csgo_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dataset sourced by an individual csgo player from https://www.kaggle.com/thesiff/counterstrike\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Import train_test_split function\n",
    "from sklearn.model_selection import train_test_split \n",
    "\n",
    "# Import Decision Tree Classifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    " #Import scikit-learn metrics module for accuracy calculation\n",
    "from sklearn.metrics import confusion_matrix \n",
    "from sklearn.metrics import precision_score \n",
    "from sklearn.metrics import accuracy_score \n",
    "from sklearn.metrics import classification_report \n",
    "\n",
    "\n",
    "\n",
    "from sklearn import tree\n",
    "from sklearn.tree import export_graphviz\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Map</th>\n",
       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Date</th>\n",
       "      <th>Wait Time(s)</th>\n",
       "      <th>Match Time(s)</th>\n",
       "      <th>Team A Rounds</th>\n",
       "      <th>Team B Rounds</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Kills</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Mvp's</th>\n",
       "      <th>HS%</th>\n",
       "      <th>Points</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>3/8/2018</td>\n",
       "      <td>327</td>\n",
       "      <td>2906</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>215</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2018</td>\n",
       "      <td>2/8/2018</td>\n",
       "      <td>336</td>\n",
       "      <td>2592</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "      <td>199</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>31/7/2018</td>\n",
       "      <td>414</td>\n",
       "      <td>2731</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>85</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>37</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>31/7/2018</td>\n",
       "      <td>317</td>\n",
       "      <td>2379</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>93</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>30</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>30</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>30/7/2018</td>\n",
       "      <td>340</td>\n",
       "      <td>3467</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>94</td>\n",
       "      <td>33</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>83</td>\n",
       "      <td>Tie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>29</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>29/7/2018</td>\n",
       "      <td>391</td>\n",
       "      <td>1881</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>88</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>38</td>\n",
       "      <td>34</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Dust II</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>28/7/2018</td>\n",
       "      <td>274</td>\n",
       "      <td>3194</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>89</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>52</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>27/7/2018</td>\n",
       "      <td>291</td>\n",
       "      <td>2859</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>82</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>27/7/2018</td>\n",
       "      <td>184</td>\n",
       "      <td>2300</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>112</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>70</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>2018</td>\n",
       "      <td>27/7/2018</td>\n",
       "      <td>375</td>\n",
       "      <td>2184</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>89</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>31</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Map  Day  Month  Year       Date  Wait Time(s)   Match Time(s)  \\\n",
       "0   Mirage    3      8  2018   3/8/2018           327            2906   \n",
       "1   Mirage    2      8  2018   2/8/2018           336            2592   \n",
       "2   Mirage   31      7  2018  31/7/2018           414            2731   \n",
       "3   Mirage   31      7  2018  31/7/2018           317            2379   \n",
       "4   Mirage   30      7  2018  30/7/2018           340            3467   \n",
       "5   Mirage   29      7  2018  29/7/2018           391            1881   \n",
       "6  Dust II   28      7  2018  28/7/2018           274            3194   \n",
       "7   Mirage   27      7  2018  27/7/2018           291            2859   \n",
       "8   Mirage   27      7  2018  27/7/2018           184            2300   \n",
       "9   Mirage   27      7  2018  27/7/2018           375            2184   \n",
       "\n",
       "   Team A Rounds  Team B Rounds  Ping  Kills  Assists  Deaths  Mvp's  HS%  \\\n",
       "0             16             13   215     17        2      21      2    5   \n",
       "1             16             11   199     13        4      24      2    0   \n",
       "2             16             14    85     15        3      18      3   26   \n",
       "3             11             16    93     12        2      15      2   16   \n",
       "4             15             15    94     33        5      20      5   30   \n",
       "5             16              4    88     13        2      17      1   38   \n",
       "6             16             14    89     19        5      24      2   15   \n",
       "7             16             14    82     17        1      25      0   35   \n",
       "8             16              8   112     25       10      12      4   16   \n",
       "9              6             16    89     13        1      17      0   61   \n",
       "\n",
       "   Points Result  \n",
       "0      45    Win  \n",
