728  \n",
       "30690         37.0000             35.000  \n",
       "30691         59.7856             20.000  \n",
       "30692          5.0000             24.000  \n",
       "30693          5.0000             20.000  \n",
       "30694         28.0000             41.000  \n",
       "30695         10.0000             46.000  \n",
       "30696         39.0000             27.000  \n",
       "\n",
       "[30697 rows x 27 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reading the data\n",
    "df = pd.read_csv('data.csv', index_col=0)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30697, 27)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 30697 entries, 0 to 30696\n",
      "Data columns (total 27 columns):\n",
      "match_event_id           29134 non-null float64\n",
      "location_x               29236 non-null float64\n",
      "location_y               29157 non-null float64\n",
      "remaining_min            29135 non-null float64\n",
      "power_of_shot            29211 non-null float64\n",
      "knockout_match           29180 non-null float64\n",
      "game_season              24835 non-null object\n",
      "remaining_sec            29103 non-null float64\n",
      "distance_of_shot         29130 non-null float64\n",
      "is_goal                  24429 non-null float64\n",
      "area_of_shot             29195 non-null object\n",
      "shot_basics              29122 non-null object\n",
      "range_of_shot            29133 non-null object\n",
      "team_name                29162 non-null object\n",
      "date_of_game             29147 non-null object\n",
      "home/away                29200 non-null object\n",
      "shot_id_number           29134 non-null float64\n",
      "lat/lng                  29132 non-null object\n",
      "type_of_shot             15417 non-null object\n",
      "type_of_combined_shot    15280 non-null object\n",
      "match_id                 30697 non-null int64\n",
      "team_id                  30697 non-null int64\n",
      "remaining_min.1          29162 non-null float64\n",
      "power_of_shot.1          29158 non-null float64\n",
      "knockout_match.1         29204 non-null float64\n",
      "remaining_sec.1          29158 non-null float64\n",
      "distance_of_shot.1       29129 non-null float64\n",
      "dtypes: float64(15), int64(2), object(10)\n",
      "memory usage: 6.6+ MB\n"
     ]
    }
   ],
   "source": [
    "# Glancing the null values and columns \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "match_event_id            1563\n",
       "location_x                1461\n",
       "location_y                1540\n",
       "remaining_min             1562\n",
       "power_of_shot             1486\n",
       "knockout_match            1517\n",
       "game_season               5862\n",
       "remaining_sec             1594\n",
       "distance_of_shot          1567\n",
       "is_goal                   6268\n",
       "area_of_shot              1502\n",
       "shot_basics               1575\n",
       "range_of_shot             1564\n",
       "team_name                 1535\n",
       "date_of_game              1550\n",
       "home/away                 1497\n",
       "shot_id_number            1563\n",
       "lat/lng                   1565\n",
       "type_of_shot             15280\n",
       "type_of_combined_shot    15417\n",
       "match_id                     0\n",
       "team_id                      0\n",
       "remaining_min.1           1535\n",
       "power_of_shot.1           1539\n",
       "knockout_match.1          1493\n",
       "remaining_sec.1           1539\n",
       "distance_of_shot.1        1568\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filling missing values in 'shot_id_number'\n",
    "df.shot_id_number=df.shot_id_number.interpolate(method='linear', limit_direction = 'forward')\n",
    "\n",
    "# Dropping irrelevent data\n",
    "df=df.drop(columns=[\"match_event_id\",\"match_id\", \"team_id\",\"team_name\",\"game_season\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hot-encoding & Treatment of Missing values \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As we can see that for game with label \"Man vs other_team\" (i.e) \"vs\" have same co-oordinates(i.e)(42.982923, -71.446094)\n",
    "# So, we can assume the rest matches with label \"Man @ other_team\" (i.e) \"@\" to be \"Away matches\"\n",
    "# Thus, we can fill the missing values of column \"home/away\"\n",
    "df[\"home/away\"]=df[\"home/away\"].apply(lambda x: \"HOME\" if \"vs\" in str(x) else x)\n",
    "df[\"home/away\"]=df[\"home/away\"].apply(lambda x: \"AWAY\" if \"@\" in str(x) else x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"lat/lng\"] = df[\"lat/lng\"].apply(lambda x: \"HOME\" if \"42.982923, -71.446094\" in str(x) else x)\n",
    "df[\"lat/lng\"] = df[\"lat/lng\"].apply(lambda x: \"AWAY\" if str(x)!=\"NaN\" and str(x)!=\"H\" else x)\n",
    "df[\"home/away\"] = df[\"home/away\"].fillna(df[\"lat/lng\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>remaining_min</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>remaining_sec</th>\n",
       "      <th>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>area_of_shot</th>\n",
       "      <th>shot_basics</th>\n",
       "      <th>...</th>\n",
       "      <th>date_of_game</th>\n",
       "      <th>home/away</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>type_of_shot</th>\n",
       "      <th>type_of_combined_shot</th>\n",
       "      <th>remaining_min.1</th>\n",
       "      <th>power_of_shot.1</th>\n",
       "      <th>knockout_match.1</th>\n",
       "      <th>remaining_sec.1</th>\n",
       "      <th>distance_of_shot.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>167.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>shot - 30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.608</td>\n",
       "      <td>54.2000</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>2.0</td>\n",
       "      <td>shot - 45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.800</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>shot - 25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.64</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>63.7216</td>\n",
       "      <td>54.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>122.608</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 1</td>\n",
       "      <td>42.64</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   location_x  location_y  remaining_min  power_of_shot  knockout_match  \\\n",
       "0       167.0        72.0           10.0            1.0             0.0   \n",
       "1      -157.0         0.0           10.0            1.0             0.0   \n",
       "2      -101.0       135.0            7.0            1.0             0.0   \n",
       "3       138.0       175.0            6.0            1.0             0.0   \n",
       "4         0.0         0.0            NaN            2.0             0.0   \n",
       "\n",
       "   remaining_sec  distance_of_shot  is_goal           area_of_shot  \\\n",
       "0           27.0              38.0      NaN          Right Side(R)   \n",
       "1           22.0              35.0      0.0           Left Side(L)   \n",
       "2           45.0              36.0      1.0   Left Side Center(LC)   \n",
       "3           52.0              42.0      0.0  Right Side Center(RC)   \n",
       "4           19.0              20.0      1.0              Center(C)   \n",
       "\n",
       "  shot_basics  ... date_of_game home/away shot_id_number  type_of_shot  \\\n",
       "0   Mid Range  ...   2000-10-31      AWAY            1.0     shot - 30   \n",
       "1   Mid Range  ...   2000-10-31      AWAY            2.0     shot - 45   \n",
       "2   Mid Range  ...   2000-10-31      AWAY            3.0     shot - 25   \n",
       "3   Mid Range  ...   2000-10-31      AWAY            4.0           NaN   \n",
       "4   Goal Area  ...   2000-10-31      AWAY            5.0           NaN   \n",
       "\n",
       "  type_of_combined_shot remaining_min.1  power_of_shot.1  knockout_match.1  \\\n",
       "0                   NaN           10.00              1.0            50.608   \n",
       "1                   NaN           10.00              1.0            28.800   \n",
       "2                   NaN           92.64              1.0             0.000   \n",
       "3              shot - 3             NaN              1.0           122.608   \n",
       "4              shot - 1           42.64              2.0             0.000   \n",
       "\n",
       "   remaining_sec.1  distance_of_shot.1  \n",
       "0          54.2000                38.0  \n",
       "1          22.0000                35.0  \n",
       "2          63.7216                54.4  \n",
       "3          52.0000                42.0  \n",
       "4          19.0000                20.0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Droping the non-useful columns\n",
    "df=df.drop(columns=[\"lat/lng\"])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deciding the age based on Cristiano Ronaldo's Birth date and \"date_of_game\"\n",
    "### Since, Cristiano Ronaldo is a huge personality, we can easily find his birth date, which is 5th Feb 1985"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filling the missing values using interpolation\n",
    "df.date_of_game=df.date_of_game.interpolate(method='pad', limit=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date_of_game'] = pd.to_datetime(df['date_of_game'], errors='coerce')\n",
    "df['Age'] = df['date_of_game'].apply(lambda x: str(x.year-1985))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>remaining_min</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>remaining_sec</th>\n",
       "      <th>distance_of_shot</th>\n",
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       "      <th>shot_basics</th>\n",
       "      <th>...</th>\n",
       "      <th>home/away</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>type_of_shot</th>\n",
       "      <th>type_of_combined_shot</th>\n",
       "      <th>remaining_min.1</th>\n",
       "      <th>power_of_shot.1</th>\n",
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       "      <th>remaining_sec.1</th>\n",
       "      <th>distance_of_shot.1</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>167.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>shot - 30</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>54.2000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>2.0</td>\n",
       "      <td>shot - 45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.800</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>shot - 25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.64</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>63.7216</td>\n",
       "      <td>54.4</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>...</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>122.608</td>\n",
       "      <td>52.0000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>...</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 1</td>\n",
       "      <td>42.64</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.0000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   location_x  location_y  remaining_min  power_of_shot  knockout_match  \\\n",
       "0       167.0        72.0           10.0            1.0             0.0   \n",
       "1      -157.0         0.0           10.0            1.0             0.0   \n",
       "2      -101.0       135.0            7.0            1.0             0.0   \n",
       "3       138.0       175.0            6.0            1.0             0.0   \n",
       "4         0.0         0.0            NaN            2.0             0.0   \n",
       "\n",
       "   remaining_sec  distance_of_shot  is_goal           area_of_shot  \\\n",
       "0           27.0              38.0      NaN          Right Side(R)   \n",
       "1           22.0              35.0      0.0           Left Side(L)   \n",
       "2           45.0              36.0      1.0   Left Side Center(LC)   \n",
       "3           52.0              42.0      0.0  Right Side Center(RC)   \n",
       "4           19.0              20.0      1.0              Center(C)   \n",
       "\n",
       "  shot_basics  ... home/away shot_id_number  type_of_shot  \\\n",
       "0   Mid Range  ...      AWAY            1.0     shot - 30   \n",
       "1   Mid Range  ...      AWAY            2.0     shot - 45   \n",
       "2   Mid Range  ...      AWAY            3.0     shot - 25   \n",
       "3   Mid Range  ...      AWAY            4.0           NaN   \n",
       "4   Goal Area  ...      AWAY            5.0           NaN   \n",
       "\n",
       "  type_of_combined_shot remaining_min.1  power_of_shot.1  knockout_match.1  \\\n",
       "0                   NaN           10.00              1.0            50.608   \n",
       "1                   NaN           10.00              1.0            28.800   \n",
       "2                   NaN           92.64              1.0             0.000   \n",
       "3              shot - 3             NaN              1.0           122.608   \n",
       "4              shot - 1           42.64              2.0             0.000   \n",
       "\n",
       "   remaining_sec.1  distance_of_shot.1  Age  \n",
       "0          54.2000                38.0   15  \n",
       "1          22.0000                35.0   15  \n",
