zindi_football_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "6e1ec126",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option(\"display.precision\", 2)\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from datetime import datetime as dt\n",
    "import itertools\n",
    "from tqdm import tqdm\n",
    "%matplotlib inline\n",
    "from sklearn.metrics import accuracy_score,log_loss\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "pd.set_option('display.max_columns', None)\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a2eac5fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(\"Train.csv\",parse_dates=['Date'])\n",
    "test = pd.read_csv(\"Test.csv\",parse_dates=['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "482ecf1f",
   "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>Date</th>\n",
       "      <th>Season</th>\n",
       "      <th>Match_ID</th>\n",
       "      <th>Game_ID</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-02-15</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>ID_KAG4KAE9</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>Away win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-09-14</td>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>ID_T7H1XN5Z</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Draw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-12-12</td>\n",
       "      <td>1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>ID_O1P9FGN4</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>Butterfly</td>\n",
       "      <td>Away win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-01-25</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>ID_TR5M4KQV</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>Cigar</td>\n",
       "      <td>Away win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-08-24</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>ID_EOIECRE2</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>Circinus</td>\n",
       "      <td>Home Win</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>2016-08-28</td>\n",
       "      <td>1</td>\n",
       "      <td>59.0</td>\n",
       "      <td>ID_PREVA6HZ</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>Away win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>2017-02-19</td>\n",
       "      <td>1</td>\n",
       "      <td>151.0</td>\n",
       "      <td>ID_9DJ219JY</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>Home Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>2016-10-23</td>\n",
       "      <td>1</td>\n",
       "      <td>154.0</td>\n",
       "      <td>ID_A1PN23J6</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>Sombrero</td>\n",
       "      <td>Home Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>2017-08-16</td>\n",
       "      <td>1</td>\n",
       "      <td>171.0</td>\n",
       "      <td>ID_XFQO60PZ</td>\n",
       "      <td>Milky Way</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>Draw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>2018-02-09</td>\n",
       "      <td>2</td>\n",
       "      <td>105.0</td>\n",
       "      <td>ID_VTVBHCO7</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>Milky Way</td>\n",
       "      <td>Home Win</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>412 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date  Season  Match_ID      Game_ID      Home Team      Away Team  \\\n",
       "0   2017-02-15       1       1.0  ID_KAG4KAE9       Antennae      Andromeda   \n",
       "1   2016-09-14       1      12.0  ID_T7H1XN5Z      Andromeda       Antennae   \n",
       "2   2016-12-12       1      13.0  ID_O1P9FGN4      Andromeda      Butterfly   \n",
       "3   2017-01-25       1      14.0  ID_TR5M4KQV      Andromeda          Cigar   \n",
       "4   2016-08-24       1      15.0  ID_EOIECRE2      Andromeda       Circinus   \n",
       "..         ...     ...       ...          ...            ...            ...   \n",
       "407 2016-08-28       1      59.0  ID_PREVA6HZ       Sculptor  Medusa Merger   \n",
       "408 2017-02-19       1     151.0  ID_9DJ219JY  Medusa Merger       Sculptor   \n",
       "409 2016-10-23       1     154.0  ID_A1PN23J6  Medusa Merger       Sombrero   \n",
       "410 2017-08-16       1     171.0  ID_XFQO60PZ      Milky Way       Sculptor   \n",
       "411 2018-02-09       2     105.0  ID_VTVBHCO7       Sculptor      Milky Way   \n",
       "\n",
       "        Score  \n",
       "0    Away win  \n",
       "1        Draw  \n",
       "2    Away win  \n",
       "3    Away win  \n",
       "4    Home Win  \n",
       "..        ...  \n",
       "407  Away win  \n",
       "408  Home Win  \n",
       "409  Home Win  \n",
       "410      Draw  \n",
       "411  Home Win  \n",
       "\n",
       "[412 rows x 7 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54f6f61e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d974c51c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "87d56813",
   "metadata": {},
   "outputs": [],
   "source": [
    "le=LabelEncoder()\n",
    "train[\"Score\"] = le.fit_transform(train[\"Score\"])\n",
    "score_mapping = dict(zip(le.classes_, range(len(le.classes_))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "89adc320",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Away win': 0, 'Draw': 1, 'Home Win': 2}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score_mapping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "de297a2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "train.sort_values(by=['Date'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "fadfc5d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "test.sort_values(by=['Date'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "a9e81edd",
   "metadata": {},
   "outputs": [],
   "source": [
    "train[\"Train\"] = 1\n",
    "test[\"Train\"]= 0\n",
    "\n",
    "train_test = pd.concat([train, test])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "093b3ba4",
   "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>Date</th>\n",
       "      <th>Season</th>\n",
       "      <th>Match_ID</th>\n",
       "      <th>Game_ID</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Score</th>\n",
       "      <th>Train</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>ID_Z71PIKP3</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Butterfly</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>118.0</td>\n",
       "      <td>ID_J1010ZTT</td>\n",
       "      <td>Cosmos Redshift 7</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>77.0</td>\n",
       "      <td>ID_IDJ1L6GL</td>\n",
       "      <td>Circinus</td>\n",
       "      <td>Fireworks</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>ID_T12UUJG7</td>\n",
       "      <td>Backward</td>\n",
       "      <td>Cartwheel</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>158.0</td>\n",
       "      <td>ID_WT3PHABY</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>Milky Way</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>3</td>\n",
       "      <td>211.0</td>\n",
       "      <td>ID_H6H66KH2</td>\n",
       "      <td>Cigar</td>\n",
       "      <td>Tadpole</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>ID_QR4DQRG1</td>\n",
       "      <td>Needle</td>\n",
       "      <td>Malin 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>3</td>\n",
       "      <td>214.0</td>\n",
       "      <td>ID_QKWD8147</td>\n",
       "      <td>Whirlpool</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>3</td>\n",
       "      <td>216.0</td>\n",
       "      <td>ID_DLPZZFIJ</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>ID_PJ53WB0E</td>\n",
       "      <td>Cosmos Redshift 7</td>\n",
       "      <td>Comet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>646 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date  Season  Match_ID      Game_ID          Home Team  \\\n",
       "63  2016-08-03       1       2.0  ID_Z71PIKP3           Antennae   \n",
       "389 2016-08-03       1     118.0  ID_J1010ZTT  Cosmos Redshift 7   \n",
       "324 2016-08-03       1      77.0  ID_IDJ1L6GL           Circinus   \n",
       "120 2016-08-03       1      22.0  ID_T12UUJG7           Backward   \n",
       "383 2016-08-03       1     158.0  ID_WT3PHABY      Medusa Merger   \n",
       "..         ...     ...       ...          ...                ...   \n",
       "115 2019-05-21       3     211.0  ID_H6H66KH2              Cigar   \n",
       "217 2019-05-21       3     300.0  ID_QR4DQRG1             Needle   \n",
       "37  2019-05-23       3     214.0  ID_QKWD8147          Whirlpool   \n",
       "73  2019-05-24       3     216.0  ID_DLPZZFIJ           Antennae   \n",
       "104 2019-05-24       3     215.0  ID_PJ53WB0E  Cosmos Redshift 7   \n",
       "\n",
       "         Away Team  Score  Train  \n",
       "63       Butterfly    0.0      1  \n",
       "389       Sculptor    2.0      1  \n",
       "324      Fireworks    1.0      1  \n",
       "120      Cartwheel    1.0      1  \n",
       "383      Milky Way    2.0      1  \n",
       "..             ...    ...    ...  \n",
       "115        Tadpole    NaN      0  \n",
       "217        Malin 1    NaN      0  \n",
       "37   Medusa Merger    NaN      0  \n",
       "73       Andromeda    NaN      0  \n",
       "104          Comet    NaN      0  \n",
       "\n",
       "[646 rows x 8 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "f4e8b08e",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_game_statistics = pd.read_csv(\"test_game_statistics.csv\")\n",
