code.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": 132,
   "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": 133,
   "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>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": 133,
     "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": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30697, 27)"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": true
   },
   "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": 136,
   "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": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "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')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 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 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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": 140,
   "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": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\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": 141,
     "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": 142,
   "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": 143,
   "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": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
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       "  <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",
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       "      <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",
       "      <th>knockout_match.1</th>\n",
       "      <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>1.0</td>\n",
       "      <td>50.608</td>\n",
       "      <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": 144,
     "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": 145,
   "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": 146,
   "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": 146,
     "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": 148,
   "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": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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": 149,
     "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": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(30697, 14)"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "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": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for null values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "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": 152,
     "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": 153,
   "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": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "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": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23482, 14)"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "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": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "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": 158,
   "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": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['home/away','is_goal'])['is_goal'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "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": 160,
   "metadata": {},
   "outputs": [
    {
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       "        }</style><table id=\"T_529cf02c_ac10_11e9_8826_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_529cf02c_ac10_11e9_8826_e86a6478d481level0_row0\" class=\"row_heading level0 row0\" >11</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row0_col0\" class=\"data row0 col0\" >33</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row0_col1\" class=\"data row0 col1\" >19</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row0_col2\" class=\"data row0 col2\" >52</td>\n",
       "            </tr>\n",
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       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row1\" class=\"row_heading level0 row1\" >12</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row1_col0\" class=\"data row1 col0\" >261</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row1_col1\" class=\"data row1 col1\" >191</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row1_col2\" class=\"data row1 col2\" >452</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row2\" class=\"row_heading level0 row2\" >13</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row2_col0\" class=\"data row2 col0\" >194</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row2_col1\" class=\"data row2 col1\" >147</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row2_col2\" class=\"data row2 col2\" >341</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row3\" class=\"row_heading level0 row3\" >14</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row3_col0\" class=\"data row3 col0\" >378</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row3_col1\" class=\"data row3 col1\" >331</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row3_col2\" class=\"data row3 col2\" >709</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row4\" class=\"row_heading level0 row4\" >15</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row4_col0\" class=\"data row4 col0\" >647</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row4_col1\" class=\"data row4 col1\" >589</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row4_col2\" class=\"data row4 col2\" >1236</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row5\" class=\"row_heading level0 row5\" >16</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row5_col0\" class=\"data row5 col0\" >540</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row5_col1\" class=\"data row5 col1\" >493</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row5_col2\" class=\"data row5 col2\" >1033</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row6\" class=\"row_heading level0 row6\" >17</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row6_col0\" class=\"data row6 col0\" >755</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row6_col1\" class=\"data row6 col1\" >605</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row6_col2\" class=\"data row6 col2\" >1360</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row7\" class=\"row_heading level0 row7\" >18</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row7_col0\" class=\"data row7 col0\" >660</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row7_col1\" class=\"data row7 col1\" >516</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row7_col2\" class=\"data row7 col2\" >1176</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row8\" class=\"row_heading level0 row8\" >19</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row8_col0\" class=\"data row8 col0\" >628</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row8_col1\" class=\"data row8 col1\" >466</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row8_col2\" class=\"data row8 col2\" >1094</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row9\" class=\"row_heading level0 row9\" >20</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row9_col0\" class=\"data row9 col0\" >497</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row9_col1\" class=\"data row9 col1\" >411</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row9_col2\" class=\"data row9 col2\" >908</td>\n",
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       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row10\" class=\"row_heading level0 row10\" >21</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row10_col0\" class=\"data row10 col0\" >679</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row10_col1\" class=\"data row10 col1\" >582</td>\n",