       "2          63.7216                54.4   15  \n",
       "3          52.0000                42.0   15  \n",
       "4          19.0000                20.0   15  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Droping the non-useful columns\n",
    "df=df.drop(columns=[\"date_of_game\"])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Forming a single column \"rem_time\" which is nothing but addition of the \"remaining_min\" and \"remaining_sec\"\n",
    "# We fill the missing values in both columns using the duplicate versions of those columns that are given in the data set. \n",
    "# (i.e \"remaining_min.1\" & \"remaining_sec.1\")\n",
    "df[\"remaining_min\"]=df[\"remaining_min\"].fillna(df[\"remaining_min.1\"])\n",
    "df[\"remaining_sec\"]=df[\"remaining_sec\"].fillna(df[\"remaining_sec.1\"])\n",
    "\n",
    "df[\"rem_time\"] = df[\"remaining_min\"]+(df[\"remaining_sec\"] / 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>area_of_shot</th>\n",
       "      <th>shot_basics</th>\n",
       "      <th>range_of_shot</th>\n",
       "      <th>home/away</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>type_of_shot</th>\n",
       "      <th>type_of_combined_shot</th>\n",
       "      <th>power_of_shot.1</th>\n",
       "      <th>knockout_match.1</th>\n",
       "      <th>distance_of_shot.1</th>\n",
       "      <th>Age</th>\n",
       "      <th>rem_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>167.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>shot - 30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.608</td>\n",
       "      <td>38.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>2.0</td>\n",
       "      <td>shot - 45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.800</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>shot - 25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>54.4</td>\n",
       "      <td>15</td>\n",
       "      <td>7.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>122.608</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shot - 1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15</td>\n",
       "      <td>42.956667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   location_x  location_y  power_of_shot  knockout_match  distance_of_shot  \\\n",
       "0       167.0        72.0            1.0             0.0              38.0   \n",
       "1      -157.0         0.0            1.0             0.0              35.0   \n",
       "2      -101.0       135.0            1.0             0.0              36.0   \n",
       "3       138.0       175.0            1.0             0.0              42.0   \n",
       "4         0.0         0.0            2.0             0.0              20.0   \n",
       "\n",
       "   is_goal           area_of_shot shot_basics    range_of_shot home/away  \\\n",
       "0      NaN          Right Side(R)   Mid Range        16-24 ft.      AWAY   \n",
       "1      0.0           Left Side(L)   Mid Range         8-16 ft.      AWAY   \n",
       "2      1.0   Left Side Center(LC)   Mid Range        16-24 ft.      AWAY   \n",
       "3      0.0  Right Side Center(RC)   Mid Range        16-24 ft.      AWAY   \n",
       "4      1.0              Center(C)   Goal Area  Less Than 8 ft.      AWAY   \n",
       "\n",
       "   shot_id_number type_of_shot type_of_combined_shot  power_of_shot.1  \\\n",
       "0             1.0    shot - 30                   NaN              1.0   \n",
       "1             2.0    shot - 45                   NaN              1.0   \n",
       "2             3.0    shot - 25                   NaN              1.0   \n",
       "3             4.0          NaN              shot - 3              1.0   \n",
       "4             5.0          NaN              shot - 1              2.0   \n",
       "\n",
       "   knockout_match.1  distance_of_shot.1 Age   rem_time  \n",
       "0            50.608                38.0  15  10.450000  \n",
       "1            28.800                35.0  15  10.366667  \n",
       "2             0.000                54.4  15   7.750000  \n",
       "3           122.608                42.0  15   6.866667  \n",
       "4             0.000                20.0  15  42.956667  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Droping the non-useful columns\n",
    "df=df.drop(columns=[\"remaining_min.1\",\"remaining_sec.1\",\"remaining_min\",\"remaining_sec\"])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filling the missing data using the duplicate values provided in data set\n",
    "#### 1. distance_of_shot\n",
    "#### 2. power_of_shot\n",
    "#### 3. knockout_match\n",
    "#### 4. type_of_shot & type_of_combined_shot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"distance_of_shot\"]=df[\"distance_of_shot\"].fillna(df[\"distance_of_shot.1\"])\n",
    "df[\"power_of_shot\"]=df[\"power_of_shot\"].fillna(df[\"power_of_shot.1\"])\n",
    "df[\"knockout_match\"]=df[\"knockout_match\"].fillna(df[\"knockout_match.1\"])\n",
    "df[\"shot_type\"]=df[\"type_of_shot\"].fillna(df[\"type_of_combined_shot\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>area_of_shot</th>\n",
       "      <th>shot_basics</th>\n",
       "      <th>range_of_shot</th>\n",
       "      <th>home/away</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>Age</th>\n",
       "      <th>rem_time</th>\n",
       "      <th>shot_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>167.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.450000</td>\n",
       "      <td>shot - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.366667</td>\n",
       "      <td>shot - 45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.750000</td>\n",
       "      <td>shot - 25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.866667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "      <td>42.956667</td>\n",
       "      <td>shot - 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-145.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.533333</td>\n",
       "      <td>shot - 17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.866667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.083333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>shot - 36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-33.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-94.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.933333</td>\n",
       "      <td>shot - 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>121.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>13.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.150000</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-94.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.733333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-23.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>shot - 12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>192.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.179760</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-117.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOME</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.833333</td>\n",
       "      <td>shot - 6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>19.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.483333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.766667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>21.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.133333</td>\n",
       "      <td>shot - 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>134.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.066667</td>\n",
       "      <td>shot - 24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-16.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>23.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.950000</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-109.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>24.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.783333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-46.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.183333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>26.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>196.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.066667</td>\n",
       "      <td>shot - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-183.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>28.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>shot - 54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>85.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>29.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.316667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.366667</td>\n",
       "      <td>shot - 42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>40.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30668.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.550000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30668</th>\n",
       "      <td>-23.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30669.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.450000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30669</th>\n",
       "      <td>171.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30670.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>-74.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30671.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.566667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30672.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.850000</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>89.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30673.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.150000</td>\n",
       "      <td>shot - 33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30674.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.233333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>117.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30675.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.566667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30675</th>\n",
       "      <td>-134.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30676.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>-141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30677.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.616667</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30678.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30679.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.566667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30680.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.683333</td>\n",
       "      <td>shot - 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30680</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30681.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>shot - 49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>-18.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30682.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>shot - 17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30682</th>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30683.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.500000</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30684.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.850000</td>\n",
       "      <td>shot - 38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>-96.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30685.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.266667</td>\n",
       "      <td>shot - 37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>81.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>44.608</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30686.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.516667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30686</th>\n",
       "      <td>16.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30687.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.616667</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30688.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>shot - 54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>-126.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30689.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.116667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>-12.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mid Ground(MG)</td>\n",
       "      <td>Mid Ground Line</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30690.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>-113.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30691.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.616667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30692.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.066667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30692</th>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30693.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.083333</td>\n",
       "      <td>shot - 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30693</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30694.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.083333</td>\n",