    "train_game_statistics = pd.read_csv(\"train_game_statistics.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e48af3e",
   "metadata": {},
   "source": [
    "### for instance we will drop some nan columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "4796160c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "train_game_statistics.drop(columns=[\"next_player\",\"next_action\",\"next_x\",\"next_y\",\"event_id\",\"next_team\",\"next_event_id\",\"xt_value\"],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "af05fcbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_game_statistics.drop(columns=[\"next_player\",\"next_x\",\"next_y\",\"event_id\",\"next_team\",\"next_event_id\",\"xt_value\"],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "6c03fbb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "game_stats = pd.concat([train_game_statistics, test_game_statistics])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3cb7545f",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = game_stats.merge(train_test.drop(columns=\"Season\") , on=\"Game_ID\")\n",
    "all_data=all_data.sort_values(by=[\"Date\",\"Home Team\",\"id\"],ascending=[True,True,True]).reset_index(drop=True)\n",
    "game_mapping={k: v for v, k in enumerate(all_data[\"Game_ID\"].unique())}\n",
    "all_data[\"Game_ID\"]=all_data[\"Game_ID\"].apply(lambda x: game_mapping[x])\n",
    "train_test[\"Game_ID\"]=train_test[\"Game_ID\"].apply(lambda x: game_mapping[x])\n",
    "#le = preprocessing.LabelEncoder()\n",
    "#all_data[\"Game_ID\"] = le.fit_transform(all_data[\"Game_ID\"])\n",
    "#game_mapping = dict(zip(le.classes_, range(len(le.classes_))))\n",
    "#all_data=all_data.sort_values(by=[\"Game_ID\"],ascending=True).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4696727",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "88d1ac7f",
   "metadata": {},
   "source": [
    "### halves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "d2bee2a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "le = preprocessing.LabelEncoder()\n",
    "all_data[\"Half\"] = le.fit_transform(all_data[\"Half\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d768cef9",
   "metadata": {},
   "source": [
    "### X and Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "6c564ee9",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Away Team\"]),\"X\"]*=-1\n",
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Away Team\"]),\"Y\"]*=-1\n",
    "\n",
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Home Team\"]),\"X\"]-=52.5\n",
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Home Team\"]),\"Y\"]-=34\n",
    "\n",
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Away Team\"]),\"X\"]+=52.5\n",
    "all_data.loc[(all_data[\"Team\"]==all_data[\"Away Team\"]),\"Y\"]+=34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "97712373",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data1=all_data[all_data[\"Half\"]==0]\n",
    "all_data2=all_data[all_data[\"Half\"]==1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93297f7",
   "metadata": {},
   "source": [
    "# accurate and innaccurate passes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "ece63509",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test=train_test.sort_values(\"Game_ID\").reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "da15bc4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#whole match\n",
    "\n",
    "#home\n",
    "train_test[[\"H_acc\",\"H_inacc\"]]=all_data[all_data[\"Team\"]==all_data[\"Home Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"H_acc_inacc\"]=train_test[\"H_acc\"]/(train_test[\"H_inacc\"])\n",
    "\n",
    "#away\n",
    "train_test[[\"A_acc\",\"A_inacc\"]]=all_data[all_data[\"Team\"]==all_data[\"Away Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"A_acc_inacc\"]=train_test[\"A_acc\"]/(train_test[\"A_inacc\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "b4724c5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#1st half\n",
    "\n",
    "#home\n",
    "train_test[[\"H_acc1\",\"H_inacc1\"]]=all_data1[all_data1[\"Team\"]==all_data1[\"Home Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"H_acc_inacc1\"]=train_test[\"H_acc1\"]/(train_test[\"H_inacc1\"])\n",
    "\n",
    "#away\n",
    "train_test[[\"H_acc2\",\"H_inacc2\"]]=all_data2[all_data2[\"Team\"]==all_data2[\"Home Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"H_acc_inacc2\"]=train_test[\"H_acc2\"]/(train_test[\"H_inacc2\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "a9243cb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#2nd half\n",
    "\n",
    "#home\n",
    "train_test[[\"A_acc1\",\"A_inacc1\"]]=all_data1[all_data1[\"Team\"]==all_data1[\"Away Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"A_acc_inacc1\"]=train_test[\"A_acc1\"]/(train_test[\"A_inacc1\"])\n",
    "\n",
    "#away\n",
    "train_test[[\"A_acc2\",\"A_inacc2\"]]=all_data2[all_data2[\"Team\"]==all_data2[\"Away Team\"]].groupby(\"Game_ID\").sum()[[\"Accurate passes\",\"Inaccurate passes\"]]\n",
    "train_test[\"A_acc_inacc2\"]=train_test[\"A_acc2\"]/(train_test[\"A_inacc2\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "d602d3f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# the same thing with dangerous accurate and incaccurate passes from both sides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "b794be44",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "dangerous1= all_data[(all_data[\"X\"]>30) & ((all_data[\"Y\"]<15)&(all_data[\"Y\"]>-15))]\n",
    "dangerous2= all_data[(all_data[\"X\"]<-30) & ((all_data[\"Y\"]<15)&(all_data[\"Y\"]>-15))]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "2f683800",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test[\"D_H_acc\"]=dangerous1[(dangerous1[\"Team\"]==dangerous1[\"Home Team\"])].groupby(\"Game_ID\").sum()[\"Accurate passes\"]\n",
    "train_test[\"D_H_inacc\"]=dangerous2[(dangerous2[\"Team\"]==dangerous2[\"Home Team\"])].groupby(\"Game_ID\").sum()[\"Inaccurate passes\"]\n",
    "\n",
    "train_test[\"D_A_acc\"]=dangerous2[dangerous2[\"Team\"]==dangerous2[\"Away Team\"]].groupby(\"Game_ID\").sum()[\"Accurate passes\"]\n",
    "train_test[\"D_A_inacc\"]=dangerous1[dangerous1[\"Team\"]==dangerous1[\"Away Team\"]].groupby(\"Game_ID\").sum()[\"Inaccurate passes\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e1a3fe4",
   "metadata": {},
   "source": [
    "### action performed\n",
    "(since it s so difficult to calculate possession for each team)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ac43cec9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#whole match\n",
    "train_test[\"H_action\"]=all_data[all_data[\"Team\"]==all_data[\"Home Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "train_test[\"A_action\"]=all_data[all_data[\"Team\"]==all_data[\"Away Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "\n",
    "#1st half\n",
    "\n",
    "#home\n",
    "train_test[\"H_action1\"]=all_data1[all_data1[\"Team\"]==all_data1[\"Home Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "\n",
    "#away\n",
    "train_test[\"A_action1\"]=all_data1[all_data1[\"Team\"]==all_data1[\"Away Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "\n",
    "#2nd half\n",
    "\n",
    "#home\n",
    "train_test[\"H_action2\"]=all_data2[all_data2[\"Team\"]==all_data2[\"Home Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "\n",
    "\n",
    "#away\n",
    "train_test[\"A_action2\"]=all_data2[all_data2[\"Team\"]==all_data2[\"Away Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "acdf890f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "train_test[\"D_H_action\"]=dangerous1[(dangerous1[\"Team\"]==dangerous1[\"Home Team\"])].groupby(\"Game_ID\")[\"Player_ID\"].count()\n",
    "\n",
    "train_test[\"D_A_action\"]=dangerous2[dangerous2[\"Team\"]==dangerous2[\"Away Team\"]].groupby(\"Game_ID\")[\"Player_ID\"].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9838c6bb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "8829ec43",
   "metadata": {},
   "source": [
    "### one of the opponents is new to the league"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "ca1a6d6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "s1_t= set(train_test[train_test[\"Season\"]==1][\"Home Team\"].unique()).union(set(train_test[train_test[\"Season\"]==1][\"Away Team\"].unique()))\n",
    "s2_t= set(train_test[train_test[\"Season\"]==2][\"Home Team\"].unique()).union(set(train_test[train_test[\"Season\"]==2][\"Away Team\"].unique()))\n",
    "s3_t= set(train_test[train_test[\"Season\"]==3][\"Home Team\"].unique()).union(set(train_test[train_test[\"Season\"]==3][\"Away Team\"].unique()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "9c0f4eab",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test[\"new\"]=0\n",
    "#train_test.loc[train_test[\"Season\"]==1,\"new\"]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "aa3f431c",
   "metadata": {},
   "outputs": [],
   "source": [
    "for team in s2_t-s1_t:\n",
    "    train_test.loc[(train_test[\"Home Team\"]==team)&(train_test[\"Season\"]==2),\"new\"]=1\n",
    "    train_test.loc[(train_test[\"Away Team\"]==team)&(train_test[\"Season\"]==2),\"new\"]=2\n",
    "    \n",
    "for team in s3_t-s2_t:\n",
    "    train_test.loc[(train_test[\"Home Team\"]==team)&(train_test[\"Season\"]==3),\"new\"]=1\n",
    "    train_test.loc[(train_test[\"Away Team\"]==team)&(train_test[\"Season\"]==3),\"new\"]=2\n",
    "\n",
    "for team in s3_t-s2_t-s1_t:\n",
    "    train_test.loc[(train_test[\"Home Team\"]==team)&(train_test[\"Season\"]==3),\"new\"]=2\n",
    "    train_test.loc[(train_test[\"Away Team\"]==team)&(train_test[\"Season\"]==3),\"new\"]=3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64a52963",
