IPL+Points+Table+Dataframe.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Tied</th>\n",
       "      <th>N/R</th>\n",
       "      <th>Points</th>\n",
       "      <th>NRR</th>\n",
       "      <th>For</th>\n",
       "      <th>Against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SRH</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.284</td>\n",
       "      <td>2230</td>\n",
       "      <td>2193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CSK</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.253</td>\n",
       "      <td>2488</td>\n",
       "      <td>2433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KKR</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>-0.070</td>\n",
       "      <td>2363</td>\n",
       "      <td>2425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RR</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>-0.250</td>\n",
       "      <td>2130</td>\n",
       "      <td>2141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MI</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.317</td>\n",
       "      <td>2380</td>\n",
       "      <td>2282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>RCB</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.129</td>\n",
       "      <td>2322</td>\n",
       "      <td>2383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KXIP</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>-0.502</td>\n",
       "      <td>2210</td>\n",
       "      <td>2259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DD</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>-0.222</td>\n",
       "      <td>2297</td>\n",
       "      <td>2304</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Team  Matches  Won  Lost  Tied  N/R  Points    NRR   For  Against\n",
       "1   SRH       14    9     5     0    0      18  0.284  2230     2193\n",
       "2   CSK       14    9     5     0    0      18  0.253  2488     2433\n",
       "3   KKR       14    8     6     0    0      16 -0.070  2363     2425\n",
       "4    RR       14    7     7     0    0      14 -0.250  2130     2141\n",
       "5    MI       14    6     8     0    0      12  0.317  2380     2282\n",
       "6   RCB       14    6     8     0    0      12  0.129  2322     2383\n",
       "7  KXIP       14    6     8     0    0      12 -0.502  2210     2259\n",
       "8    DD       14    5     9     0    0      10 -0.222  2297     2304"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipl18 = pd.DataFrame({'Team': ['SRH', 'CSK', 'KKR', 'RR', 'MI', 'RCB', 'KXIP', 'DD'],\n",
    "                         'Matches': [14, 14, 14, 14, 14, 14, 14, 14],\n",
    "                         'Won': [9, 9, 8, 7, 6, 6, 6, 5],\n",
    "                         'Lost': [5, 5, 6, 7, 8, 8, 8, 9],\n",
    "                         'Tied': [0, 0, 0, 0, 0, 0, 0, 0],\n",
    "                         'N/R': [0, 0, 0, 0, 0, 0, 0, 0],\n",
    "                         'Points': [18, 18, 16, 14, 12, 12, 12, 10],\n",
    "                         'NRR': [0.284, 0.253, -0.070, -0.250, 0.317, 0.129, -0.502, -0.222],\n",
    "                         'For': [2230, 2488, 2363, 2130, 2380, 2322, 2210, 2297],\n",
    "                         'Against': [2193, 2433, 2425, 2141, 2282, 2383, 2259, 2304]},\n",
    "                         index = range(1,9)\n",
    "                    )\n",
    "\n",
    "ipl18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Tied</th>\n",
       "      <th>N/R</th>\n",
       "      <th>Points</th>\n",
       "      <th>NRR</th>\n",
       "      <th>For</th>\n",
       "      <th>Against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MI</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.784</td>\n",
       "      <td>2407</td>\n",
       "      <td>2242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RPS</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.176</td>\n",
       "      <td>2180</td>\n",
       "      <td>2165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SRH</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2221</td>\n",
       "      <td>2118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KKR</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.641</td>\n",
       "      <td>2329</td>\n",
       "      <td>2300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>KXIP</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.123</td>\n",
       "      <td>2207</td>\n",
       "      <td>2229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DD</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>-0.512</td>\n",
       "      <td>2219</td>\n",
       "      <td>2255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>GL</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>-0.412</td>\n",
       "      <td>2406</td>\n",
       "      <td>2472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>RCB</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>-1.299</td>\n",
       "      <td>1845</td>\n",
       "      <td>2033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Team  Matches  Won  Lost  Tied  N/R  Points    NRR   For  Against\n",
       "1    MI       14   10     4     0    0      20  0.784  2407     2242\n",
       "2   RPS       14    9     5     0    0      18  0.176  2180     2165\n",
       "3   SRH       14    8     5     0    1      17  0.469  2221     2118\n",
       "4   KKR       14    8     6     0    0      16  0.641  2329     2300\n",
       "5  KXIP       14    7     7     0    0      14  0.123  2207     2229\n",
       "6    DD       14    6     8     0    0      12 -0.512  2219     2255\n",
       "7    GL       14    4    10     0    0       8 -0.412  2406     2472\n",
       "8   RCB       14    3    10     0    1       7 -1.299  1845     2033"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipl17 = pd.DataFrame({'Team': ['MI', 'RPS', 'SRH', 'KKR', 'KXIP', 'DD', 'GL', 'RCB'],\n",