       "      <td>shot - 49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>-134.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30695.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.466667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>31.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30696.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>shot - 26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30697.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>shot - 45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30697 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       location_x  location_y  power_of_shot  knockout_match  \\\n",
       "0           167.0        72.0            1.0           0.000   \n",
       "1          -157.0         0.0            1.0           0.000   \n",
       "2          -101.0       135.0            1.0           0.000   \n",
       "3           138.0       175.0            1.0           0.000   \n",
       "4             0.0         0.0            2.0           0.000   \n",
       "5          -145.0       -11.0            3.0           0.000   \n",
       "6             0.0         0.0            3.0           0.000   \n",
       "7             1.0        28.0            3.0           0.000   \n",
       "8           -65.0         NaN            3.0           0.000   \n",
       "9           -33.0         NaN            3.0           0.000   \n",
       "10          -94.0       238.0            3.0           0.000   \n",
       "11          121.0       127.0            1.0           0.000   \n",
       "12          -67.0         NaN            1.0           0.000   \n",
       "13          -94.0         4.0            1.0           0.000   \n",
       "14          -23.0        47.0            1.0           0.000   \n",
       "15            NaN       192.0            1.0           0.000   \n",
       "16            0.0         0.0            1.0           0.000   \n",
       "17         -117.0       226.0            2.0           0.000   \n",
       "18            NaN        97.0            3.0           0.000   \n",
       "19            0.0         0.0            3.0           0.000   \n",
       "20            3.0       144.0            3.0           0.000   \n",
       "21          134.0       127.0            3.0           0.000   \n",
       "22          -16.0       110.0            3.0           0.000   \n",
       "23         -109.0       150.0            3.0           0.000   \n",
       "24          -46.0        63.0            3.0           0.000   \n",
       "25            0.0         0.0            3.0           0.000   \n",
       "26            NaN       196.0            3.0           0.000   \n",
       "27         -183.0       186.0            3.0           0.000   \n",
       "28           85.0       173.0            4.0           0.000   \n",
       "29            3.0        87.0            4.0           0.000   \n",
       "...           ...         ...            ...             ...   \n",
       "30667        40.0       250.0            4.0           1.000   \n",
       "30668       -23.0       222.0            4.0           1.000   \n",
       "30669       171.0        53.0            4.0           1.000   \n",
       "30670       -74.0        16.0            1.0           1.000   \n",
       "30671         0.0         0.0            1.0           1.000   \n",
       "30672        89.0        55.0            1.0           1.000   \n",
       "30673       117.0         0.0            1.0           1.000   \n",
       "30674       117.0       216.0            1.0           1.000   \n",
       "30675      -134.0         NaN            1.0           1.000   \n",
       "30676      -141.0         0.0            1.0           1.000   \n",
       "30677         NaN       143.0            1.0           1.000   \n",
       "30678        14.0        16.0            2.0           1.000   \n",
       "30679         0.0         0.0            2.0           1.000   \n",
       "30680         0.0         0.0            2.0           1.000   \n",
       "30681       -18.0       261.0            2.0           1.000   \n",
       "30682         NaN        48.0            3.0           1.000   \n",
       "30683         1.0       216.0            3.0           1.000   \n",
       "30684       -96.0        89.0            3.0           1.000   \n",
       "30685        81.0       250.0            3.0          44.608   \n",
       "30686        16.0        93.0            3.0           1.000   \n",
       "30687        40.0       100.0            3.0           1.000   \n",
       "30688      -126.0        61.0            3.0           1.000   \n",
       "30689       -12.0       679.0            3.0           1.000   \n",
       "30690      -113.0       100.0            4.0           1.000   \n",
       "30691         0.0         0.0            4.0           1.000   \n",
       "30692         1.0        48.0            4.0           1.000   \n",
       "30693         0.0         0.0            4.0           1.000   \n",
       "30694      -134.0       166.0            4.0           1.000   \n",
       "30695        31.0       267.0            4.0           1.000   \n",
       "30696         1.0         NaN            4.0           1.000   \n",
       "\n",
       "       distance_of_shot  is_goal           area_of_shot      shot_basics  \\\n",
       "0                  38.0      NaN          Right Side(R)        Mid Range   \n",
       "1                  35.0      0.0           Left Side(L)        Mid Range   \n",
       "2                  36.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "3                  42.0      0.0  Right Side Center(RC)        Mid Range   \n",
       "4                  20.0      1.0              Center(C)        Goal Area   \n",
       "5                  34.0      0.0           Left Side(L)        Mid Range   \n",
       "6                  20.0      1.0              Center(C)        Goal Area   \n",
       "7                  22.0      NaN              Center(C)        Goal Area   \n",
       "8                  32.0      1.0           Left Side(L)        Goal Line   \n",
       "9                  32.0      0.0              Center(C)        Goal Line   \n",
       "10                 45.0      0.0   Left Side Center(LC)     Penalty Spot   \n",
       "11                 37.0      1.0  Right Side Center(RC)        Mid Range   \n",
       "12                 32.0      1.0           Left Side(L)        Goal Line   \n",
       "13                 29.0      0.0           Left Side(L)        Mid Range   \n",
       "14                 25.0      0.0              Center(C)        Goal Line   \n",
       "15                 40.0      0.0              Center(C)        Mid Range   \n",
       "16                 20.0      NaN                    NaN        Goal Area   \n",
       "17                 45.0      1.0   Left Side Center(LC)              NaN   \n",
       "18                 36.0      0.0   Left Side Center(LC)        Mid Range   \n",
       "19                 20.0      NaN              Center(C)              NaN   \n",
       "20                 34.0      0.0              Center(C)        Mid Range   \n",
       "21                 38.0      NaN  Right Side Center(RC)        Mid Range   \n",
       "22                 31.0      1.0              Center(C)        Goal Line   \n",
       "23                 38.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "24                 27.0      1.0              Center(C)        Goal Line   \n",
       "25                 20.0      0.0              Center(C)        Goal Area   \n",
       "26                 40.0      0.0              Center(C)        Mid Range   \n",
       "27                 46.0      0.0   Left Side Center(LC)     Penalty Spot   \n",
       "28                 39.0      0.0  Right Side Center(RC)        Mid Range   \n",
       "29                 28.0      0.0              Center(C)        Goal Line   \n",
       "...                 ...      ...                    ...              ...   \n",
       "30667              45.0      0.0              Center(C)     Penalty Spot   \n",
       "30668              42.0      NaN              Center(C)              NaN   \n",
       "30669              37.0      0.0                    NaN        Mid Range   \n",
       "30670              27.0      0.0              Center(C)        Goal Line   \n",
       "30671              20.0      0.0              Center(C)        Goal Area   \n",
       "30672              30.0      1.0          Right Side(R)        Mid Range   \n",
       "30673              31.0      0.0          Right Side(R)        Mid Range   \n",
       "30674              44.0      1.0  Right Side Center(RC)     Penalty Spot   \n",
       "30675              45.0      0.0   Left Side Center(LC)     Penalty Spot   \n",
       "30676              34.0      1.0           Left Side(L)        Mid Range   \n",
       "30677              38.0      0.0   Left Side Center(LC)        Mid Range   \n",
       "30678              22.0      0.0              Center(C)        Goal Area   \n",
       "30679              20.0      NaN              Center(C)        Goal Area   \n",
       "30680              20.0      NaN              Center(C)        Goal Area   \n",
       "30681              46.0      NaN              Center(C)     Penalty Spot   \n",
       "30682              28.0      NaN           Left Side(L)        Goal Line   \n",
       "30683              41.0      0.0              Center(C)        Mid Range   \n",
       "30684              33.0      0.0           Left Side(L)        Mid Range   \n",
       "30685              46.0      0.0              Center(C)     Penalty Spot   \n",
       "30686              29.0      NaN              Center(C)        Goal Line   \n",
       "30687              30.0      NaN              Center(C)        Goal Line   \n",
       "30688              33.0      1.0           Left Side(L)        Mid Range   \n",
       "30689              87.0      0.0         Mid Ground(MG)  Mid Ground Line   \n",
       "30690              35.0      0.0           Left Side(L)        Mid Range   \n",
       "30691              20.0      0.0              Center(C)        Goal Area   \n",
       "30692              24.0      0.0              Center(C)              NaN   \n",
       "30693              20.0      NaN              Center(C)        Goal Area   \n",
       "30694              41.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "30695              46.0      0.0              Center(C)     Penalty Spot   \n",
       "30696              27.0      0.0              Center(C)        Goal Line   \n",
       "\n",
       "         range_of_shot home/away  shot_id_number Age   rem_time  shot_type  \n",
       "0            16-24 ft.      AWAY             1.0  15  10.450000  shot - 30  \n",
       "1             8-16 ft.      AWAY             2.0  15  10.366667  shot - 45  \n",
       "2            16-24 ft.      AWAY             3.0  15   7.750000  shot - 25  \n",
       "3            16-24 ft.      AWAY             4.0  15   6.866667   shot - 3  \n",
       "4      Less Than 8 ft.      AWAY             5.0  15  42.956667   shot - 1  \n",
       "5             8-16 ft.      AWAY             6.0  15   9.533333  shot - 17  \n",
       "6      Less Than 8 ft.      AWAY             7.0  15   8.866667   shot - 4  \n",
       "7      Less Than 8 ft.      AWAY             8.0  15   8.083333   shot - 3  \n",
       "8             8-16 ft.      AWAY             9.0  15   6.200000  shot - 36  \n",
       "9             8-16 ft.      AWAY            10.0  15   3.600000  shot - 44  \n",
       "10             24+ ft.      AWAY            11.0  15   1.933333   shot - 7  \n",
       "11           16-24 ft.      HOME            12.0  15  11.000000   shot - 3  \n",
       "12            8-16 ft.      HOME            13.0  15   7.150000  shot - 44  \n",
       "13            8-16 ft.      HOME            14.0  15   2.733333   shot - 3  \n",
       "14     Less Than 8 ft.      HOME            15.0  15   1.266667  shot - 12  \n",
       "15           16-24 ft.      HOME            16.0  15   1.179760   shot - 3  \n",
       "16     Less Than 8 ft.      HOME            17.0  15   0.016667   shot - 4  \n",
       "17                 NaN      HOME            18.0  15   8.833333   shot - 6  \n",
       "18           16-24 ft.      HOME            19.0  15  11.483333   shot - 3  \n",
       "19     Less Than 8 ft.      HOME            20.0  15  10.766667   shot - 4  \n",
       "20            8-16 ft.      HOME            21.0  15  10.133333  shot - 20  \n",
       "21           16-24 ft.      HOME            22.0  15   9.066667  shot - 24  \n",
       "22            8-16 ft.      HOME            23.0  15   7.950000  shot - 44  \n",
       "23           16-24 ft.      HOME            24.0  15   5.783333   shot - 3  \n",
       "24     Less Than 8 ft.      HOME            25.0  15   5.183333   shot - 3  \n",
       "25     Less Than 8 ft.      HOME            26.0  15   2.600000   shot - 4  \n",
       "26           16-24 ft.      HOME            27.0  15   2.066667  shot - 30  \n",
       "27             24+ ft.      HOME            28.0  15   0.500000  shot - 54  \n",
       "28           16-24 ft.      HOME            29.0  15   8.316667   shot - 3  \n",
       "29            8-16 ft.      HOME            30.0  15   6.366667  shot - 42  \n",
       "...                ...       ...             ...  ..        ...        ...  \n",
       "30667          24+ ft.      AWAY         30668.0  15   9.550000   shot - 3  \n",
       "30668        16-24 ft.      AWAY         30669.0  15   7.450000   shot - 3  \n",