   "metadata": {},
   "source": [
    "### managers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "a9cc2539",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test[\"Home Manager\"]=all_data[all_data[\"Team\"]==all_data[\"Home Team\"]].drop_duplicates(\"Game_ID\")[\"Manager\"].reset_index(drop=True)\n",
    "train_test[\"Away Manager\"]=all_data[all_data[\"Team\"]==all_data[\"Away Team\"]].drop_duplicates(\"Game_ID\")[\"Manager\"].reset_index(drop=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "96ee6938",
   "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>Date</th>\n",
       "      <th>Season</th>\n",
       "      <th>Match_ID</th>\n",
       "      <th>Game_ID</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>Score</th>\n",
       "      <th>Train</th>\n",
       "      <th>H_acc</th>\n",
       "      <th>H_inacc</th>\n",
       "      <th>H_acc_inacc</th>\n",
       "      <th>A_acc</th>\n",
       "      <th>A_inacc</th>\n",
       "      <th>A_acc_inacc</th>\n",
       "      <th>H_acc1</th>\n",
       "      <th>H_inacc1</th>\n",
       "      <th>H_acc_inacc1</th>\n",
       "      <th>H_acc2</th>\n",
       "      <th>H_inacc2</th>\n",
       "      <th>H_acc_inacc2</th>\n",
       "      <th>A_acc1</th>\n",
       "      <th>A_inacc1</th>\n",
       "      <th>A_acc_inacc1</th>\n",
       "      <th>A_acc2</th>\n",
       "      <th>A_inacc2</th>\n",
       "      <th>A_acc_inacc2</th>\n",
       "      <th>D_H_acc</th>\n",
       "      <th>D_H_inacc</th>\n",
       "      <th>D_A_acc</th>\n",
       "      <th>D_A_inacc</th>\n",
       "      <th>H_action</th>\n",
       "      <th>A_action</th>\n",
       "      <th>H_action1</th>\n",
       "      <th>A_action1</th>\n",
       "      <th>H_action2</th>\n",
       "      <th>A_action2</th>\n",
       "      <th>D_H_action</th>\n",
       "      <th>D_A_action</th>\n",
       "      <th>new</th>\n",
       "      <th>Home Manager</th>\n",
       "      <th>Away Manager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Butterfly</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>463.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>5.26</td>\n",
       "      <td>315.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>260.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>203.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3.90</td>\n",
       "      <td>167.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>148.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>3.61</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2361</td>\n",
       "      <td>1803</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>916.0</td>\n",
       "      <td>1181.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Devix</td>\n",
       "      <td>Dante</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Backward</td>\n",
       "      <td>Cartwheel</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>255.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>2.34</td>\n",
       "      <td>450.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>149.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>106.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.80</td>\n",
       "      <td>183.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>4.82</td>\n",
       "      <td>267.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>4.53</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1903</td>\n",
       "      <td>2309</td>\n",
       "      <td>982.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>921.0</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Osamu</td>\n",
       "      <td>Elrick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Circinus</td>\n",
       "      <td>Fireworks</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>626.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>6.14</td>\n",
       "      <td>370.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>4.20</td>\n",
       "      <td>332.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.76</td>\n",
       "      <td>294.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>208.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>5.33</td>\n",
       "      <td>162.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3.31</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2763</td>\n",
       "      <td>1878</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>1451.0</td>\n",
       "      <td>944.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Kouta</td>\n",
       "      <td>Jiraya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>118.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Cosmos Redshift 7</td>\n",
       "      <td>Sculptor</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>550.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>7.05</td>\n",
       "      <td>339.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>253.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.04</td>\n",
       "      <td>297.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>5.94</td>\n",
       "      <td>179.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.97</td>\n",
       "      <td>160.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2414</td>\n",
       "      <td>1773</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>869.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bolt</td>\n",
       "      <td>Ryoichi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-08-03</td>\n",
       "      <td>1</td>\n",
       "      <td>158.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>Milky Way</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>499.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>6.16</td>\n",
       "      <td>280.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>3.33</td>\n",
       "      <td>268.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>7.66</td>\n",
       "      <td>231.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5.02</td>\n",
       "      <td>133.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.59</td>\n",
       "      <td>147.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.13</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2290</td>\n",
       "      <td>1687</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>897.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Levi</td>\n",
       "      <td>Masashi</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",
       "      <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>641</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>3</td>\n",
       "      <td>213.0</td>\n",
       "      <td>641</td>\n",
       "      <td>Fireworks</td>\n",
       "      <td>Cartwheel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>346.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.53</td>\n",
       "      <td>215.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>4.39</td>\n",
       "      <td>171.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.89</td>\n",
       "      <td>164.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3.09</td>\n",
       "      <td>182.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.04</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1947</td>\n",
       "      <td>1882</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>927.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>955.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Orgulas</td>\n",
       "      <td>Isamu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>2019-05-21</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>642</td>\n",
       "      <td>Needle</td>\n",
       "      <td>Malin 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>2019-05-23</td>\n",
       "      <td>3</td>\n",
       "      <td>214.0</td>\n",
       "      <td>643</td>\n",
       "      <td>Whirlpool</td>\n",
       "      <td>Medusa Merger</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>311.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>320.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>4.78</td>\n",
       "      <td>130.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>181.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>4.41</td>\n",
       "      <td>169.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.69</td>\n",
       "      <td>151.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>4.87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1607</td>\n",
       "      <td>1498</td>\n",
       "      <td>677.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>930.0</td>\n",
       "      <td>755.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2</td>\n",
       "      <td>Tatsuya</td>\n",
       "      <td>Akuma/Inuyasha</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>3</td>\n",
       "      <td>216.0</td>\n",
       "      <td>644</td>\n",
       "      <td>Antennae</td>\n",
       "      <td>Andromeda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>3.89</td>\n",
       "      <td>329.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.63</td>\n",
       "      <td>178.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>4.24</td>\n",
       "      <td>207.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.63</td>\n",
       "      <td>218.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.74</td>\n",
       "      <td>111.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1908</td>\n",
       "      <td>1803</td>\n",
       "      <td>843.0</td>\n",
       "      <td>999.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>804.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Nikushimi</td>\n",