       "1      40   Lost  \n",
       "2      37    Win  \n",
       "3      30   Lost  \n",
       "4      83    Tie  \n",
       "5      34   Lost  \n",
       "6      52   Lost  \n",
       "7      37   Lost  \n",
       "8      70    Win  \n",
       "9      31   Lost  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('CSGOComplete.csv')\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Match Time(s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>1899</td>\n",
       "      <td>0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2752</td>\n",
       "      <td>0</td>\n",
       "      <td>Tie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>1529</td>\n",
       "      <td>0</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>2291</td>\n",
       "      <td>0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2280</td>\n",
       "      <td>0</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>1798</td>\n",
       "      <td>0</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2973</td>\n",
       "      <td>0</td>\n",
       "      <td>Tie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>2922</td>\n",
       "      <td>0</td>\n",
       "      <td>Tie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>2214</td>\n",
       "      <td>0</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1619</td>\n",
       "      <td>0</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Match Time(s)  Ping Result\n",
       "671             1899     0    Win\n",
       "89              2752     0    Tie\n",
       "746             1529     0   Lost\n",
       "341             2291     0    Win\n",
       "1057            2280     0   Lost\n",
       "351             1798     0   Lost\n",
       "291             2973     0    Tie\n",
       "290             2922     0    Tie\n",
       "206             2214     0   Lost\n",
       "285             1619     0   Lost"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#simple analysis of win/loss data\n",
    "\n",
    "newdf = df.drop(columns = ['Map','Day','Month','Year','Date','Wait Time(s)'])\n",
    "newdf = newdf.drop(columns = ['Team A Rounds','Team B Rounds','Kills','Assists','Deaths','Mvp\\'s','HS%','Points'])\n",
    "newdf = newdf.sort_values(['Ping'])\n",
    "newdf.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Average match time = 38 minutes\n",
      "+ Wins if time greater than 38 minutes = 232\n",
      "+ Wins if time less than 38 minutes = 256\n",
      "+ The ratio 0.9062 concludes that length of match does not have a big impact on win/loss\n"
     ]
    }
   ],
   "source": [
    "winner = newdf.loc[(newdf['Ping'] >= 150) & (newdf['Result'] == 'Win')]\n",
    "loser = newdf.loc[(newdf['Ping'] >= 150) & (newdf['Result'] == 'Lost')]\n",
    "print('+ Average match time = {} minutes'.format(int(newdf[' Match Time(s)'].mean()/60)))\n",
    "a = newdf.loc[(newdf[' Match Time(s)'] >= 2280) & (newdf['Result'] == 'Win')].shape[0]\n",
    "b = newdf.loc[(newdf[' Match Time(s)'] <= 2280) & (newdf['Result'] == 'Win')].shape[0]\n",
    "print('+ Wins if time greater than 38 minutes = {}'.format(a))\n",
    "print('+ Wins if time less than 38 minutes = {}'.format(b))\n",
    "print('+ The ratio {0:.4f} concludes that length of match does not have a big impact on win/loss'.format(a/b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Chances of winning with ping greater than 150ms = 39.0625%\n"
     ]
    }
   ],
   "source": [
    "total = loser.shape[0] + winner.shape[0]\n",
    "winratio = winner.shape[0]/total\n",
    "print('+ Chances of winning with ping greater than 150ms = {0:.4f}%'.format(winratio*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Chances of winning with ping less than 150ms = 47.0051%\n"
     ]
    }
   ],
   "source": [
    "win150 = newdf.loc[(newdf['Ping'] <= 150) & (newdf['Result'] == 'Win')]\n",
    "loss150 = newdf.loc[(newdf['Ping'] <= 150) & (newdf['Result'] == 'Lost')]\n",
    "total150 = loss150.shape[0] + win150.shape[0]\n",
    "winratio150 = win150.shape[0]/total150\n",
    "print('+ Chances of winning with ping less than 150ms = {0:.4f}%'.format(winratio150*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Winning ratio if you mvp's were greater than 2 = 1.22\n"
     ]
    }
   ],
   "source": [
    "mvpg2 = df.loc[(df['Mvp\\'s']>2) & (df['Result'] == 'Win')].shape[0]\n",
    "mvpl2 = df.loc[(df['Mvp\\'s']<2) & (df['Result'] == 'Win')].shape[0]\n",
    "ratio = mvpg2 / mvpl2\n",
    "print('+ Winning ratio if you mvp\\'s were greater than 2 = {0:.2f}'.format(ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Conclusion:\n",
      "** There's a good chance that you will lose 5 matches out of 10 regularly if you got a fair competition.\n",
      "** Ping does matter but would make you win just 1 more match if you've the upper side with ping and similar competition.\n"
     ]
    }
   ],
   "source": [
    "print('+ Conclusion:\\n** There\\'s a good chance that you will lose 5 matches out of 10 regularly if you got a fair competition.\\n** Ping does matter but would make you win just 1 more match if you\\'ve the upper side with ping and similar competition.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+ Also tie percentage: 7.5022%\n"
     ]
    }
   ],
   "source": [
    "ntie = newdf.loc[(newdf['Result'] == 'Tie')].shape[0]\n",
    "ratiotie = ntie / newdf.shape[0]\n",
    "print('+ Also tie percentage: {0:.4f}%'.format(ratiotie*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset Length:  1133\n",
      "Dataset Shape:  (1133, 10)\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Map</th>\n",
       "      <th>Match Time(s)</th>\n",
       "      <th>Ping</th>\n",
       "      <th>Kills</th>\n",
       "      <th>Assists</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>HS%</th>\n",
       "      <th>Mvp's</th>\n",
       "      <th>Points</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2906</td>\n",