       "30669        16-24 ft.      AWAY         30670.0  15   3.800000   shot - 3  \n",
       "30670  Less Than 8 ft.      HOME         30671.0  15   9.566667   shot - 3  \n",
       "30671  Less Than 8 ft.      AWAY         30672.0  15   8.850000   shot - 4  \n",
       "30672         8-16 ft.      HOME         30673.0  15   8.150000  shot - 33  \n",
       "30673         8-16 ft.      HOME         30674.0  15   7.233333   shot - 3  \n",
       "30674          24+ ft.      HOME         30675.0  15   2.566667   shot - 3  \n",
       "30675          24+ ft.      HOME         30676.0  15   2.000000   shot - 3  \n",
       "30676         8-16 ft.      HOME         30677.0  15   0.616667  shot - 44  \n",
       "30677        16-24 ft.      HOME         30678.0  15   0.016667   shot - 3  \n",
       "30678  Less Than 8 ft.      HOME         30679.0  15   3.566667   shot - 4  \n",
       "30679  Less Than 8 ft.      HOME         30680.0  15   0.683333  shot - 39  \n",
       "30680  Less Than 8 ft.      HOME         30681.0  15   0.666667  shot - 49  \n",
       "30681          24+ ft.      HOME         30682.0  15   0.033333  shot - 17  \n",
       "30682         8-16 ft.      HOME         30683.0  15  11.500000  shot - 44  \n",
       "30683        16-24 ft.      HOME         30684.0  15  10.850000  shot - 38  \n",
       "30684         8-16 ft.      HOME         30685.0  15  10.266667  shot - 37  \n",
       "30685          24+ ft.      HOME         30686.0  15   7.516667   shot - 3  \n",
       "30686         8-16 ft.      HOME         30687.0  15   5.616667  shot - 44  \n",
       "30687         8-16 ft.      AWAY         30688.0  15   3.300000  shot - 54  \n",
       "30688         8-16 ft.      HOME         30689.0  15   1.116667   shot - 3  \n",
       "30689  Back Court Shot      HOME         30690.0  15   0.000000   shot - 3  \n",
       "30690         8-16 ft.      HOME         30691.0  15  11.616667   shot - 3  \n",
       "30691  Less Than 8 ft.      HOME         30692.0  15   7.066667   shot - 4  \n",
       "30692  Less Than 8 ft.      HOME         30693.0  15   6.083333   shot - 1  \n",
       "30693  Less Than 8 ft.      HOME         30694.0  15   6.083333  shot - 49  \n",
       "30694        16-24 ft.      HOME         30695.0  15   3.466667   shot - 3  \n",
       "30695              NaN      HOME         30696.0  15   2.166667  shot - 26  \n",
       "30696  Less Than 8 ft.      HOME         30697.0  15   0.650000  shot - 45  \n",
       "\n",
       "[30697 rows x 14 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Droping the non-useful columns\n",
    "df=df.drop(columns=[\"power_of_shot.1\",\"distance_of_shot.1\",\"knockout_match.1\",\n",
    "                    \"type_of_shot\",\"type_of_combined_shot\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30697, 14)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "location_x          1461\n",
       "location_y          1540\n",
       "power_of_shot         70\n",
       "knockout_match        74\n",
       "distance_of_shot      97\n",
       "is_goal             6268\n",
       "area_of_shot        1502\n",
       "shot_basics         1575\n",
       "range_of_shot       1564\n",
       "home/away              0\n",
       "shot_id_number         0\n",
       "Age                    0\n",
       "rem_time             158\n",
       "shot_type              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "location_x             0\n",
       "location_y             0\n",
       "power_of_shot          0\n",
       "knockout_match         0\n",
       "distance_of_shot       0\n",
       "is_goal             4813\n",
       "area_of_shot           0\n",
       "shot_basics            0\n",
       "range_of_shot          0\n",
       "home/away              0\n",
       "shot_id_number         0\n",
       "Age                    0\n",
       "rem_time               0\n",
       "shot_type              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.dropna(subset=['location_x','location_y','power_of_shot','knockout_match',\n",
    "                     'distance_of_shot','area_of_shot','shot_basics','range_of_shot',\n",
    "                     'rem_time'])\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>area_of_shot</th>\n",
       "      <th>shot_basics</th>\n",
       "      <th>range_of_shot</th>\n",
       "      <th>home/away</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>Age</th>\n",
       "      <th>rem_time</th>\n",
       "      <th>shot_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>167.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.450000</td>\n",
       "      <td>shot - 30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.366667</td>\n",
       "      <td>shot - 45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-101.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.750000</td>\n",
       "      <td>shot - 25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>138.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.866667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15</td>\n",
       "      <td>42.956667</td>\n",
       "      <td>shot - 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-145.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.533333</td>\n",
       "      <td>shot - 17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.866667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.083333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-94.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.933333</td>\n",
       "      <td>shot - 7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>121.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-94.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.733333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-23.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.266667</td>\n",
       "      <td>shot - 12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>21.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.133333</td>\n",
       "      <td>shot - 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>134.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.066667</td>\n",
       "      <td>shot - 24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-16.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>23.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.950000</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-109.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>24.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.783333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-46.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.183333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>26.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-183.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>28.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>shot - 54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>85.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>29.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.316667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.366667</td>\n",
       "      <td>shot - 42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>121.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>31.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>163.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>33.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.433333</td>\n",
       "      <td>shot - 34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>70.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.966667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.550000</td>\n",
       "      <td>shot - 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>91.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>39.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-27.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>40.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-176.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>41.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.200000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>42.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.216667</td>\n",
       "      <td>shot - 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>150.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>43.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.983333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30657</th>\n",
       "      <td>158.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30658.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.583333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30658</th>\n",
       "      <td>-44.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30659.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.983333</td>\n",
       "      <td>shot - 22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30659</th>\n",
       "      <td>-160.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30660.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.300000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30660</th>\n",
       "      <td>-14.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30661.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.733333</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30661</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30662.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.966667</td>\n",
       "      <td>shot - 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30664</th>\n",
       "      <td>33.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30665.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.016667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30665</th>\n",
       "      <td>-14.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30666.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.966667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30666</th>\n",
       "      <td>-81.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30667.0</td>\n",
       "      <td>15</td>\n",
       "      <td>4.066667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>40.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30668.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.550000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>-74.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30671.0</td>\n",
       "      <td>15</td>\n",
       "      <td>9.566667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30672.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.850000</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>89.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30673.0</td>\n",
       "      <td>15</td>\n",
       "      <td>8.150000</td>\n",
       "      <td>shot - 33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30674.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.233333</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>117.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30675.0</td>\n",
       "      <td>15</td>\n",
       "      <td>2.566667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>-141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30677.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.616667</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30679.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.566667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30680.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.683333</td>\n",
       "      <td>shot - 39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30680</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30681.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>shot - 49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>-18.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30682.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.033333</td>\n",
       "      <td>shot - 17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30684.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.850000</td>\n",
       "      <td>shot - 38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>-96.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30685.0</td>\n",
       "      <td>15</td>\n",
       "      <td>10.266667</td>\n",
       "      <td>shot - 37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>81.0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>44.608</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Penalty Spot</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30686.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.516667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30686</th>\n",
       "      <td>16.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30687.0</td>\n",
       "      <td>15</td>\n",
       "      <td>5.616667</td>\n",
       "      <td>shot - 44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>40.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Line</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>AWAY</td>\n",
       "      <td>30688.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>shot - 54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>-126.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30689.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.116667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>-12.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>87.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mid Ground(MG)</td>\n",