       "      <td>Tarkas/Adelard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>2019-05-24</td>\n",
       "      <td>3</td>\n",
       "      <td>215.0</td>\n",
       "      <td>645</td>\n",
       "      <td>Cosmos Redshift 7</td>\n",
       "      <td>Comet</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>381.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>4.01</td>\n",
       "      <td>386.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>196.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.36</td>\n",
       "      <td>185.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>208.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>178.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2001</td>\n",
       "      <td>1913</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>1047.0</td>\n",
       "      <td>979.0</td>\n",
       "      <td>866.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bodo/Drogo</td>\n",
       "      <td>Hideaki</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>646 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date  Season  Match_ID  Game_ID          Home Team      Away Team  \\\n",
       "0   2016-08-03       1       2.0        0           Antennae      Butterfly   \n",
       "1   2016-08-03       1      22.0        1           Backward      Cartwheel   \n",
       "2   2016-08-03       1      77.0        2           Circinus      Fireworks   \n",
       "3   2016-08-03       1     118.0        3  Cosmos Redshift 7       Sculptor   \n",
       "4   2016-08-03       1     158.0        4      Medusa Merger      Milky Way   \n",
       "..         ...     ...       ...      ...                ...            ...   \n",
       "641 2019-05-21       3     213.0      641          Fireworks      Cartwheel   \n",
       "642 2019-05-21       3     300.0      642             Needle        Malin 1   \n",
       "643 2019-05-23       3     214.0      643          Whirlpool  Medusa Merger   \n",
       "644 2019-05-24       3     216.0      644           Antennae      Andromeda   \n",
       "645 2019-05-24       3     215.0      645  Cosmos Redshift 7          Comet   \n",
       "\n",
       "     Score  Train  H_acc  H_inacc  H_acc_inacc  A_acc  A_inacc  A_acc_inacc  \\\n",
       "0      0.0      1  463.0     88.0         5.26  315.0     77.0         4.09   \n",
       "1      1.0      1  255.0    109.0         2.34  450.0     97.0         4.64   \n",
       "2      1.0      1  626.0    102.0         6.14  370.0     88.0         4.20   \n",
       "3      2.0      1  550.0     78.0         7.05  339.0     73.0         4.64   \n",
       "4      2.0      1  499.0     81.0         6.16  280.0     84.0         3.33   \n",
       "..     ...    ...    ...      ...          ...    ...      ...          ...   \n",
       "641    NaN      0  386.0     93.0         4.15  346.0     98.0         3.53   \n",
       "642    NaN      0    0.0      0.0          NaN    0.0      0.0          NaN   \n",
       "643    NaN      0  311.0     71.0         4.38  320.0     67.0         4.78   \n",
       "644    NaN      0  385.0     99.0         3.89  329.0     71.0         4.63   \n",
       "645    NaN      0  381.0     95.0         4.01  386.0     90.0         4.29   \n",
       "\n",
       "     H_acc1  H_inacc1  H_acc_inacc1  H_acc2  H_inacc2  H_acc_inacc2  A_acc1  \\\n",
       "0     260.0      36.0          7.22   203.0      52.0          3.90   167.0   \n",
       "1     149.0      50.0          2.98   106.0      59.0          1.80   183.0   \n",
       "2     332.0      34.0          9.76   294.0      68.0          4.32   208.0   \n",
       "3     253.0      28.0          9.04   297.0      50.0          5.94   179.0   \n",
       "4     268.0      35.0          7.66   231.0      46.0          5.02   133.0   \n",
       "..      ...       ...           ...     ...       ...           ...     ...   \n",
       "641   215.0      49.0          4.39   171.0      44.0          3.89   164.0   \n",
       "642     0.0       0.0           NaN     0.0       0.0           NaN     0.0   \n",
       "643   130.0      30.0          4.33   181.0      41.0          4.41   169.0   \n",
       "644   178.0      42.0          4.24   207.0      57.0          3.63   218.0   \n",
       "645   196.0      45.0          4.36   185.0      50.0          3.70   208.0   \n",
       "\n",
       "     A_inacc1  A_acc_inacc1  A_acc2  A_inacc2  A_acc_inacc2  D_H_acc  \\\n",
       "0        36.0          4.64   148.0      41.0          3.61     12.0   \n",
       "1        38.0          4.82   267.0      59.0          4.53      4.0   \n",
       "2        39.0          5.33   162.0      49.0          3.31     13.0   \n",
       "3        36.0          4.97   160.0      37.0          4.32      9.0   \n",
       "4        37.0          3.59   147.0      47.0          3.13      9.0   \n",
       "..        ...           ...     ...       ...           ...      ...   \n",
       "641      53.0          3.09   182.0      45.0          4.04      3.0   \n",
       "642       0.0           NaN     0.0       0.0           NaN      NaN   \n",
       "643      36.0          4.69   151.0      31.0          4.87     12.0   \n",
       "644      38.0          5.74   111.0      33.0          3.36      3.0   \n",
       "645      43.0          4.84   178.0      47.0          3.79      0.0   \n",
       "\n",
       "     D_H_inacc  D_A_acc  D_A_inacc  H_action  A_action  H_action1  A_action1  \\\n",
       "0          2.0      6.0        7.0      2361      1803     1180.0      916.0   \n",
       "1          5.0      3.0        5.0      1903      2309      982.0      970.0   \n",
       "2          1.0      0.0       14.0      2763      1878     1312.0      934.0   \n",
       "3          6.0      9.0        3.0      2414      1773     1087.0      904.0   \n",
       "4          8.0      6.0        5.0      2290      1687     1195.0      790.0   \n",
       "..         ...      ...        ...       ...       ...        ...        ...   \n",
       "641        5.0      5.0        7.0      1947      1882     1042.0      927.0   \n",
       "642        NaN      NaN        NaN         4         4        2.0        2.0   \n",
       "643        3.0      2.0       11.0      1607      1498      677.0      743.0   \n",
       "644        7.0      7.0        7.0      1908      1803      843.0      999.0   \n",
       "645       14.0      4.0       10.0      2001      1913     1022.0     1047.0   \n",
       "\n",
       "     H_action2  A_action2  D_H_action  D_A_action  new Home Manager  \\\n",
       "0       1181.0      887.0       145.0       109.0    0        Devix   \n",
       "1        921.0     1339.0       135.0        77.0    0        Osamu   \n",
       "2       1451.0      944.0       168.0        19.0    0        Kouta   \n",
       "3       1327.0      869.0       116.0       125.0    0         Bolt   \n",
       "4       1095.0      897.0       141.0       128.0    0         Levi   \n",
       "..         ...        ...         ...         ...  ...          ...   \n",
       "641      905.0      955.0        67.0       100.0    0      Orgulas   \n",
       "642        2.0        2.0         NaN         NaN    3          NaN   \n",
       "643      930.0      755.0       159.0        75.0    2      Tatsuya   \n",
       "644     1065.0      804.0        89.0       124.0    0    Nikushimi   \n",
       "645      979.0      866.0        63.0        84.0    0   Bodo/Drogo   \n",
       "\n",
       "       Away Manager  \n",
       "0             Dante  \n",
       "1            Elrick  \n",
       "2            Jiraya  \n",
       "3           Ryoichi  \n",
       "4           Masashi  \n",
       "..              ...  \n",
       "641           Isamu  \n",
       "642             NaN  \n",
       "643  Akuma/Inuyasha  \n",
       "644  Tarkas/Adelard  \n",
       "645         Hideaki  \n",
       "\n",
       "[646 rows x 41 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "dcaae0d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.get_dummies(train_test, columns = [\"Home Team\",\"Away Team\",\"Home Manager\",\"Away Manager\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "e9417f8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def manager_stats(df,season):\n",
    "    point_score_home={0:0,1:1,2:3}\n",
    "    point_score_away={0:3,1:1,2:0}\n",
    "    managers=set(df.loc[df[\"Season\"]==season][\"Home Manager\"].unique()).union(set(df.loc[df[\"Season\"]==season][\"Away Manager\"].unique()))\n",
    "    \n",
    "    stats=pd.DataFrame(managers,columns=[\"Manager\"])\n",
    "    stats[\"Played\"]=0.0\n",
    "    stats[\"Points\"]=0.0\n",
    "    stats[\"ratio\"]=0.0\n",
    "    for manager in managers:\n",
    "        h=df[(df[\"Home Manager\"] == manager ) & (df[\"Season\"] == season)][\"Score\"]\n",
    "        a=df[(df[\"Away Manager\"] == manager ) & (df[\"Season\"] == season)][\"Score\"]\n",
    "        stats.loc[stats[\"Manager\"]==manager,\"Points\"]=a.apply(lambda x: point_score_away[x]).sum()+h.apply(lambda x: point_score_home[x]).sum()\n",
    "        stats.loc[stats[\"Manager\"]==manager,\"Played\"]=len(a)+len(h)\n",
    "        if stats.loc[stats[\"Manager\"]==manager,\"Played\"].values[0]>0:\n",
    "            stats.loc[stats[\"Manager\"]==manager,\"ratio\"]=(stats.loc[stats[\"Manager\"]==manager,\"Points\"]+1)/np.log(stats.loc[stats[\"Manager\"]==manager,\"Played\"]+1)\n",
    "    return stats\n",
    "m_s1=manager_stats(train_test[train_test[\"Train\"]==1],1).fillna(0).sort_values(by=['ratio'], ascending=False)\n",
