{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Offense Defense Example"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "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>Item</th>\n",
                            "      <th>rating</th>\n",
                            "      <th>ranking</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>Arsenal</td>\n",
                            "      <td>1.934298e+00</td>\n",
                            "      <td>12</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>Bournemouth</td>\n",
                            "      <td>1.312759e+06</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>Brighton</td>\n",
                            "      <td>3.712401e+00</td>\n",
                            "      <td>11</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>Burnley</td>\n",
                            "      <td>4.103263e+05</td>\n",
                            "      <td>4</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>Cardiff</td>\n",
                            "      <td>4.757391e-04</td>\n",
                            "      <td>14</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>5</th>\n",
                            "      <td>Chelsea</td>\n",
                            "      <td>4.576599e+00</td>\n",
                            "      <td>10</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>6</th>\n",
                            "      <td>Crystal Palace</td>\n",
                            "      <td>1.049852e+03</td>\n",
                            "      <td>7</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>7</th>\n",
                            "      <td>Everton</td>\n",
                            "      <td>2.080318e-07</td>\n",
                            "      <td>16</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>8</th>\n",
                            "      <td>Fulham</td>\n",
                            "      <td>1.532621e-12</td>\n",
                            "      <td>20</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9</th>\n",
                            "      <td>Huddersfield</td>\n",
                            "      <td>5.583941e-01</td>\n",
                            "      <td>13</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10</th>\n",
                            "      <td>Leicester</td>\n",
                            "      <td>1.876215e+04</td>\n",
                            "      <td>6</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>11</th>\n",
                            "      <td>Liverpool</td>\n",
                            "      <td>3.403605e+12</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>12</th>\n",
                            "      <td>Man City</td>\n",
                            "      <td>5.284698e+00</td>\n",
                            "      <td>9</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>13</th>\n",
                            "      <td>Man United</td>\n",
                            "      <td>6.223487e+00</td>\n",
                            "      <td>8</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>14</th>\n",
                            "      <td>Newcastle</td>\n",
                            "      <td>9.071493e-08</td>\n",
                            "      <td>18</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>15</th>\n",
                            "      <td>Southampton</td>\n",
                            "      <td>2.510896e-07</td>\n",
                            "      <td>15</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>16</th>\n",
                            "      <td>Tottenham</td>\n",
                            "      <td>9.071797e-08</td>\n",
                            "      <td>17</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>17</th>\n",
                            "      <td>Watford</td>\n",
                            "      <td>1.864760e+06</td>\n",
                            "      <td>2</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>18</th>\n",
                            "      <td>West Ham</td>\n",
                            "      <td>2.311787e+05</td>\n",
                            "      <td>5</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>19</th>\n",
                            "      <td>Wolves</td>\n",
                            "      <td>3.793810e-11</td>\n",
                            "      <td>19</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              Item        rating  ranking\n",
                            "0          Arsenal  1.934298e+00       12\n",
                            "1      Bournemouth  1.312759e+06        3\n",
                            "2         Brighton  3.712401e+00       11\n",
                            "3          Burnley  4.103263e+05        4\n",
                            "4          Cardiff  4.757391e-04       14\n",
                            "5          Chelsea  4.576599e+00       10\n",
                            "6   Crystal Palace  1.049852e+03        7\n",
                            "7          Everton  2.080318e-07       16\n",
                            "8           Fulham  1.532621e-12       20\n",
                            "9     Huddersfield  5.583941e-01       13\n",
                            "10       Leicester  1.876215e+04        6\n",
                            "11       Liverpool  3.403605e+12        1\n",
                            "12        Man City  5.284698e+00        9\n",
                            "13      Man United  6.223487e+00        8\n",
                            "14       Newcastle  9.071493e-08       18\n",
                            "15     Southampton  2.510896e-07       15\n",
                            "16       Tottenham  9.071797e-08       17\n",
                            "17         Watford  1.864760e+06        2\n",
                            "18        West Ham  2.311787e+05        5\n",
                            "19          Wolves  3.793810e-11       19"
                        ]
                    },
                    "execution_count": 1,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "from ratingslib.datasets.filenames import dataset_path, FILENAME_EPL_2018_2019_20_GAMES\n",
                "from ratingslib.ratings.od import OffenseDefense\n",
                "filename = dataset_path(FILENAME_EPL_2018_2019_20_GAMES)\n",
                "OffenseDefense(tol=0.0001).rate_from_file(filename)"
            ]
        }
    ],
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