       "      <td>Mid Ground Line</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30690.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>-113.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30691.0</td>\n",
       "      <td>15</td>\n",
       "      <td>11.616667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30692.0</td>\n",
       "      <td>15</td>\n",
       "      <td>7.066667</td>\n",
       "      <td>shot - 4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30693</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Goal Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30694.0</td>\n",
       "      <td>15</td>\n",
       "      <td>6.083333</td>\n",
       "      <td>shot - 49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>-134.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>HOME</td>\n",
       "      <td>30695.0</td>\n",
       "      <td>15</td>\n",
       "      <td>3.466667</td>\n",
       "      <td>shot - 3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23482 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       location_x  location_y  power_of_shot  knockout_match  \\\n",
       "0           167.0        72.0            1.0           0.000   \n",
       "1          -157.0         0.0            1.0           0.000   \n",
       "2          -101.0       135.0            1.0           0.000   \n",
       "3           138.0       175.0            1.0           0.000   \n",
       "4             0.0         0.0            2.0           0.000   \n",
       "5          -145.0       -11.0            3.0           0.000   \n",
       "6             0.0         0.0            3.0           0.000   \n",
       "7             1.0        28.0            3.0           0.000   \n",
       "10          -94.0       238.0            3.0           0.000   \n",
       "11          121.0       127.0            1.0           0.000   \n",
       "13          -94.0         4.0            1.0           0.000   \n",
       "14          -23.0        47.0            1.0           0.000   \n",
       "20            3.0       144.0            3.0           0.000   \n",
       "21          134.0       127.0            3.0           0.000   \n",
       "22          -16.0       110.0            3.0           0.000   \n",
       "23         -109.0       150.0            3.0           0.000   \n",
       "24          -46.0        63.0            3.0           0.000   \n",
       "25            0.0         0.0            3.0           0.000   \n",
       "27         -183.0       186.0            3.0           0.000   \n",
       "28           85.0       173.0            4.0           0.000   \n",
       "29            3.0        87.0            4.0           0.000   \n",
       "30          121.0         4.0            4.0           0.000   \n",
       "32          163.0        76.0            1.0           0.000   \n",
       "33           70.0       194.0            1.0           0.000   \n",
       "34            1.0        19.0            1.0           0.000   \n",
       "38           91.0       184.0            2.0           0.000   \n",
       "39          -27.0       272.0            2.0           0.000   \n",
       "40         -176.0        66.0            3.0           0.000   \n",
       "41            7.0         4.0            3.0           0.000   \n",
       "42          150.0       133.0            3.0           0.000   \n",
       "...           ...         ...            ...             ...   \n",
       "30657       158.0       154.0            2.0           1.000   \n",
       "30658       -44.0       229.0            2.0           1.000   \n",
       "30659      -160.0        12.0            3.0           1.000   \n",
       "30660       -14.0        18.0            3.0           1.000   \n",
       "30661         0.0         0.0            3.0           1.000   \n",
       "30664        33.0        53.0            3.0           1.000   \n",
       "30665       -14.0        18.0            3.0           1.000   \n",
       "30666       -81.0       171.0            3.0           1.000   \n",
       "30667        40.0       250.0            4.0           1.000   \n",
       "30670       -74.0        16.0            1.0           1.000   \n",
       "30671         0.0         0.0            1.0           1.000   \n",
       "30672        89.0        55.0            1.0           1.000   \n",
       "30673       117.0         0.0            1.0           1.000   \n",
       "30674       117.0       216.0            1.0           1.000   \n",
       "30676      -141.0         0.0            1.0           1.000   \n",
       "30678        14.0        16.0            2.0           1.000   \n",
       "30679         0.0         0.0            2.0           1.000   \n",
       "30680         0.0         0.0            2.0           1.000   \n",
       "30681       -18.0       261.0            2.0           1.000   \n",
       "30683         1.0       216.0            3.0           1.000   \n",
       "30684       -96.0        89.0            3.0           1.000   \n",
       "30685        81.0       250.0            3.0          44.608   \n",
       "30686        16.0        93.0            3.0           1.000   \n",
       "30687        40.0       100.0            3.0           1.000   \n",
       "30688      -126.0        61.0            3.0           1.000   \n",
       "30689       -12.0       679.0            3.0           1.000   \n",
       "30690      -113.0       100.0            4.0           1.000   \n",
       "30691         0.0         0.0            4.0           1.000   \n",
       "30693         0.0         0.0            4.0           1.000   \n",
       "30694      -134.0       166.0            4.0           1.000   \n",
       "\n",
       "       distance_of_shot  is_goal           area_of_shot      shot_basics  \\\n",
       "0                  38.0      NaN          Right Side(R)        Mid Range   \n",
       "1                  35.0      0.0           Left Side(L)        Mid Range   \n",
       "2                  36.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "3                  42.0      0.0  Right Side Center(RC)        Mid Range   \n",
       "4                  20.0      1.0              Center(C)        Goal Area   \n",
       "5                  34.0      0.0           Left Side(L)        Mid Range   \n",
       "6                  20.0      1.0              Center(C)        Goal Area   \n",
       "7                  22.0      NaN              Center(C)        Goal Area   \n",
       "10                 45.0      0.0   Left Side Center(LC)     Penalty Spot   \n",
       "11                 37.0      1.0  Right Side Center(RC)        Mid Range   \n",
       "13                 29.0      0.0           Left Side(L)        Mid Range   \n",
       "14                 25.0      0.0              Center(C)        Goal Line   \n",
       "20                 34.0      0.0              Center(C)        Mid Range   \n",
       "21                 38.0      NaN  Right Side Center(RC)        Mid Range   \n",
       "22                 31.0      1.0              Center(C)        Goal Line   \n",
       "23                 38.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "24                 27.0      1.0              Center(C)        Goal Line   \n",
       "25                 20.0      0.0              Center(C)        Goal Area   \n",
       "27                 46.0      0.0   Left Side Center(LC)     Penalty Spot   \n",
       "28                 39.0      0.0  Right Side Center(RC)        Mid Range   \n",
       "29                 28.0      0.0              Center(C)        Goal Line   \n",
       "30                 32.0      1.0          Right Side(R)        Mid Range   \n",
       "32                 37.0      NaN          Right Side(R)        Mid Range   \n",
       "33                 40.0      NaN  Right Side Center(RC)        Mid Range   \n",
       "34                 21.0      NaN              Center(C)        Goal Area   \n",
       "38                 40.0      1.0  Right Side Center(RC)        Mid Range   \n",
       "39                 47.0      1.0              Center(C)     Penalty Spot   \n",
       "40                 38.0      0.0           Left Side(L)        Mid Range   \n",
       "41                 20.0      1.0              Center(C)        Goal Area   \n",
       "42                 40.0      1.0  Right Side Center(RC)        Mid Range   \n",
       "...                 ...      ...                    ...              ...   \n",
       "30657              42.0      1.0  Right Side Center(RC)        Mid Range   \n",
       "30658              43.0      0.0              Center(C)        Mid Range   \n",
       "30659              36.0      NaN           Left Side(L)        Mid Range   \n",
       "30660              22.0      0.0              Center(C)        Goal Area   \n",
       "30661              20.0      1.0              Center(C)        Goal Area   \n",
       "30664              26.0      NaN              Center(C)        Goal Line   \n",
       "30665              22.0      0.0              Center(C)        Goal Area   \n",
       "30666              38.0      0.0   Left Side Center(LC)        Mid Range   \n",
       "30667              45.0      0.0              Center(C)     Penalty Spot   \n",
       "30670              27.0      0.0              Center(C)        Goal Line   \n",
       "30671              20.0      0.0              Center(C)        Goal Area   \n",
       "30672              30.0      1.0          Right Side(R)        Mid Range   \n",
       "30673              31.0      0.0          Right Side(R)        Mid Range   \n",
       "30674              44.0      1.0  Right Side Center(RC)     Penalty Spot   \n",
       "30676              34.0      1.0           Left Side(L)        Mid Range   \n",
       "30678              22.0      0.0              Center(C)        Goal Area   \n",
       "30679              20.0      NaN              Center(C)        Goal Area   \n",
       "30680              20.0      NaN              Center(C)        Goal Area   \n",
       "30681              46.0      NaN              Center(C)     Penalty Spot   \n",
       "30683              41.0      0.0              Center(C)        Mid Range   \n",
       "30684              33.0      0.0           Left Side(L)        Mid Range   \n",
       "30685              46.0      0.0              Center(C)     Penalty Spot   \n",
       "30686              29.0      NaN              Center(C)        Goal Line   \n",
       "30687              30.0      NaN              Center(C)        Goal Line   \n",
       "30688              33.0      1.0           Left Side(L)        Mid Range   \n",
       "30689              87.0      0.0         Mid Ground(MG)  Mid Ground Line   \n",
       "30690              35.0      0.0           Left Side(L)        Mid Range   \n",
       "30691              20.0      0.0              Center(C)        Goal Area   \n",
       "30693              20.0      NaN              Center(C)        Goal Area   \n",
       "30694              41.0      1.0   Left Side Center(LC)        Mid Range   \n",
       "\n",
       "         range_of_shot home/away  shot_id_number Age   rem_time  shot_type  \n",
       "0            16-24 ft.      AWAY             1.0  15  10.450000  shot - 30  \n",
       "1             8-16 ft.      AWAY             2.0  15  10.366667  shot - 45  \n",
       "2            16-24 ft.      AWAY             3.0  15   7.750000  shot - 25  \n",
       "3            16-24 ft.      AWAY             4.0  15   6.866667   shot - 3  \n",
       "4      Less Than 8 ft.      AWAY             5.0  15  42.956667   shot - 1  \n",
       "5             8-16 ft.      AWAY             6.0  15   9.533333  shot - 17  \n",
       "6      Less Than 8 ft.      AWAY             7.0  15   8.866667   shot - 4  \n",
       "7      Less Than 8 ft.      AWAY             8.0  15   8.083333   shot - 3  \n",
       "10             24+ ft.      AWAY            11.0  15   1.933333   shot - 7  \n",
       "11           16-24 ft.      HOME            12.0  15  11.000000   shot - 3  \n",
       "13            8-16 ft.      HOME            14.0  15   2.733333   shot - 3  \n",
       "14     Less Than 8 ft.      HOME            15.0  15   1.266667  shot - 12  \n",
       "20            8-16 ft.      HOME            21.0  15  10.133333  shot - 20  \n",
       "21           16-24 ft.      HOME            22.0  15   9.066667  shot - 24  \n",
       "22            8-16 ft.      HOME            23.0  15   7.950000  shot - 44  \n",
       "23           16-24 ft.      HOME            24.0  15   5.783333   shot - 3  \n",
       "24     Less Than 8 ft.      HOME            25.0  15   5.183333   shot - 3  \n",
       "25     Less Than 8 ft.      HOME            26.0  15   2.600000   shot - 4  \n",
       "27             24+ ft.      HOME            28.0  15   0.500000  shot - 54  \n",
       "28           16-24 ft.      HOME            29.0  15   8.316667   shot - 3  \n",
       "29            8-16 ft.      HOME            30.0  15   6.366667  shot - 42  \n",
       "30            8-16 ft.      HOME            31.0  15   1.333333  shot - 44  \n",
       "32           16-24 ft.      AWAY            33.0  15  11.433333  shot - 34  \n",
       "33           16-24 ft.      AWAY            34.0  15  10.966667   shot - 3  \n",