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       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row11\" class=\"row_heading level0 row11\" >22</th>\n",
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       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row11_col1\" class=\"data row11 col1\" >537</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row11_col2\" class=\"data row11 col2\" >1211</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row12\" class=\"row_heading level0 row12\" >23</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row12_col0\" class=\"data row12 col0\" >682</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row12_col1\" class=\"data row12 col1\" >632</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row12_col2\" class=\"data row12 col2\" >1314</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row13\" class=\"row_heading level0 row13\" >24</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row13_col0\" class=\"data row13 col0\" >749</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row13_col1\" class=\"data row13 col1\" >674</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row13_col2\" class=\"data row13 col2\" >1423</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row14\" class=\"row_heading level0 row14\" >25</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row14_col0\" class=\"data row14 col0\" >677</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row14_col1\" class=\"data row14 col1\" >514</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row14_col2\" class=\"data row14 col2\" >1191</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row15\" class=\"row_heading level0 row15\" >26</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row15_col0\" class=\"data row15 col0\" >427</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row15_col1\" class=\"data row15 col1\" >357</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row15_col2\" class=\"data row15 col2\" >784</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row16\" class=\"row_heading level0 row16\" >27</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row16_col0\" class=\"data row16 col0\" >772</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row16_col1\" class=\"data row16 col1\" >608</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row16_col2\" class=\"data row16 col2\" >1380</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row17\" class=\"row_heading level0 row17\" >28</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row17_col0\" class=\"data row17 col0\" >347</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row17_col1\" class=\"data row17 col1\" >281</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row17_col2\" class=\"data row17 col2\" >628</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row18\" class=\"row_heading level0 row18\" >29</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row18_col0\" class=\"data row18 col0\" >241</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row18_col1\" class=\"data row18 col1\" >142</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row18_col2\" class=\"data row18 col2\" >383</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row19\" class=\"row_heading level0 row19\" >30</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row19_col0\" class=\"data row19 col0\" >237</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row19_col1\" class=\"data row19 col1\" >126</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row19_col2\" class=\"data row19 col2\" >363</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row20\" class=\"row_heading level0 row20\" >31</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row20_col0\" class=\"data row20 col0\" >234</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row20_col1\" class=\"data row20 col1\" >133</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row20_col2\" class=\"data row20 col2\" >367</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row21\" class=\"row_heading level0 row21\" >nan</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row21_col0\" class=\"data row21 col0\" >0</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row21_col1\" class=\"data row21 col1\" >3</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row21_col2\" class=\"data row21 col2\" >3</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481level0_row22\" class=\"row_heading level0 row22\" >All</th>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row22_col0\" class=\"data row22 col0\" >10312</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row22_col1\" class=\"data row22 col1\" >8357</td>\n",
       "                        <td id=\"T_529cf02c_ac10_11e9_8826_e86a6478d481row22_col2\" class=\"data row22 col2\" >18669</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x26f4456b550>"
      ]
     },
     "execution_count": 160,
     "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": 161,
   "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": 162,
   "metadata": {},
   "outputs": [
    {
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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",
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       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_562a8962_ac10_11e9_970c_e86a6478d481row4_col19 {\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_562a8962_ac10_11e9_970c_e86a6478d481row4_col20 {\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_562a8962_ac10_11e9_970c_e86a6478d481row4_col21 {\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_562a8962_ac10_11e9_970c_e86a6478d481row4_col22 {\n",
       "            background-color:  #008066;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_562a8962_ac10_11e9_970c_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_562a8962_ac10_11e9_970c_e86a6478d481level0_row0\" class=\"row_heading level0 row0\" rowspan=2>AWAY</th>\n",
       "                        <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level1_row0\" class=\"row_heading level1 row0\" >0.0</th>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col0\" class=\"data row0 col0\" >22</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col1\" class=\"data row0 col1\" >133</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col2\" class=\"data row0 col2\" >104</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col3\" class=\"data row0 col3\" >207</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col4\" class=\"data row0 col4\" >343</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col5\" class=\"data row0 col5\" >272</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col6\" class=\"data row0 col6\" >471</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col7\" class=\"data row0 col7\" >350</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col8\" class=\"data row0 col8\" >304</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col9\" class=\"data row0 col9\" >293</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col10\" class=\"data row0 col10\" >365</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col11\" class=\"data row0 col11\" >364</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col12\" class=\"data row0 col12\" >375</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col13\" class=\"data row0 col13\" >404</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col14\" class=\"data row0 col14\" >396</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col15\" class=\"data row0 col15\" >209</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col16\" class=\"data row0 col16\" >430</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col17\" class=\"data row0 col17\" >203</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col18\" class=\"data row0 col18\" >139</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col19\" class=\"data