    "m_s2=manager_stats(train_test[train_test[\"Train\"]==1],2).fillna(0).sort_values(by=['ratio'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "81913010",
   "metadata": {},
   "outputs": [],
   "source": [
    "a=dict(m_s1.set_index(\"Manager\")[\"ratio\"])\n",
    "b=dict(m_s2.set_index(\"Manager\")[\"ratio\"])\n",
    "c=dict()\n",
    "for manager in train_test[train_test[\"Train\"]==1][\"Home Manager\"].unique():\n",
    "    if manager in a.keys() and manager in b.keys():\n",
    "        c[manager]=max(a[manager],b[manager])\n",
    "    elif manager not in a.keys():\n",
    "        c[manager]=b[manager]\n",
    "    else:\n",
    "        c[manager]=a[manager]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "33b39e17",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test.loc[train_test[\"Season\"]==1,\"Home Manager\"]=train_test.loc[train_test[\"Season\"]==1,\"Home Manager\"].apply(lambda x : a[x])\n",
    "train_test.loc[train_test[\"Season\"]==2,\"Home Manager\"]=train_test.loc[train_test[\"Season\"]==2,\"Home Manager\"].apply(lambda x : b[x])\n",
    "train_test.loc[train_test[\"Season\"]==3,\"Home Manager\"]=train_test.loc[train_test[\"Season\"]==3,\"Home Manager\"].apply(lambda x : c[x] if x in c else np.nan)\n",
    "\n",
    "train_test.loc[train_test[\"Season\"]==1,\"Away Manager\"]=train_test.loc[train_test[\"Season\"]==1,\"Away Manager\"].apply(lambda x : a[x])\n",
    "train_test.loc[train_test[\"Season\"]==2,\"Away Manager\"]=train_test.loc[train_test[\"Season\"]==2,\"Away Manager\"].apply(lambda x : b[x])\n",
    "train_test.loc[train_test[\"Season\"]==3,\"Away Manager\"]=train_test.loc[train_test[\"Season\"]==3,\"Away Manager\"].apply(lambda x : c[x] if x in c else np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20e42c56",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a9b7539",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38e36e71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "a4491e11",
   "metadata": {},
   "outputs": [],
   "source": [
    "#some managers are new in season 3. There is no way to attribute an effective score to them since no info were provided\n",
    "# my approach is give them the average score of the two predecessors managers of the club. \n",
    "# For the managers of new clubs that have not been neither in s1 or s2... \n",
    "manager=\"Home Manager\"\n",
    "\n",
    "for team in set(train_test.loc[pd.isna(train_test[manager])][\"Home Team\"].unique()).union(set(train_test.loc[pd.isna(train_test[manager])][\"Away Team\"].unique())):\n",
    "    s1=0\n",
    "    s2=0\n",
    "    if team in train_test.loc[train_test[\"Season\"]==1][\"Home Team\"].unique() and team in train_test.loc[train_test[\"Season\"]==2][\"Home Team\"].unique()  :\n",
    "        s1=0.5*train_test.loc[(train_test[\"Home Team\"]==team) & (train_test[\"Season\"]==1)][manager].mean()\n",
    "        s2=0.5*train_test.loc[(train_test[\"Home Team\"]==team) & (train_test[\"Season\"]==2)][manager].mean()\n",
    "\n",
    "    elif team in train_test.loc[train_test[\"Season\"]==1][\"Home Team\"].unique():\n",
    "        s1=train_test.loc[(train_test[\"Home Team\"]==team) & (train_test[\"Season\"]==1)][manager].mean()\n",
    "        \n",
    "\n",
    "    elif team in train_test.loc[train_test[\"Season\"]==2][\"Home Team\"].unique():\n",
    "        s2=train_test.loc[(train_test[\"Home Team\"]==team) & (train_test[\"Season\"]==2)][manager].mean()\n",
    "        \n",
    "\n",
    "    else:\n",
    "        continue\n",
    "\n",
    "    train_test.loc[(pd.isna(train_test[manager]))&(train_test[\"Home Team\"]==team),manager]=s1+s2\n",
    "\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "2526c423",
   "metadata": {},
   "outputs": [],
   "source": [
    "manager=\"Away Manager\"\n",
    "\n",
    "for team in set(train_test.loc[pd.isna(train_test[manager])][\"Away Team\"].unique()).union(set(train_test.loc[pd.isna(train_test[manager])][\"Away Team\"].unique())):\n",
    "    s1=0\n",
    "    s2=0\n",
    "    if team in train_test.loc[train_test[\"Season\"]==1][\"Away Team\"].unique() and team in train_test.loc[train_test[\"Season\"]==2][\"Away Team\"].unique()  :\n",
    "        s1=0.5*train_test.loc[(train_test[\"Away Team\"]==team) & (train_test[\"Season\"]==1)][manager].mean()\n",
    "        s2=0.5*train_test.loc[(train_test[\"Away Team\"]==team) & (train_test[\"Season\"]==2)][manager].mean()\n",
    "\n",
    "    elif team in train_test.loc[train_test[\"Season\"]==1][\"Away Team\"].unique():\n",
    "        s1=train_test.loc[(train_test[\"Away Team\"]==team) & (train_test[\"Season\"]==1)][manager].mean()\n",
    "        \n",
    "\n",
    "    elif team in train_test.loc[train_test[\"Season\"]==2][\"Away Team\"].unique():\n",
    "        s2=train_test.loc[(train_test[\"Away Team\"]==team) & (train_test[\"Season\"]==2)][manager].mean()\n",
    "        \n",
    "\n",
    "    else:\n",
    "        continue\n",
    "\n",
    "    train_test.loc[(pd.isna(train_test[manager]))&(train_test[\"Away Team\"]==team),manager]=s1+s2\n",
    "\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "ef3e9d7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Malin 1', 'Needle', 'Whirlpool'], dtype=object)"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_test.loc[pd.isna(train_test[\"Home Manager\"])][\"Home Team\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5a88852",
   "metadata": {},
   "source": [
    "**as we can see there are still 3 clubs ( usually every season 2 or 3 clubs get promoted to the higher division)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "4b1e8fa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#the best we can do is assign the min value to each of them\n",
    "\n",
    "train_test.loc[pd.isna(train_test[\"Home Manager\"]),\"Home Manager\"] = \\\n",
    "train_test.loc[pd.isna(train_test[\"Home Manager\"])][\"Home Manager\"].fillna(train_test.loc[~pd.isna(train_test[\"Home Manager\"])][\"Home Manager\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "67d71253",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test.loc[pd.isna(train_test[\"Away Manager\"]),\"Away Manager\"] = \\\n",
    "train_test.loc[pd.isna(train_test[\"Away Manager\"])][\"Away Manager\"].fillna(train_test.loc[~pd.isna(train_test[\"Away Manager\"])][\"Away Manager\"].min())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed821ae6",
   "metadata": {},
   "source": [
    "### Danger zone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "2e61be8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# How many time a team has been in the danger zone\n",
    "\n",
    "train_test[\"H_Danger\"]=dangerous1[(dangerous1[\"Team\"]==dangerous1[\"Home Team\"])].groupby(\"Game_ID\")[\"Train\"].count()\n",
    "\n",
    "train_test[\"A_Danger\"]=dangerous2[(dangerous2[\"Team\"]==dangerous2[\"Away Team\"])].groupby(\"Game_ID\")[\"Train\"].count()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5975ddf3",
   "metadata": {},
   "source": [
    "### Teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "893693b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stats(df,season):\n",
    "    point_score_home={0:0,1:1,2:3}\n",
    "    point_score_away={0:3,1:1,2:0}\n",
    "    teams=df[\"Home Team\"].unique()\n",
    "    stats=pd.DataFrame(teams,columns=[\"Teams\"])\n",
    "    stats[\"Played\"]=0\n",
    "    stats[\"Points\"]=0\n",
    "    stats[\"ratio\"]=0\n",
    "    for team in teams:\n",
    "        h=df[ (df[\"Home Team\"]==team) & (df[\"Season\"]==season)][\"Score\"]\n",
    "        a=df[ (df[\"Away Team\"]==team) & (df[\"Season\"]==season)][\"Score\"]\n",
    "\n",
    "        stats.loc[stats[\"Teams\"]==team,\"Points\"]=h.apply(lambda x: point_score_home[x]).sum()+a.apply(lambda x: point_score_away[x]).sum()\n",
    "        stats.loc[stats[\"Teams\"]==team,\"Played\"]=len(a)+len(h)\n",
    "        try:\n",
    "            stats.loc[stats[\"Teams\"]==team,\"ratio\"]=stats.loc[stats[\"Teams\"]==team,\"Points\"]/stats.loc[stats[\"Teams\"]==team,\"Played\"]\n",
    "        except:\n",
    "            pass\n",
    "    return stats\n",
    "stats_s1=stats(train_test[train_test[\"Train\"]==1],1).fillna(0).sort_values(by=['ratio'], ascending=False)\n",
    "stats_s2=stats(train_test[train_test[\"Train\"]==1],2).fillna(0).sort_values(by=['ratio'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "c0dcea6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# now we will be replacing teams name by the ratio according to each season\n",
    "# for the test aka season 3 the ratio would be 40% ratio s1 + 60% ratio s2\n",
    "a=dict(stats_s1.set_index(\"Teams\")[\"ratio\"])\n",
    "b=dict(stats_s2.set_index(\"Teams\")[\"ratio\"])\n",
    "from collections import Counter\n",
    "a1={key: value * 0.4 for key, value in a.items()}\n",
    "b1={key: value * 0.6 for key, value in b.items()}\n",
    "c=dict(Counter(a1)+Counter(b1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "cc015a99",
   "metadata": {},
   "outputs": [],
   "source": [
    "cols=[\"Home Team\",\"Away Team\"]\n",
    "for col in cols:\n",
    "    train_test.loc[train_test[\"Season\"]==1,col]=train_test.loc[train_test[\"Season\"]==1,col].apply(lambda x : a[x] if x in a else 0)\n",
    "\n",
    "for col in cols:\n",
    "    train_test.loc[train_test[\"Season\"]==2,col]=train_test.loc[train_test[\"Season\"]==2,col].apply(lambda x : b[x] if x in b else 0)\n",
    "\n",
    "for col in cols:\n",