       "34     Less Than 8 ft.      AWAY            35.0  15   7.550000  shot - 39  \n",
       "38           16-24 ft.      AWAY            39.0  15   3.500000   shot - 3  \n",
       "39             24+ ft.      AWAY            40.0  15   0.066667   shot - 3  \n",
       "40           16-24 ft.      AWAY            41.0  15  11.200000   shot - 3  \n",
       "41     Less Than 8 ft.      AWAY            42.0  15  10.216667  shot - 39  \n",
       "42           16-24 ft.      AWAY            43.0  15   8.983333   shot - 3  \n",
       "...                ...       ...             ...  ..        ...        ...  \n",
       "30657        16-24 ft.      AWAY         30658.0  15   8.583333   shot - 3  \n",
       "30658        16-24 ft.      AWAY         30659.0  15   2.983333  shot - 22  \n",
       "30659        16-24 ft.      AWAY         30660.0  15  11.300000   shot - 3  \n",
       "30660  Less Than 8 ft.      AWAY         30661.0  15  10.733333   shot - 4  \n",
       "30661  Less Than 8 ft.      AWAY         30662.0  15   9.966667   shot - 1  \n",
       "30664  Less Than 8 ft.      AWAY         30665.0  15   6.016667   shot - 3  \n",
       "30665  Less Than 8 ft.      AWAY         30666.0  15   5.966667   shot - 4  \n",
       "30666        16-24 ft.      AWAY         30667.0  15   4.066667   shot - 3  \n",
       "30667          24+ ft.      AWAY         30668.0  15   9.550000   shot - 3  \n",
       "30670  Less Than 8 ft.      HOME         30671.0  15   9.566667   shot - 3  \n",
       "30671  Less Than 8 ft.      AWAY         30672.0  15   8.850000   shot - 4  \n",
       "30672         8-16 ft.      HOME         30673.0  15   8.150000  shot - 33  \n",
       "30673         8-16 ft.      HOME         30674.0  15   7.233333   shot - 3  \n",
       "30674          24+ ft.      HOME         30675.0  15   2.566667   shot - 3  \n",
       "30676         8-16 ft.      HOME         30677.0  15   0.616667  shot - 44  \n",
       "30678  Less Than 8 ft.      HOME         30679.0  15   3.566667   shot - 4  \n",
       "30679  Less Than 8 ft.      HOME         30680.0  15   0.683333  shot - 39  \n",
       "30680  Less Than 8 ft.      HOME         30681.0  15   0.666667  shot - 49  \n",
       "30681          24+ ft.      HOME         30682.0  15   0.033333  shot - 17  \n",
       "30683        16-24 ft.      HOME         30684.0  15  10.850000  shot - 38  \n",
       "30684         8-16 ft.      HOME         30685.0  15  10.266667  shot - 37  \n",
       "30685          24+ ft.      HOME         30686.0  15   7.516667   shot - 3  \n",
       "30686         8-16 ft.      HOME         30687.0  15   5.616667  shot - 44  \n",
       "30687         8-16 ft.      AWAY         30688.0  15   3.300000  shot - 54  \n",
       "30688         8-16 ft.      HOME         30689.0  15   1.116667   shot - 3  \n",
       "30689  Back Court Shot      HOME         30690.0  15   0.000000   shot - 3  \n",
       "30690         8-16 ft.      HOME         30691.0  15  11.616667   shot - 3  \n",
       "30691  Less Than 8 ft.      HOME         30692.0  15   7.066667   shot - 4  \n",
       "30693  Less Than 8 ft.      HOME         30694.0  15   6.083333  shot - 49  \n",
       "30694        16-24 ft.      HOME         30695.0  15   3.466667   shot - 3  \n",
       "\n",
       "[23482 rows x 14 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We can see the index is not continous, ie Some values got removed while, removing the null rows\n",
    "# So, we reset the index\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23482, 14)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "location_x             0\n",
       "location_y             0\n",
       "power_of_shot          0\n",
       "knockout_match         0\n",
       "distance_of_shot       0\n",
       "is_goal             4813\n",
       "area_of_shot           0\n",
       "shot_basics            0\n",
       "range_of_shot          0\n",
       "home/away              0\n",
       "shot_id_number         0\n",
       "Age                    0\n",
       "rem_time               0\n",
       "shot_type              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Goal scored == 1\n",
      "Goal missed == 0\n"
     ]
    }
   ],
   "source": [
    "f,ax=plt.subplots(1,2,figsize=(12,6))\n",
    "df['is_goal'].value_counts().plot.pie(explode=[0,0.1],autopct='%1.1f%%',ax=ax[0],shadow=True)\n",
    "ax[0].set_title('Missed vs Scored')\n",
    "ax[0].set_ylabel('')\n",
    "sns.countplot('is_goal',data=df,ax=ax[1])\n",
    "ax[1].set_title('Missed vs Scored')\n",
    "plt.show()\n",
    "print(\"Goal scored == 1\\nGoal missed == 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "home/away  is_goal\n",
       "AWAY       0.0        5651\n",
       "           1.0        4410\n",
       "HOME       0.0        4661\n",
       "           1.0        3947\n",
       "Name: is_goal, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['home/away','is_goal'])['is_goal'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Goal scored == 1\n",
      "Goal missed == 0\n"
     ]
    }
   ],
   "source": [
    "f,ax=plt.subplots(1,figsize=(12,6))\n",
    "sns.countplot(df['home/away'],hue='is_goal',data=df,ax=ax)\n",
    "ax.set_title('Goals : Missed vs Scored at Home/Away')\n",
    "plt.show()\n",
    "print(\"Goal scored == 1\\nGoal missed == 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
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       "        }</style><table id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481\" ><thead>    <tr>        <th class=\"index_name level0\" >is_goal</th>        <th class=\"col_heading level0 col0\" >0.0</th>        <th class=\"col_heading level0 col1\" >1.0</th>        <th class=\"col_heading level0 col2\" >All</th>    </tr>    <tr>        <th class=\"index_name level0\" >Age</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row0\" class=\"row_heading level0 row0\" >11</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row0_col0\" class=\"data row0 col0\" >33</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row0_col1\" class=\"data row0 col1\" >19</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row0_col2\" class=\"data row0 col2\" >52</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row1\" class=\"row_heading level0 row1\" >12</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row1_col0\" class=\"data row1 col0\" >261</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row1_col1\" class=\"data row1 col1\" >191</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row1_col2\" class=\"data row1 col2\" >452</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row2\" class=\"row_heading level0 row2\" >13</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row2_col0\" class=\"data row2 col0\" >194</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row2_col1\" class=\"data row2 col1\" >147</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row2_col2\" class=\"data row2 col2\" >341</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row3\" class=\"row_heading level0 row3\" >14</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row3_col0\" class=\"data row3 col0\" >378</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row3_col1\" class=\"data row3 col1\" >331</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row3_col2\" class=\"data row3 col2\" >709</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row4\" class=\"row_heading level0 row4\" >15</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row4_col0\" class=\"data row4 col0\" >647</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row4_col1\" class=\"data row4 col1\" >589</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row4_col2\" class=\"data row4 col2\" >1236</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row5\" class=\"row_heading level0 row5\" >16</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row5_col0\" class=\"data row5 col0\" >540</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row5_col1\" class=\"data row5 col1\" >493</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row5_col2\" class=\"data row5 col2\" >1033</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row6\" class=\"row_heading level0 row6\" >17</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row6_col0\" class=\"data row6 col0\" >755</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row6_col1\" class=\"data row6 col1\" >605</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row6_col2\" class=\"data row6 col2\" >1360</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row7\" class=\"row_heading level0 row7\" >18</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row7_col0\" class=\"data row7 col0\" >660</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row7_col1\" class=\"data row7 col1\" >516</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row7_col2\" class=\"data row7 col2\" >1176</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row8\" class=\"row_heading level0 row8\" >19</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row8_col0\" class=\"data row8 col0\" >628</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row8_col1\" class=\"data row8 col1\" >466</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row8_col2\" class=\"data row8 col2\" >1094</td>\n",
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       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row9\" class=\"row_heading level0 row9\" >20</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row9_col0\" class=\"data row9 col0\" >497</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row9_col1\" class=\"data row9 col1\" >411</td>\n",
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       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row10\" class=\"row_heading level0 row10\" >21</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row10_col0\" class=\"data row10 col0\" >679</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row10_col1\" class=\"data row10 col1\" >582</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row10_col2\" class=\"data row10 col2\" >1261</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row11\" class=\"row_heading level0 row11\" >22</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row11_col0\" class=\"data row11 col0\" >674</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row11_col1\" class=\"data row11 col1\" >537</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row11_col2\" class=\"data row11 col2\" >1211</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row12\" class=\"row_heading level0 row12\" >23</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row12_col0\" class=\"data row12 col0\" >682</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row12_col1\" class=\"data row12 col1\" >632</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row12_col2\" class=\"data row12 col2\" >1314</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row13\" class=\"row_heading level0 row13\" >24</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row13_col0\" class=\"data row13 col0\" >749</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row13_col1\" class=\"data row13 col1\" >674</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row13_col2\" class=\"data row13 col2\" >1423</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row14\" class=\"row_heading level0 row14\" >25</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row14_col0\" class=\"data row14 col0\" >677</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row14_col1\" class=\"data row14 col1\" >514</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row14_col2\" class=\"data row14 col2\" >1191</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row15\" class=\"row_heading level0 row15\" >26</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row15_col0\" class=\"data row15 col0\" >427</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row15_col1\" class=\"data row15 col1\" >357</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row15_col2\" class=\"data row15 col2\" >784</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row16\" class=\"row_heading level0 row16\" >27</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row16_col0\" class=\"data row16 col0\" >772</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row16_col1\" class=\"data row16 col1\" >608</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row16_col2\" class=\"data row16 col2\" >1380</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row17\" class=\"row_heading level0 row17\" >28</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row17_col0\" class=\"data row17 col0\" >347</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row17_col1\" class=\"data row17 col1\" >281</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row17_col2\" class=\"data row17 col2\" >628</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row18\" class=\"row_heading level0 row18\" >29</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row18_col0\" class=\"data row18 col0\" >241</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row18_col1\" class=\"data row18 col1\" >142</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row18_col2\" class=\"data row18 col2\" >383</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row19\" class=\"row_heading level0 row19\" >30</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row19_col0\" class=\"data row19 col0\" >237</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row19_col1\" class=\"data row19 col1\" >126</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row19_col2\" class=\"data row19 col2\" >363</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row20\" class=\"row_heading level0 row20\" >31</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row20_col0\" class=\"data row20 col0\" >234</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row20_col1\" class=\"data row20 col1\" >133</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row20_col2\" class=\"data row20 col2\" >367</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row21\" class=\"row_heading level0 row21\" >nan</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row21_col0\" class=\"data row21 col0\" >0</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row21_col1\" class=\"data row21 col1\" >3</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row21_col2\" class=\"data row21 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481level0_row22\" class=\"row_heading level0 row22\" >All</th>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row22_col0\" class=\"data row22 col0\" >10312</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row22_col1\" class=\"data row22 col1\" >8357</td>\n",