row0 col19\" >149</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col20\" class=\"data row0 col20\" >118</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col21\" class=\"data row0 col21\" >0</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row0_col22\" class=\"data row0 col22\" >5651</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level1_row1\" class=\"row_heading level1 row1\" >1.0</th>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col0\" class=\"data row1 col0\" >15</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col1\" class=\"data row1 col1\" >101</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col2\" class=\"data row1 col2\" >74</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col3\" class=\"data row1 col3\" >169</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col4\" class=\"data row1 col4\" >318</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col5\" class=\"data row1 col5\" >241</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col6\" class=\"data row1 col6\" >347</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col7\" class=\"data row1 col7\" >268</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col8\" class=\"data row1 col8\" >232</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col9\" class=\"data row1 col9\" >239</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col10\" class=\"data row1 col10\" >297</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col11\" class=\"data row1 col11\" >268</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col12\" class=\"data row1 col12\" >337</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col13\" class=\"data row1 col13\" >335</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col14\" class=\"data row1 col14\" >320</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col15\" class=\"data row1 col15\" >164</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col16\" class=\"data row1 col16\" >306</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col17\" class=\"data row1 col17\" >168</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col18\" class=\"data row1 col18\" >81</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col19\" class=\"data row1 col19\" >75</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col20\" class=\"data row1 col20\" >54</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col21\" class=\"data row1 col21\" >1</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row1_col22\" class=\"data row1 col22\" >4410</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level0_row2\" class=\"row_heading level0 row2\" rowspan=2>HOME</th>\n",
       "                        <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level1_row2\" class=\"row_heading level1 row2\" >0.0</th>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col0\" class=\"data row2 col0\" >11</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col1\" class=\"data row2 col1\" >128</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col2\" class=\"data row2 col2\" >90</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col3\" class=\"data row2 col3\" >171</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col4\" class=\"data row2 col4\" >304</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col5\" class=\"data row2 col5\" >268</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col6\" class=\"data row2 col6\" >284</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col7\" class=\"data row2 col7\" >310</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col8\" class=\"data row2 col8\" >324</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col9\" class=\"data row2 col9\" >204</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col10\" class=\"data row2 col10\" >314</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col11\" class=\"data row2 col11\" >310</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col12\" class=\"data row2 col12\" >307</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col13\" class=\"data row2 col13\" >345</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col14\" class=\"data row2 col14\" >281</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col15\" class=\"data row2 col15\" >218</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col16\" class=\"data row2 col16\" >342</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col17\" class=\"data row2 col17\" >144</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col18\" class=\"data row2 col18\" >102</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col19\" class=\"data row2 col19\" >88</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col20\" class=\"data row2 col20\" >116</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col21\" class=\"data row2 col21\" >0</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row2_col22\" class=\"data row2 col22\" >4661</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level1_row3\" class=\"row_heading level1 row3\" >1.0</th>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col0\" class=\"data row3 col0\" >4</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col1\" class=\"data row3 col1\" >90</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col2\" class=\"data row3 col2\" >73</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col3\" class=\"data row3 col3\" >162</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col4\" class=\"data row3 col4\" >271</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col5\" class=\"data row3 col5\" >252</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col6\" class=\"data row3 col6\" >258</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col7\" class=\"data row3 col7\" >248</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col8\" class=\"data row3 col8\" >234</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col9\" class=\"data row3 col9\" >172</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col10\" class=\"data row3 col10\" >285</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col11\" class=\"data row3 col11\" >269</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col12\" class=\"data row3 col12\" >295</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col13\" class=\"data row3 col13\" >339</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col14\" class=\"data row3 col14\" >194</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col15\" class=\"data row3 col15\" >193</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col16\" class=\"data row3 col16\" >302</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col17\" class=\"data row3 col17\" >113</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col18\" class=\"data row3 col18\" >61</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col19\" class=\"data row3 col19\" >51</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col20\" class=\"data row3 col20\" >79</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col21\" class=\"data row3 col21\" >2</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row3_col22\" class=\"data row3 col22\" >3947</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level0_row4\" class=\"row_heading level0 row4\" >All</th>\n",