    "    train_test.loc[train_test[\"Season\"]==3,col]=train_test.loc[train_test[\"Season\"]==3,col].apply(lambda x : c[x] if x in c else 0)        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "ba4ffc5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test.drop(\"Date\",axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "16283084",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test=train_test.astype(np.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "cb454047",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test=pd.concat([train_test,df.iloc[:,37:]],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9405b2a5",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "1778c395",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Season', 'Match_ID', 'Game_ID', 'Home Team', 'Away Team', 'H_acc',\n",
      "       'H_inacc', 'H_acc_inacc', 'A_acc', 'A_inacc', 'A_acc_inacc', 'H_acc1',\n",
      "       'H_inacc1', 'H_acc_inacc1', 'H_acc2', 'H_inacc2', 'H_acc_inacc2',\n",
      "       'A_acc1', 'A_inacc1', 'A_acc_inacc1', 'A_acc2', 'A_inacc2',\n",
      "       'A_acc_inacc2', 'D_H_acc', 'D_H_inacc', 'D_A_acc', 'D_A_inacc',\n",
      "       'H_action', 'A_action', 'H_action1', 'A_action1', 'H_action2',\n",
      "       'A_action2', 'D_H_action', 'D_A_action', 'new', 'Home Manager',\n",
      "       'Away Manager', 'H_Danger', 'A_Danger', 'Home Team_Andromeda',\n",
      "       'Home Team_Antennae', 'Home Team_Backward', 'Home Team_Butterfly',\n",
      "       'Home Team_Cartwheel'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "X = train_test[train_test[\"Train\"]==1].drop([\"Train\",\"Score\"], axis=1)\n",
    "y = train_test[train_test[\"Train\"]==1][\"Score\"]\n",
    "print(X.columns[:45])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "50924e46",
   "metadata": {},
   "outputs": [],
   "source": [
    "Test=train_test[train_test[\"Train\"]==0].drop([\"Train\",\"Score\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "b2ada187",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X.loc[X[\"Season\"]==1]\n",
    "X_test = X.loc[X[\"Season\"]==2]\n",
    "y_train = y.iloc[:X_train.shape[0]]\n",
    "y_test = y.iloc[X_train.shape[0]:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "fa21a65c",
   "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>Season</th>\n",
       "      <th>Match_ID</th>\n",
       "      <th>Game_ID</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>H_acc</th>\n",
       "      <th>H_inacc</th>\n",
       "      <th>H_acc_inacc</th>\n",
       "      <th>A_acc</th>\n",
       "      <th>A_inacc</th>\n",
       "      <th>A_acc_inacc</th>\n",
       "      <th>H_acc1</th>\n",
       "      <th>H_inacc1</th>\n",
       "      <th>H_acc_inacc1</th>\n",
       "      <th>H_acc2</th>\n",
       "      <th>H_inacc2</th>\n",
       "      <th>H_acc_inacc2</th>\n",
       "      <th>A_acc1</th>\n",
       "      <th>A_inacc1</th>\n",
       "      <th>A_acc_inacc1</th>\n",
       "      <th>A_acc2</th>\n",
       "      <th>A_inacc2</th>\n",
       "      <th>A_acc_inacc2</th>\n",
       "      <th>D_H_acc</th>\n",
       "      <th>D_H_inacc</th>\n",
       "      <th>D_A_acc</th>\n",
       "      <th>D_A_inacc</th>\n",
       "      <th>H_action</th>\n",
       "      <th>A_action</th>\n",
       "      <th>H_action1</th>\n",
       "      <th>A_action1</th>\n",
       "      <th>H_action2</th>\n",
       "      <th>A_action2</th>\n",
       "      <th>D_H_action</th>\n",
       "      <th>D_A_action</th>\n",
       "      <th>new</th>\n",
       "      <th>Home Manager</th>\n",
       "      <th>Away Manager</th>\n",
       "      <th>H_Danger</th>\n",
       "      <th>A_Danger</th>\n",
       "      <th>Home Team_Andromeda</th>\n",
       "      <th>Home Team_Antennae</th>\n",
       "      <th>Home Team_Backward</th>\n",
       "      <th>Home Team_Butterfly</th>\n",
       "      <th>Home Team_Cartwheel</th>\n",
       "      <th>Home Team_Cigar</th>\n",
       "      <th>Home Team_Circinus</th>\n",
       "      <th>Home Team_Coma Pinwheel</th>\n",
       "      <th>Home Team_Comet</th>\n",
       "      <th>Home Team_Cosmos Redshift 7</th>\n",
       "      <th>Home Team_Eye of Sauron</th>\n",
       "      <th>Home Team_Fireworks</th>\n",
       "      <th>Home Team_Malin 1</th>\n",
       "      <th>Home Team_Medusa Merger</th>\n",
       "      <th>Home Team_Milky Way</th>\n",
       "      <th>Home Team_Needle</th>\n",
       "      <th>Home Team_Sculptor</th>\n",
       "      <th>Home Team_Sombrero</th>\n",
       "      <th>Home Team_Sunflower</th>\n",
       "      <th>Home Team_Tadpole</th>\n",
       "      <th>Home Team_Triangulum</th>\n",
       "      <th>Home Team_Whirlpool</th>\n",
       "      <th>Away Team_Andromeda</th>\n",
       "      <th>Away Team_Antennae</th>\n",
       "      <th>Away Team_Backward</th>\n",
       "      <th>Away Team_Butterfly</th>\n",
       "      <th>Away Team_Cartwheel</th>\n",
       "      <th>Away Team_Cigar</th>\n",
       "      <th>Away Team_Circinus</th>\n",
       "      <th>Away Team_Coma Pinwheel</th>\n",
       "      <th>Away Team_Comet</th>\n",
       "      <th>Away Team_Cosmos Redshift 7</th>\n",
       "      <th>Away Team_Eye of Sauron</th>\n",
       "      <th>Away Team_Fireworks</th>\n",
       "      <th>Away Team_Malin 1</th>\n",
       "      <th>Away Team_Medusa Merger</th>\n",
       "      <th>Away Team_Milky Way</th>\n",
       "      <th>Away Team_Needle</th>\n",
       "      <th>Away Team_Sculptor</th>\n",
       "      <th>Away Team_Sombrero</th>\n",
       "      <th>Away Team_Sunflower</th>\n",
       "      <th>Away Team_Tadpole</th>\n",
       "      <th>Away Team_Triangulum</th>\n",
       "      <th>Away Team_Whirlpool</th>\n",
       "      <th>Home Manager_Adric</th>\n",
       "      <th>Home Manager_Akui</th>\n",
       "      <th>Home Manager_Akuma/Inuyasha</th>\n",
       "      <th>Home Manager_Alex</th>\n",
       "      <th>Home Manager_Alphonse</th>\n",
       "      <th>Home Manager_Andwise/Hob</th>\n",
       "      <th>Home Manager_Anson</th>\n",
       "      <th>Home Manager_Aoiro</th>\n",
       "      <th>Home Manager_Ash</th>\n",
       "      <th>Home Manager_Balbo</th>\n",
       "      <th>Home Manager_Barner</th>\n",
       "      <th>Home Manager_Beau</th>\n",
       "      <th>Home Manager_Bill</th>\n",
       "      <th>Home Manager_Bodo/Drogo</th>\n",
       "      <th>Home Manager_Bolt</th>\n",
       "      <th>Home Manager_Brock</th>\n",
       "      <th>Home Manager_Cottar</th>\n",
       "      <th>Home Manager_Daiki</th>\n",
       "      <th>Home Manager_Dante</th>\n",
       "      <th>Home Manager_Devix</th>\n",
       "      <th>Home Manager_Dudo/Eder</th>\n",
       "      <th>Home Manager_Elrick</th>\n",
       "      <th>Home Manager_Frodo</th>\n",
       "      <th>Home Manager_Haldon</th>\n",
       "      <th>Home Manager_Hideaki</th>\n",
       "      <th>Home Manager_Hideo</th>\n",
       "      <th>Home Manager_Hikaru</th>\n",
       "      <th>Home Manager_Hornblower</th>\n",
       "      <th>Home Manager_Isamu</th>\n",
       "      <th>Home Manager_Jiraya</th>\n",
       "      <th>Home Manager_Joyas</th>\n",
       "      <th>Home Manager_Karatachi</th>\n",
       "      <th>Home Manager_Kepli</th>\n",
       "      <th>Home Manager_Kouki</th>\n",
       "      <th>Home Manager_Kouta</th>\n",
       "      <th>Home Manager_Kuro</th>\n",
       "      <th>Home Manager_Largo</th>\n",
       "      <th>Home Manager_Levi</th>\n",
       "      <th>Home Manager_Masashi</th>\n",
       "      <th>Home Manager_Megumi</th>\n",
       "      <th>Home Manager_Nikushimi</th>\n",
       "      <th>Home Manager_Noburu</th>\n",
       "      <th>Home Manager_Olo</th>\n",
       "      <th>Home Manager_Orgulas</th>\n",
       "      <th>Home Manager_Osamu</th>\n",
       "      <th>Home Manager_Otho</th>\n",
       "      <th>Home Manager_Ronald</th>\n",
       "      <th>Home Manager_Rorimac</th>\n",
       "      <th>Home Manager_Roy</th>\n",
       "      <th>Home Manager_Rufus</th>\n",
       "      <th>Home Manager_Ryoichi</th>\n",
       "      <th>Home Manager_Ryuu</th>\n",
       "      <th>Home Manager_Seiji</th>\n",
       "      <th>Home Manager_Shinichi</th>\n",
       "      <th>Home Manager_Tanjiro</th>\n",
       "      <th>Home Manager_Tarkas/Adelard</th>\n",
       "      <th>Home Manager_Tatsuya</th>\n",
       "      <th>Home Manager_Tenzin</th>\n",
       "      <th>Home Manager_Valkas/Gokin</th>\n",
       "      <th>Home Manager_Yami</th>\n",
       "      <th>Home Manager_Youkai</th>\n",
       "      <th>Home Manager_Zankoku/Garret</th>\n",
       "      <th>Away Manager_Adelard</th>\n",
       "      <th>Away Manager_Adric</th>\n",
       "      <th>Away Manager_Akui</th>\n",
       "      <th>Away Manager_Akuma/Inuyasha</th>\n",
       "      <th>Away Manager_Alex</th>\n",
       "      <th>Away Manager_Alphonse</th>\n",
       "      <th>Away Manager_Andwise/Hob</th>\n",
       "      <th>Away Manager_Aoiro</th>\n",
       "      <th>Away Manager_Ash</th>\n",
       "      <th>Away Manager_Astro</th>\n",
       "      <th>Away Manager_Balbo</th>\n",
       "      <th>Away Manager_Barner</th>\n",
       "      <th>Away Manager_Bill</th>\n",
       "      <th>Away Manager_Bodo/Drogo</th>\n",
       "      <th>Away Manager_Bolt</th>\n",
       "      <th>Away Manager_Brock</th>\n",
       "      <th>Away Manager_Cottar</th>\n",
       "      <th>Away Manager_Daiki</th>\n",
       "      <th>Away Manager_Dante</th>\n",
       "      <th>Away Manager_Devix</th>\n",
       "      <th>Away Manager_Dudo/Eder</th>\n",
       "      <th>Away Manager_Elrick</th>\n",
       "      <th>Away Manager_Frodo</th>\n",
       "      <th>Away Manager_Haldon</th>\n",