       "                        <td id=\"T_0c831c08_ec2e_11e9_a726_e86a6478d481row22_col2\" class=\"data row22 col2\" >18669</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x17461671358>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(df.Age,df.is_goal,margins=True).style.background_gradient(cmap='summer_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Goal scored == 1\n",
      "Goal missed == 0\n"
     ]
    }
   ],
   "source": [
    "f,ax=plt.subplots(1,figsize=(10,6))\n",
    "df['Age'].value_counts().plot.bar(color=['#CD7F32','#FFDF00','#D3D3D3'],ax=ax)\n",
    "ax.set_title('Number Of shots taken at goal at certain Age')\n",
    "ax.set_ylabel('Count')\n",
    "\n",
    "f,ax=plt.subplots(1,figsize=(10,6))\n",
    "sns.countplot('Age',hue='is_goal',data=df,ax=ax)\n",
    "ax.set_title('Age: Missed vs Scored')\n",
    "plt.show()\n",
    "print(\"Goal scored == 1\\nGoal missed == 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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       "            color:  #f1f1f1;\n",
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       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col21 {\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col22 {\n",
       "            background-color:  #008066;\n",
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       "        }</style><table id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481\" ><thead>    <tr>        <th class=\"blank\" ></th>        <th class=\"index_name level0\" >Age</th>        <th class=\"col_heading level0 col0\" >11</th>        <th class=\"col_heading level0 col1\" >12</th>        <th class=\"col_heading level0 col2\" >13</th>        <th class=\"col_heading level0 col3\" >14</th>        <th class=\"col_heading level0 col4\" >15</th>        <th class=\"col_heading level0 col5\" >16</th>        <th class=\"col_heading level0 col6\" >17</th>        <th class=\"col_heading level0 col7\" >18</th>        <th class=\"col_heading level0 col8\" >19</th>        <th class=\"col_heading level0 col9\" >20</th>        <th class=\"col_heading level0 col10\" >21</th>        <th class=\"col_heading level0 col11\" >22</th>        <th class=\"col_heading level0 col12\" >23</th>        <th class=\"col_heading level0 col13\" >24</th>        <th class=\"col_heading level0 col14\" >25</th>        <th class=\"col_heading level0 col15\" >26</th>        <th class=\"col_heading level0 col16\" >27</th>        <th class=\"col_heading level0 col17\" >28</th>        <th class=\"col_heading level0 col18\" >29</th>        <th class=\"col_heading level0 col19\" >30</th>        <th class=\"col_heading level0 col20\" >31</th>        <th class=\"col_heading level0 col21\" >nan</th>        <th class=\"col_heading level0 col22\" >All</th>    </tr>    <tr>        <th class=\"index_name level0\" >home/away</th>        <th class=\"index_name level1\" >is_goal</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level0_row0\" class=\"row_heading level0 row0\" rowspan=2>AWAY</th>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level1_row0\" class=\"row_heading level1 row0\" >0.0</th>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col0\" class=\"data row0 col0\" >22</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col1\" class=\"data row0 col1\" >133</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col2\" class=\"data row0 col2\" >104</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col3\" class=\"data row0 col3\" >207</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col4\" class=\"data row0 col4\" >343</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col5\" class=\"data row0 col5\" >272</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col6\" class=\"data row0 col6\" >471</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col7\" class=\"data row0 col7\" >350</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col8\" class=\"data row0 col8\" >304</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col9\" class=\"data row0 col9\" >293</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col10\" class=\"data row0 col10\" >365</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col11\" class=\"data row0 col11\" >364</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col12\" class=\"data row0 col12\" >375</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col13\" class=\"data row0 col13\" >404</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col14\" class=\"data row0 col14\" >396</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col15\" class=\"data row0 col15\" >209</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col16\" class=\"data row0 col16\" >430</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col17\" class=\"data row0 col17\" >203</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col18\" class=\"data row0 col18\" >139</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col19\" class=\"data row0 col19\" >149</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col20\" class=\"data row0 col20\" >118</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row0_col22\" class=\"data row0 col22\" >5651</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level1_row1\" class=\"row_heading level1 row1\" >1.0</th>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col0\" class=\"data row1 col0\" >15</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col1\" class=\"data row1 col1\" >101</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col2\" class=\"data row1 col2\" >74</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col3\" class=\"data row1 col3\" >169</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col4\" class=\"data row1 col4\" >318</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col5\" class=\"data row1 col5\" >241</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col6\" class=\"data row1 col6\" >347</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col7\" class=\"data row1 col7\" >268</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col8\" class=\"data row1 col8\" >232</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col9\" class=\"data row1 col9\" >239</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col10\" class=\"data row1 col10\" >297</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col11\" class=\"data row1 col11\" >268</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col12\" class=\"data row1 col12\" >337</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col13\" class=\"data row1 col13\" >335</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col14\" class=\"data row1 col14\" >320</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col15\" class=\"data row1 col15\" >164</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col16\" class=\"data row1 col16\" >306</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col17\" class=\"data row1 col17\" >168</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col18\" class=\"data row1 col18\" >81</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col19\" class=\"data row1 col19\" >75</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col20\" class=\"data row1 col20\" >54</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col21\" class=\"data row1 col21\" >1</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row1_col22\" class=\"data row1 col22\" >4410</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level0_row2\" class=\"row_heading level0 row2\" rowspan=2>HOME</th>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level1_row2\" class=\"row_heading level1 row2\" >0.0</th>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col0\" class=\"data row2 col0\" >11</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col1\" class=\"data row2 col1\" >128</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col2\" class=\"data row2 col2\" >90</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col3\" class=\"data row2 col3\" >171</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col4\" class=\"data row2 col4\" >304</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col5\" class=\"data row2 col5\" >268</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col6\" class=\"data row2 col6\" >284</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col7\" class=\"data row2 col7\" >310</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col8\" class=\"data row2 col8\" >324</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col9\" class=\"data row2 col9\" >204</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col10\" class=\"data row2 col10\" >314</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col11\" class=\"data row2 col11\" >310</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col12\" class=\"data row2 col12\" >307</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col13\" class=\"data row2 col13\" >345</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col14\" class=\"data row2 col14\" >281</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col15\" class=\"data row2 col15\" >218</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col16\" class=\"data row2 col16\" >342</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col17\" class=\"data row2 col17\" >144</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col18\" class=\"data row2 col18\" >102</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col19\" class=\"data row2 col19\" >88</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col20\" class=\"data row2 col20\" >116</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row2_col22\" class=\"data row2 col22\" >4661</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level1_row3\" class=\"row_heading level1 row3\" >1.0</th>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col0\" class=\"data row3 col0\" >4</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col1\" class=\"data row3 col1\" >90</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col2\" class=\"data row3 col2\" >73</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col3\" class=\"data row3 col3\" >162</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col4\" class=\"data row3 col4\" >271</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col5\" class=\"data row3 col5\" >252</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col6\" class=\"data row3 col6\" >258</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col7\" class=\"data row3 col7\" >248</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col8\" class=\"data row3 col8\" >234</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col9\" class=\"data row3 col9\" >172</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col10\" class=\"data row3 col10\" >285</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col11\" class=\"data row3 col11\" >269</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col12\" class=\"data row3 col12\" >295</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col13\" class=\"data row3 col13\" >339</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col14\" class=\"data row3 col14\" >194</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col15\" class=\"data row3 col15\" >193</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col16\" class=\"data row3 col16\" >302</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col17\" class=\"data row3 col17\" >113</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col18\" class=\"data row3 col18\" >61</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col19\" class=\"data row3 col19\" >51</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col20\" class=\"data row3 col20\" >79</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col21\" class=\"data row3 col21\" >2</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row3_col22\" class=\"data row3 col22\" >3947</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level0_row4\" class=\"row_heading level0 row4\" >All</th>\n",