    "                         'Matches': [14, 14, 14, 14, 14, 14, 14, 14],\n",
    "                         'Won': [10, 9, 8, 8, 7, 6, 4, 3],\n",
    "                         'Lost': [4, 5, 5, 6, 7, 8, 10, 10],\n",
    "                         'Tied': [0, 0, 0, 0, 0, 0, 0, 0],\n",
    "                         'N/R': [0, 0, 1, 0, 0, 0, 0, 1],\n",
    "                         'Points': [20, 18, 17, 16, 14, 12, 8, 7],\n",
    "                         'NRR': [0.784, 0.176, 0.469, 0.641, 0.123, -0.512, -0.412, -1.299],\n",
    "                         'For': [2407, 2180, 2221, 2329, 2207, 2219, 2406, 1845],\n",
    "                         'Against': [2242, 2165, 2118, 2300, 2229, 2255, 2472, 2033]},\n",
    "                         index = range(1,9)\n",
    "                    )\n",
    "\n",
    "ipl17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Matches</th>\n",
       "      <th>Won</th>\n",
       "      <th>Lost</th>\n",
       "      <th>Tied</th>\n",
       "      <th>N/R</th>\n",
       "      <th>Points</th>\n",
       "      <th>NRR</th>\n",
       "      <th>For</th>\n",
       "      <th>Against</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SRH</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.284</td>\n",
       "      <td>2230</td>\n",
       "      <td>2193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CSK</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.253</td>\n",
       "      <td>2488</td>\n",
       "      <td>2433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>MI</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.317</td>\n",
       "      <td>2380</td>\n",
       "      <td>2282</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Team  Matches  Won  Lost  Tied  N/R  Points    NRR   For  Against\n",
       "1  SRH       14    9     5     0    0      18  0.284  2230     2193\n",
       "2  CSK       14    9     5     0    0      18  0.253  2488     2433\n",
       "5   MI       14    6     8     0    0      12  0.317  2380     2282"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipl18.loc[(ipl18['NRR'] >0) & (ipl18['For'] > ipl18['Against'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>Matches_x</th>\n",
       "      <th>Won_x</th>\n",
       "      <th>Lost_x</th>\n",
       "      <th>Tied_x</th>\n",
       "      <th>N/R_x</th>\n",
       "      <th>Points_x</th>\n",
       "      <th>NRR_x</th>\n",
       "      <th>For_x</th>\n",
       "      <th>Against_x</th>\n",
       "      <th>...</th>\n",
       "      <th>Lost_y</th>\n",
       "      <th>Tied_y</th>\n",
       "      <th>N/R_y</th>\n",
       "      <th>Points_y</th>\n",
       "      <th>NRR_y</th>\n",
       "      <th>For_y</th>\n",
       "      <th>Against_y</th>\n",
       "      <th>TotalPoints</th>\n",
       "      <th>TotalMatches</th>\n",
       "      <th>TotalWon</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercentWin</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.464286</th>\n",
       "      <td>KXIP</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.123</td>\n",
       "      <td>2207.0</td>\n",
       "      <td>2229.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>-0.502</td>\n",
       "      <td>2210.0</td>\n",
       "      <td>2259.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.571429</th>\n",
       "      <td>MI</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.784</td>\n",
       "      <td>2407.0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.317</td>\n",
       "      <td>2380.0</td>\n",
       "      <td>2425.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.607143</th>\n",
       "      <td>SRH</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>2221.0</td>\n",
       "      <td>2118.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.284</td>\n",
       "      <td>2230.0</td>\n",
       "      <td>2193.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Team  Matches_x  Won_x  Lost_x  Tied_x  N/R_x  Points_x  NRR_x  \\\n",
       "PercentWin                                                                   \n",
       "0.464286    KXIP       14.0    7.0     7.0     0.0    0.0      14.0  0.123   \n",
       "0.571429      MI       14.0   10.0     6.0     0.0    0.0      20.0  0.784   \n",
       "0.607143     SRH       14.0    8.0     5.0     0.0    1.0      17.0  0.469   \n",
       "\n",
       "             For_x  Against_x  ...  Lost_y  Tied_y  N/R_y  Points_y  NRR_y  \\\n",
       "PercentWin                     ...                                           \n",
       "0.464286    2207.0     2229.0  ...     8.0     0.0    0.0      12.0 -0.502   \n",
       "0.571429    2407.0     2300.0  ...     8.0     0.0    0.0      16.0  0.317   \n",
       "0.607143    2221.0     2118.0  ...     5.0     0.0    0.0      18.0  0.284   \n",
       "\n",
       "             For_y  Against_y  TotalPoints  TotalMatches  TotalWon  \n",
       "PercentWin                                                          \n",
       "0.464286    2210.0     2259.0         26.0          28.0      13.0  \n",
       "0.571429    2380.0     2425.0         32.0          28.0      16.0  \n",
       "0.607143    2230.0     2193.0         35.0          28.0      17.0  \n",
       "\n",
       "[3 rows x 22 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_add = ipl17.merge(ipl18, on='Team', how='outer')\n",
    "df_add= df_add.fillna(0)\n",
    "df_add['TotalPoints'] = df_add['Points_x']+df_add['Points_y']\n",
    "df_add['TotalMatches'] =  df_add['Matches_x']+df_add['Matches_y']\n",
    "df_add['TotalWon'] =  df_add['Won_x']+df_add['Won_y']\n",
    "df_add['PercentWin'] = df_add['TotalWon']/df_add['TotalMatches']\n",
    "df_add.loc[(df_add['TotalPoints']>25)].groupby('PercentWin').max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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