       "      <th>Away Manager_Hideaki</th>\n",
       "      <th>Away Manager_Hideo</th>\n",
       "      <th>Away Manager_Hikaru</th>\n",
       "      <th>Away Manager_Hornblower</th>\n",
       "      <th>Away Manager_Isamu</th>\n",
       "      <th>Away Manager_Jiraya</th>\n",
       "      <th>Away Manager_Joyas</th>\n",
       "      <th>Away Manager_Karatachi</th>\n",
       "      <th>Away Manager_Kepli</th>\n",
       "      <th>Away Manager_Kouki</th>\n",
       "      <th>Away Manager_Kouta</th>\n",
       "      <th>Away Manager_Largo</th>\n",
       "      <th>Away Manager_Levi</th>\n",
       "      <th>Away Manager_Masashi</th>\n",
       "      <th>Away Manager_Megumi</th>\n",
       "      <th>Away Manager_Nikushimi</th>\n",
       "      <th>Away Manager_Noburu</th>\n",
       "      <th>Away Manager_Osamu</th>\n",
       "      <th>Away Manager_Otho</th>\n",
       "      <th>Away Manager_Rorimac</th>\n",
       "      <th>Away Manager_Roy</th>\n",
       "      <th>Away Manager_Rufus</th>\n",
       "      <th>Away Manager_Ryoichi</th>\n",
       "      <th>Away Manager_Ryuu</th>\n",
       "      <th>Away Manager_Seiji</th>\n",
       "      <th>Away Manager_Shinichi</th>\n",
       "      <th>Away Manager_Tanjiro</th>\n",
       "      <th>Away Manager_Tarkas/Adelard</th>\n",
       "      <th>Away Manager_Tatsuya</th>\n",
       "      <th>Away Manager_Tenzin</th>\n",
       "      <th>Away Manager_Valkas/Gokin</th>\n",
       "      <th>Away Manager_Yami</th>\n",
       "      <th>Away Manager_Youkai</th>\n",
       "      <th>Away Manager_Zankoku/Garret</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>1.40</td>\n",
       "      <td>1.20</td>\n",
       "      <td>368.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.76</td>\n",
       "      <td>325.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>3.96</td>\n",
       "      <td>228.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>4.56</td>\n",
       "      <td>140.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>2.92</td>\n",
       "      <td>167.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.96</td>\n",
       "      <td>158.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>2.93</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>917.0</td>\n",
       "      <td>828.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.97</td>\n",
       "      <td>16.89</td>\n",
       "      <td>91.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>1.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>194.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.59</td>\n",
       "      <td>551.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>6.56</td>\n",
       "      <td>126.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.41</td>\n",
       "      <td>68.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>251.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7.38</td>\n",
       "      <td>300.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1249.0</td>\n",
       "      <td>2037.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>1097.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.62</td>\n",
       "      <td>0.72</td>\n",
       "      <td>41.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>414.0</td>\n",
       "      <td>1.29</td>\n",
       "      <td>1.60</td>\n",
       "      <td>492.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>7.45</td>\n",
       "      <td>391.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>5.21</td>\n",
       "      <td>230.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>7.93</td>\n",
       "      <td>262.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>236.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>6.21</td>\n",
       "      <td>155.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>951.0</td>\n",
       "      <td>1079.0</td>\n",
       "      <td>807.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.01</td>\n",
       "      <td>15.01</td>\n",
       "      <td>61.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>415.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1.01</td>\n",
       "      <td>393.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>5.87</td>\n",
       "      <td>342.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>5.10</td>\n",
       "      <td>235.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8.39</td>\n",
       "      <td>158.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>4.05</td>\n",
       "      <td>98.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>244.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8.71</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1724.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>782.0</td>\n",
       "      <td>1048.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.82</td>\n",
       "      <td>9.00</td>\n",
       "      <td>77.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.93</td>\n",
       "      <td>390.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4.19</td>\n",
       "      <td>273.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>203.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.34</td>\n",
       "      <td>187.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>3.40</td>\n",
       "      <td>150.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.36</td>\n",
       "      <td>123.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2.86</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1863.0</td>\n",
       "      <td>1464.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>980.0</td>\n",
       "      <td>729.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>13.20</td>\n",
       "      <td>138.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>641</th>\n",
       "      <td>3.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>641.0</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1.29</td>\n",
       "      <td>386.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>346.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.53</td>\n",
       "      <td>215.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>4.39</td>\n",
       "      <td>171.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.89</td>\n",
       "      <td>164.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>3.09</td>\n",
       "      <td>182.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.04</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>1882.0</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>927.0</td>\n",
       "      <td>905.0</td>\n",
       "      <td>955.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.66</td>\n",
       "      <td>12.77</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>3.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>3.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.11</td>\n",
       "      <td>311.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>320.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>4.78</td>\n",
       "      <td>130.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>181.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>4.41</td>\n",
       "      <td>169.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.69</td>\n",
       "      <td>151.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>4.87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1607.0</td>\n",
       "      <td>1498.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>930.0</td>\n",
       "      <td>755.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.46</td>\n",
       "      <td>19.51</td>\n",
       "      <td>159.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>3.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>644.0</td>\n",
       "      <td>1.56</td>\n",
       "      <td>1.40</td>\n",
       "      <td>385.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>3.89</td>\n",
       "      <td>329.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4.63</td>\n",
       "      <td>178.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>4.24</td>\n",
       "      <td>207.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>3.63</td>\n",
       "      <td>218.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.74</td>\n",
       "      <td>111.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>999.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>804.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.87</td>\n",
       "      <td>9.30</td>\n",
       "      <td>89.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>3.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>1.20</td>\n",
       "      <td>381.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>4.01</td>\n",
       "      <td>386.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>4.29</td>\n",
       "      <td>196.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.36</td>\n",
       "      <td>185.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.70</td>\n",
       "      <td>208.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>178.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.79</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>1913.0</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>1047.0</td>\n",
       "      <td>979.0</td>\n",
       "      <td>866.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.82</td>\n",
       "      <td>16.89</td>\n",
       "      <td>63.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>234 rows × 204 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Season  Match_ID  Game_ID  Home Team  Away Team  H_acc  H_inacc  \\\n",