       "                        <th id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481level1_row4\" class=\"row_heading level1 row4\" ></th>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col0\" class=\"data row4 col0\" >52</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col1\" class=\"data row4 col1\" >452</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col2\" class=\"data row4 col2\" >341</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col3\" class=\"data row4 col3\" >709</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col4\" class=\"data row4 col4\" >1236</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col5\" class=\"data row4 col5\" >1033</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col6\" class=\"data row4 col6\" >1360</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col7\" class=\"data row4 col7\" >1176</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col8\" class=\"data row4 col8\" >1094</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col9\" class=\"data row4 col9\" >908</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col10\" class=\"data row4 col10\" >1261</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col11\" class=\"data row4 col11\" >1211</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col12\" class=\"data row4 col12\" >1314</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col13\" class=\"data row4 col13\" >1423</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col14\" class=\"data row4 col14\" >1191</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col15\" class=\"data row4 col15\" >784</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col16\" class=\"data row4 col16\" >1380</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col17\" class=\"data row4 col17\" >628</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col18\" class=\"data row4 col18\" >383</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col19\" class=\"data row4 col19\" >363</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col20\" class=\"data row4 col20\" >367</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col21\" class=\"data row4 col21\" >3</td>\n",
       "                        <td id=\"T_22640430_ec2e_11e9_ad91_e86a6478d481row4_col22\" class=\"data row4 col22\" >18669</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1745be9c208>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab([df['home/away'],df['is_goal']],df.Age,margins=True).style.background_gradient(cmap='summer_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seperating the train/test set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But we need to extract the rows in column-\"is_goal\" with the value 'NaN',\n",
    "We need to predict the output of our system on this extracted rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We seperate the cleaned data into training set and test set\n",
    "test_set=pd.DataFrame()\n",
    "train_set=pd.DataFrame()\n",
    "\n",
    "for i in range(0,df.shape[0]):\n",
    "    if pd.isnull(df.is_goal[i])==True:\n",
    "        test_set=test_set.append(df.iloc[i])   \n",
    "    else:\n",
    "        train_set=train_set.append(df.iloc[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18669, 14)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4813, 14)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_set.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hot-Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_set = train_set.sample(frac=1, random_state=1337).reset_index(drop=True) \n",
    "train_set = pd.get_dummies(train_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_set = test_set.sample(frac=1, random_state=1337).reset_index(drop=True) \n",
    "test_set = pd.get_dummies(test_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing Training and cross-validation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>distance_of_shot</th>\n",
       "      <th>is_goal</th>\n",
       "      <th>knockout_match</th>\n",
       "      <th>location_x</th>\n",
       "      <th>location_y</th>\n",
       "      <th>power_of_shot</th>\n",
       "      <th>rem_time</th>\n",
       "      <th>shot_id_number</th>\n",
       "      <th>Age_11</th>\n",
       "      <th>Age_12</th>\n",
       "      <th>...</th>\n",
       "      <th>shot_type_shot - 51</th>\n",
       "      <th>shot_type_shot - 52</th>\n",
       "      <th>shot_type_shot - 53</th>\n",
       "      <th>shot_type_shot - 54</th>\n",
       "      <th>shot_type_shot - 55</th>\n",
       "      <th>shot_type_shot - 56</th>\n",
       "      <th>shot_type_shot - 6</th>\n",
       "      <th>shot_type_shot - 7</th>\n",
       "      <th>shot_type_shot - 8</th>\n",
       "      <th>shot_type_shot - 9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>39.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.650000</td>\n",
       "      <td>13425.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.516667</td>\n",
       "      <td>6205.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>47.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.116667</td>\n",
       "      <td>24174.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>30378.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.833333</td>\n",
       "      <td>15212.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 107 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   distance_of_shot  is_goal  knockout_match  location_x  location_y  \\\n",
       "0              39.0      1.0             0.0       102.0       167.0   \n",
       "1              20.0      0.0             0.0         0.0         0.0   \n",
       "2              47.0      0.0             0.0        53.0       267.0   \n",
       "3              22.0      1.0             1.0        25.0        -1.0   \n",
       "4              28.0      0.0             0.0        72.0        50.0   \n",
       "\n",
       "   power_of_shot  rem_time  shot_id_number  Age_11  Age_12  ...  \\\n",
       "0            4.0  7.650000         13425.0       0       0  ...   \n",
       "1            6.0  3.516667          6205.0       0       0  ...   \n",
       "2            4.0  8.116667         24174.0       0       0  ...   \n",
       "3            2.0  9.000000         30378.0       0       0  ...   \n",
       "4            4.0  9.833333         15212.0       0       0  ...   \n",
       "\n",
       "   shot_type_shot - 51  shot_type_shot - 52  shot_type_shot - 53  \\\n",
       "0                    0                    0                    0   \n",
       "1                    0                    0                    0   \n",
       "2                    0                    0                    0   \n",
       "3                    0                    0                    0   \n",
       "4                    0                    0                    0   \n",
       "\n",
       "   shot_type_shot - 54  shot_type_shot - 55  shot_type_shot - 56  \\\n",
       "0                    0                    0                    0   \n",
       "1                    0                    0                    0   \n",
       "2                    0                    0                    0   \n",
       "3                    0                    0                    0   \n",
       "4                    0                    0                    0   \n",
       "\n",
       "   shot_type_shot - 6  shot_type_shot - 7  shot_type_shot - 8  \\\n",
       "0                   0                   0                   0   \n",
       "1                   0                   0                   0   \n",
       "2                   0                   0                   0   \n",
       "3                   0                   0                   0   \n",
       "4                   0                   0                   0   \n",
       "\n",
       "   shot_type_shot - 9  \n",
       "0                   0  \n",
       "1                   0  \n",
       "2                   0  \n",
       "3                   0  \n",
       "4                   0  \n",
       "\n",
       "[5 rows x 107 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[39.,  1.,  0., ...,  0.,  0.,  0.],\n",
       "       [20.,  0.,  0., ...,  0.,  0.,  0.],\n",
       "       [47.,  0.,  0., ...,  0.,  0.,  0.],\n",
       "       ...,\n",
       "       [20.,  1.,  0., ...,  0.,  0.,  0.],\n",
       "       [24.,  1.,  0., ...,  0.,  0.,  0.],\n",
       "       [39.,  0.,  0., ...,  0.,  0.,  0.]])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset=train_set.values\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 39.,   1., 102., ...,   0.,   0.,   0.],\n",
       "       [ 20.,   0.,   0., ...,   0.,   0.,   0.],\n",
       "       [ 47.,   0.,  53., ...,   0.,   0.,   0.],\n",
       "       ...,\n",
       "       [ 20.,   1.,   0., ...,   0.,   0.,   0.],\n",
       "       [ 24.,   1., -44., ...,   0.,   0.,   0.],\n",
       "       [ 39.,   0., 117., ...,   0.,   0.,   0.]])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X=np.delete(dataset,2,axis=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 0., 0., 0.])"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y=dataset[:,2]\n",
    "Y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "min_max_scaler = preprocessing.MinMaxScaler()\n",
    "X_scale = min_max_scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.28372057, 1.        , 0.70682731, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.10160264, 0.        , 0.50200803, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.36040181, 0.        , 0.60843373, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.10160264, 1.        , 0.50200803, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.13994326, 1.        , 0.41365462, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.28372057, 0.        , 0.73694779, ..., 0.        , 0.        ,\n",
       "        0.        ]])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(13068, 106) (2800, 106) (2801, 106) (13068,) (2800,) (2801,)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_val_and_test, Y_train, Y_val_and_test = train_test_split(X_scale, Y, test_size=0.3)\n",
    "X_val, X_test, Y_val, Y_test = train_test_split(X_val_and_test, Y_val_and_test, test_size=0.5)\n",
    "print(X_train.shape, X_val.shape, X_test.shape, Y_train.shape, Y_val.shape, Y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building and Training our Neural Network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first thing we have to do is to set up the architecture. Let’s first think about what kind of neural network architecture we want.\n",
    "\n",
    "         Neural network architecture that we will use for our problem\n",
    "![](1.png)\n",
    "\n",
    "\n",
    "In words, we want to have these layers:\n",
    "\n",
    "* Hidden layer 1: 32 neurons, ReLU activation\n",
    "* Hidden layer 2: 32 neurons, ReLU activation\n",
    "* Output Layer: 1 neuron, Sigmoid activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First Step: Setting up the Architecture\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential([    \n",
    "    Dense(64, activation='relu', input_shape=(106,)),    \n",
    "    Dense(64, activation='relu'),   \n",
    "    Dense(1, activation='sigmoid'),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Second Step: Filling in the best numbers\n",
    "model.compile(optimizer='sgd', \n",
    "              loss='binary_crossentropy', \n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 13068 samples, validate on 2800 samples\n",
      "Epoch 1/10\n",
      "13068/13068 [==============================] - 1s 73us/step - loss: 0.3956 - accuracy: 0.1472 - val_loss: 0.7162 - val_accuracy: 0.1421\n",
      "Epoch 2/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: 0.2022 - accuracy: 0.1449 - val_loss: 0.8734 - val_accuracy: 0.1421\n",
      "Epoch 3/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: -0.0934 - accuracy: 0.1488 - val_loss: 1.4619 - val_accuracy: 0.1446\n",
      "Epoch 4/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: -1.1584 - accuracy: 0.1747 - val_loss: 10.8335 - val_accuracy: 0.1421\n",
      "Epoch 5/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: 0.7081 - accuracy: 0.2118 - val_loss: 23.0301 - val_accuracy: 0.3646\n",
      "Epoch 6/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: 25.1314 - accuracy: 0.2933 - val_loss: 38.5815 - val_accuracy: 0.1421\n",
      "Epoch 7/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: 361.5299 - accuracy: 0.1664 - val_loss: 25.9502 - val_accuracy: 0.1421\n",
      "Epoch 8/10\n",
      "13068/13068 [==============================] - 1s 57us/step - loss: 3092.3429 - accuracy: 0.1489 - val_loss: 0.6749 - val_accuracy: 0.1421\n",
      "Epoch 9/10\n",
      "13068/13068 [==============================] - 1s 56us/step - loss: 0.3339 - accuracy: 0.1614 - val_loss: 0.7440 - val_accuracy: 0.1421\n",
      "Epoch 10/10\n",
      "13068/13068 [==============================] - 1s 57us/step - loss: 0.2918 - accuracy: 0.1449 - val_loss: 0.7843 - val_accuracy: 0.1421\n"
     ]
    }
   ],
   "source": [
    "hist = model.fit(X_train, Y_train,          \n",
    "                 batch_size=50, epochs=10,\n",
    "                 validation_data=(X_val, Y_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2801/2801 [==============================] - 0s 45us/step\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.14530524611473083"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(X_test, Y_test)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(hist.history['loss'])\n",
    "plt.plot(hist.history['val_loss'])\n",
    "plt.title('Model loss')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.legend(['Train', 'Val'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}