       "      <td>215</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2592</td>\n",
       "      <td>199</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2731</td>\n",
       "      <td>85</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>37</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2379</td>\n",
       "      <td>93</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>3467</td>\n",
       "      <td>94</td>\n",
       "      <td>33</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "      <td>Tie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>1881</td>\n",
       "      <td>88</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Dust II</td>\n",
       "      <td>3194</td>\n",
       "      <td>89</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2859</td>\n",
       "      <td>82</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2300</td>\n",
       "      <td>112</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Mirage</td>\n",
       "      <td>2184</td>\n",
       "      <td>89</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>Lost</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Map   Match Time(s)  Ping  Kills  Assists  Deaths  HS%  Mvp's  Points  \\\n",
       "0   Mirage            2906   215     17        2      21    5      2      45   \n",
       "1   Mirage            2592   199     13        4      24    0      2      40   \n",
       "2   Mirage            2731    85     15        3      18   26      3      37   \n",
       "3   Mirage            2379    93     12        2      15   16      2      30   \n",
       "4   Mirage            3467    94     33        5      20   30      5      83   \n",
       "5   Mirage            1881    88     13        2      17   38      1      34   \n",
       "6  Dust II            3194    89     19        5      24   15      2      52   \n",
       "7   Mirage            2859    82     17        1      25   35      0      37   \n",
       "8   Mirage            2300   112     25       10      12   16      4      70   \n",
       "9   Mirage            2184    89     13        1      17   61      0      31   \n",
       "\n",
       "  Result  \n",
       "0    Win  \n",
       "1   Lost  \n",
       "2    Win  \n",
       "3   Lost  \n",
       "4    Tie  \n",
       "5   Lost  \n",
       "6   Lost  \n",
       "7   Lost  \n",
       "8    Win  \n",
       "9   Lost  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Decision Tree algorithm implementation\n",
    "\n",
    "col_names = ['Map', ' Match Time(s)', 'Ping', 'Kills', 'Assists', 'Deaths', 'HS%', 'Mvp\\'s', 'Points', 'Result']\n",
    "model_df = df[col_names]\n",
    "\n",
    "print (\"Dataset Length: \", len(model_df)) \n",
    "print (\"Dataset Shape: \", model_df.shape)     \n",
    "model_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split dataset in features and target variable\n",
    "\n",
    "feature_cols = [' Match Time(s)', 'Ping', 'Kills', 'Assists', 'Deaths', 'Mvp\\'s', 'HS%', 'Points']\n",
    "X = model_df[feature_cols] # Features\n",
    "y = model_df['Result'] # Target variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    " # 80% training and 20% test\n",
    "    \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Decision Tree classifer object\n",
    "\n",
    "clf_gini = DecisionTreeClassifier(criterion = \"gini\",\n",
    "                                  random_state = 100,\n",
    "                                  max_depth=4,\n",
    "                                  min_samples_split=20,\n",
    "                                  min_samples_leaf=10)\n",
    "\n",
    "# Train Decision Tree Classifer\n",
    "clf_gini = clf_gini.fit(X_train,y_train)\n",
    "\n",
    "#Predict the response for test dataset\n",
    "y_pred = clf_gini.predict(X_test)\n",
    "# print(\"Predicted values:\") \n",
    "# print(y_pred) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion Matrix : \n",
      " [[99  0 16]\n",
      " [13  0  2]\n",
      " [27  0 70]]\n",
      "Accuracy :  74.44933920704845\n",
      "Precision Score :  [71.22302158  0.         79.54545455]\n",
      "Report : \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "        Lost       0.71      0.86      0.78       115\n",
      "         Tie       0.00      0.00      0.00        15\n",
      "         Win       0.80      0.72      0.76        97\n",
      "\n",
      "    accuracy                           0.74       227\n",
      "   macro avg       0.50      0.53      0.51       227\n",
      "weighted avg       0.70      0.74      0.72       227\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Model Accuracy, how often is the classifier correct?\n",
    "\n",
    "%precision %.2f\n",
    "print(\"Confusion Matrix : \\n\", confusion_matrix(y_test, y_pred))\n",
    "print(\"Accuracy : \", accuracy_score(y_test, y_pred)*100)\n",
    "print(\"Precision Score : \", precision_score(y_test, y_pred, average=None, zero_division=0)*100)\n",
    "print(\"Report : \\n\", classification_report(y_test, y_pred)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2880x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizing the decio tree graph\n",
    "\n",
    "fig = plt.figure(figsize=(40,10))\n",
    "_ = tree.plot_tree(clf_gini,\n",
    "              feature_names=feature_cols,\n",
    "              class_names=list(['Wins','Tie','Loss']),\n",
    "              filled=True,\n",
    "              proportion=True,\n",
    "              rounded =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Lost']\n",
      "['Lost']\n",
      "['Win']\n"
     ]
    }
   ],
   "source": [
    "print(clf_gini.predict([[2906,215,17,2,21,5,2,45]]))\n",
    "print(clf_gini.predict([[3000,45,19,4,20,50,24,67]]))\n",
    "print(clf_gini.predict([[2400,45,45,4,5,50,24,67]]))"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}