       "                        <th id=\"T_562a8962_ac10_11e9_970c_e86a6478d481level1_row4\" class=\"row_heading level1 row4\" ></th>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col0\" class=\"data row4 col0\" >52</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col1\" class=\"data row4 col1\" >452</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col2\" class=\"data row4 col2\" >341</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col3\" class=\"data row4 col3\" >709</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col4\" class=\"data row4 col4\" >1236</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col5\" class=\"data row4 col5\" >1033</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col6\" class=\"data row4 col6\" >1360</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col7\" class=\"data row4 col7\" >1176</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col8\" class=\"data row4 col8\" >1094</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col9\" class=\"data row4 col9\" >908</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col10\" class=\"data row4 col10\" >1261</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col11\" class=\"data row4 col11\" >1211</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col12\" class=\"data row4 col12\" >1314</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col13\" class=\"data row4 col13\" >1423</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col14\" class=\"data row4 col14\" >1191</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col15\" class=\"data row4 col15\" >784</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col16\" class=\"data row4 col16\" >1380</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col17\" class=\"data row4 col17\" >628</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col18\" class=\"data row4 col18\" >383</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col19\" class=\"data row4 col19\" >363</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col20\" class=\"data row4 col20\" >367</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col21\" class=\"data row4 col21\" >3</td>\n",
       "                        <td id=\"T_562a8962_ac10_11e9_970c_e86a6478d481row4_col22\" class=\"data row4 col22\" >18669</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x26f4b3c65f8>"
      ]
     },
     "execution_count": 162,
     "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": 164,
   "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": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18669, 14)"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4813, 14)"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_set.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hot-Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "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": 168,
   "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": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18669, 107)"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_set.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_labels = train_set['is_goal'].values[:14000]\n",
    "train_data = train_set.drop('is_goal', axis=1).values[:14000]\n",
    "eval_labels = train_set['is_goal'].values[14000:]\n",
    "eval_data = train_set.drop('is_goal', axis=1).values[14000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14000, 106)"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4669, 106)"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eval_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Random Forest Training Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing required libraries\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "from sklearn.metrics import confusion_matrix, recall_score, precision_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'n_estimators': array([ 3,  5,  7,  9, 11, 13, 15, 17, 19, 21, 23]), 'max_depth': array([1, 2, 3, 4]), 'criterion': ['gini', 'entropy'], 'min_samples_split': array([2, 3, 4, 5]), 'min_samples_leaf': array([2, 3, 4, 5]), 'random_state': [1337]}\n"
     ]
    }
   ],
   "source": [
    "# Declare key parameters of classifier as Iterables\n",
    "\n",
    "n_estimators = np.arange(3,25,2)\n",
    "max_depth = np.arange(1,5,1)\n",
    "criterion = ['gini', 'entropy']\n",
    "min_samples_split = np.arange(2,6,1)\n",
    "min_samples_leaf = np.arange(2,6,1)\n",
    "random_state = [1337]\n",
    "\n",
    "# Create the random grid\n",
    "random_grid = {'n_estimators': n_estimators,\n",
    "               'max_depth': max_depth, \n",
    "               'criterion': criterion,\n",
    "               'min_samples_split': min_samples_split,\n",
    "               'min_samples_leaf': min_samples_leaf,\n",
    "               'random_state': random_state}\n",
    "\n",
    "print(random_grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Base Model for tuning\n",
    "rf = RandomForestClassifier()\n",
    "\n",
    "# Instantiate Random Search of Parameters using 3 fold cross validation\n",
    "rf_random = RandomizedSearchCV(estimator=rf,\n",
    "                               param_distributions=random_grid, \n",
    "                               n_iter=10, \n",
    "                               cv=4, \n",
    "                               random_state=137)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n"
     ]
    }
   ],
   "source": [
    "# Execute training (Fit the random search model)\n",
    "\n",
    "rf_random.fit(train_data, train_labels) \n",
    "print('Done')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'random_state': 1337,\n",
       " 'n_estimators': 15,\n",
       " 'min_samples_split': 3,\n",
       " 'min_samples_leaf': 3,\n",
       " 'max_depth': 4,\n",
       " 'criterion': 'gini'}"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checkout the best set of Parameters\n",
    "rf_random.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the best estimator\n",
    "best_rf = rf_random.best_estimator_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confusion Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get a list of predictions on test data for evaluation\n",
    "predictions = list(best_rf.predict(eval_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 257.44, 'Predicted label')"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, roc_curve, roc_auc_score\n",
    "import seaborn as sns\n",
    "cm = confusion_matrix(eval_labels, predictions)\n",
    "class_names=[0,1] # name  of classes\n",
    "fig, ax = plt.subplots()\n",
    "tick_marks = np.arange(len(class_names))\n",
    "plt.xticks(tick_marks, class_names)\n",
    "plt.yticks(tick_marks, class_names)\n",
    "# create heatmap\n",
    "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"YlGnBu\" ,fmt='g')\n",
    "ax.xaxis.set_label_position(\"top\")\n",
    "plt.tight_layout()\n",
    "plt.title('Confusion matrix', y=1.1)\n",
    "plt.ylabel('Actual label')\n",
    "plt.xlabel('Predicted label')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Accuracy, Precision, Recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.6196187620475476\n",
      "Precision: 0.626984126984127\n",
      "Recall: 0.3444767441860465\n"
     ]
    }
   ],
   "source": [
    "print('Accuracy:', best_rf.score(eval_data, eval_labels))\n",
    "print('Precision:', precision_score(list(eval_labels), predictions))\n",
    "print('Recall:', recall_score(list(eval_labels), predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ROC Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "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": [
    "y_pred_proba = best_rf.predict_proba(eval_data)[::,1]\n",
    "fpr, tpr, _ = roc_curve(eval_labels,  y_pred_proba)\n",
    "auc = roc_auc_score(eval_labels, y_pred_proba)\n",
    "plt.plot(fpr,tpr,label=\"auc=\"+str(auc))\n",
    "plt.legend(loc=5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_labels = test_set['is_goal'].values[:]\n",
    "pred_data = test_set.drop('is_goal', axis=1).values[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_goal = list(best_rf.predict_proba(pred_data)[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "col=list(zip(test_set.shot_id_number,is_goal))\n",
    "op=pd.DataFrame(col,columns=['shot_id_number','is_goal'])\n",
    "vir = op.sort_values(['shot_id_number'], ascending=True)\n",
    "vir.to_csv('viren_baria_012699_prediction_9.csv',index=False)"
   ]
  },
  {
   "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
}