       "412     3.0       3.0    412.0       1.40       1.20  368.0     98.0   \n",
       "413     3.0       2.0    413.0       1.20       0.00  194.0     75.0   \n",
       "414     3.0       4.0    414.0       1.29       1.60  492.0     66.0   \n",
       "415     3.0       6.0    415.0       1.73       1.01  393.0     67.0   \n",
       "416     3.0       5.0    416.0       0.00       0.93  390.0     93.0   \n",
       "..      ...       ...      ...        ...        ...    ...      ...   \n",
       "641     3.0     213.0    641.0       1.01       1.29  386.0     93.0   \n",
       "642     3.0     300.0    642.0       0.00       0.00    0.0      0.0   \n",
       "643     3.0     214.0    643.0       0.00       2.11  311.0     71.0   \n",
       "644     3.0     216.0    644.0       1.56       1.40  385.0     99.0   \n",
       "645     3.0     215.0    645.0       1.73       1.20  381.0     95.0   \n",
       "\n",
       "     H_acc_inacc  A_acc  A_inacc  A_acc_inacc  H_acc1  H_inacc1  H_acc_inacc1  \\\n",
       "412         3.76  325.0     82.0         3.96   228.0      50.0          4.56   \n",
       "413         2.59  551.0     84.0         6.56   126.0      37.0          3.41   \n",
       "414         7.45  391.0     75.0         5.21   230.0      29.0          7.93   \n",
       "415         5.87  342.0     67.0         5.10   235.0      28.0          8.39   \n",
       "416         4.19  273.0     71.0         3.85   203.0      38.0          5.34   \n",
       "..           ...    ...      ...          ...     ...       ...           ...   \n",
       "641         4.15  346.0     98.0         3.53   215.0      49.0          4.39   \n",
       "642         0.00    0.0      0.0         0.00     0.0       0.0          0.00   \n",
       "643         4.38  320.0     67.0         4.78   130.0      30.0          4.33   \n",
       "644         3.89  329.0     71.0         4.63   178.0      42.0          4.24   \n",
       "645         4.01  386.0     90.0         4.29   196.0      45.0          4.36   \n",
       "\n",
       "     H_acc2  H_inacc2  H_acc_inacc2  A_acc1  A_inacc1  A_acc_inacc1  A_acc2  \\\n",
       "412   140.0      48.0          2.92   167.0      28.0          5.96   158.0   \n",
       "413    68.0      38.0          1.79   251.0      34.0          7.38   300.0   \n",
       "414   262.0      37.0          7.08   236.0      38.0          6.21   155.0   \n",
       "415   158.0      39.0          4.05    98.0      39.0          2.51   244.0   \n",
       "416   187.0      55.0          3.40   150.0      28.0          5.36   123.0   \n",
       "..      ...       ...           ...     ...       ...           ...     ...   \n",
       "641   171.0      44.0          3.89   164.0      53.0          3.09   182.0   \n",
       "642     0.0       0.0          0.00     0.0       0.0          0.00     0.0   \n",
       "643   181.0      41.0          4.41   169.0      36.0          4.69   151.0   \n",
       "644   207.0      57.0          3.63   218.0      38.0          5.74   111.0   \n",
       "645   185.0      50.0          3.70   208.0      43.0          4.84   178.0   \n",
       "\n",
       "     A_inacc2  A_acc_inacc2  D_H_acc  D_H_inacc  D_A_acc  D_A_inacc  H_action  \\\n",
       "412      54.0          2.93      5.0       12.0     13.0        4.0    1961.0   \n",
       "413      50.0          6.00      1.0        7.0      5.0        1.0    1249.0   \n",
       "414      37.0          4.19      4.0        1.0      3.0        6.0    2022.0   \n",
       "415      28.0          8.71      3.0        6.0      5.0        4.0    1724.0   \n",
       "416      43.0          2.86     10.0        1.0      1.0        8.0    1863.0   \n",
       "..        ...           ...      ...        ...      ...        ...       ...   \n",
       "641      45.0          4.04      3.0        5.0      5.0        7.0    1947.0   \n",
       "642       0.0          0.00      0.0        0.0      0.0        0.0       4.0   \n",
       "643      31.0          4.87     12.0        3.0      2.0       11.0    1607.0   \n",
       "644      33.0          3.36      3.0        7.0      7.0        7.0    1908.0   \n",
       "645      47.0          3.79      0.0       14.0      4.0       10.0    2001.0   \n",
       "\n",
       "     A_action  H_action1  A_action1  H_action2  A_action2  D_H_action  \\\n",
       "412    1895.0     1133.0      917.0      828.0      978.0        91.0   \n",
       "413    2037.0      679.0      940.0      570.0     1097.0        41.0   \n",
       "414    1758.0      943.0      951.0     1079.0      807.0        61.0   \n",
       "415    1659.0      942.0      611.0      782.0     1048.0        77.0   \n",
       "416    1464.0      883.0      735.0      980.0      729.0       138.0   \n",
       "..        ...        ...        ...        ...        ...         ...   \n",
       "641    1882.0     1042.0      927.0      905.0      955.0        67.0   \n",
       "642       4.0        2.0        2.0        2.0        2.0         0.0   \n",
       "643    1498.0      677.0      743.0      930.0      755.0       159.0   \n",
       "644    1803.0      843.0      999.0     1065.0      804.0        89.0   \n",
       "645    1913.0     1022.0     1047.0      979.0      866.0        63.0   \n",
       "\n",
       "     D_A_action  new  Home Manager  Away Manager  H_Danger  A_Danger  \\\n",
       "412       165.0  0.0          7.97         16.89      91.0     165.0   \n",
       "413        62.0  3.0          7.62          0.72      41.0      62.0   \n",
       "414        76.0  0.0         15.01         15.01      61.0      76.0   \n",
       "415       132.0  0.0         10.82          9.00      77.0     132.0   \n",
       "416        46.0  2.0          0.72         13.20     138.0      46.0   \n",
       "..          ...  ...           ...           ...       ...       ...   \n",
       "641       100.0  0.0          8.66         12.77      67.0     100.0   \n",
       "642         0.0  3.0          0.72          0.72       0.0       0.0   \n",
       "643        75.0  2.0          7.46         19.51     159.0      75.0   \n",
       "644       124.0  0.0         10.87          9.30      89.0     124.0   \n",
       "645        84.0  0.0         10.82         16.89      63.0      84.0   \n",
       "\n",
       "     Home Team_Andromeda  Home Team_Antennae  Home Team_Backward  \\\n",
       "412                    1                   0                   0   \n",
       "413                    0                   0                   1   \n",
       "414                    0                   0                   0   \n",
       "415                    0                   0                   0   \n",
       "416                    0                   0                   0   \n",
       "..                   ...                 ...                 ...   \n",
       "641                    0                   0                   0   \n",
       "642                    0                   0                   0   \n",
       "643                    0                   0                   0   \n",
       "644                    0                   1                   0   \n",
       "645                    0                   0                   0   \n",
       "\n",
       "     Home Team_Butterfly  Home Team_Cartwheel  Home Team_Cigar  \\\n",
       "412                    0                    0                0   \n",
       "413                    0                    0                0   \n",
       "414                    0                    1                0   \n",
       "415                    0                    0                0   \n",
       "416                    0                    0                0   \n",
       "..                   ...                  ...              ...   \n",
       "641                    0                    0                0   \n",
       "642                    0                    0                0   \n",
       "643                    0                    0                0   \n",
       "644                    0                    0                0   \n",
       "645                    0                    0                0   \n",
       "\n",
       "     Home Team_Circinus  Home Team_Coma Pinwheel  Home Team_Comet  \\\n",
       "412                   0                        0                0   \n",
       "413                   0                        0                0   \n",
       "414                   0                        0                0   \n",
       "415                   0                        0                0   \n",
       "416                   0                        0                0   \n",
       "..                  ...                      ...              ...   \n",
       "641                   0                        0                0   \n",
       "642                   0                        0                0   \n",
       "643                   0                        0                0   \n",
       "644                   0                        0                0   \n",
       "645                   0                        0                0   \n",
       "\n",
       "     Home Team_Cosmos Redshift 7  Home Team_Eye of Sauron  \\\n",
       "412                            0                        0   \n",
       "413                            0                        0   \n",
       "414                            0                        0   \n",
       "415                            1                        0   \n",
       "416                            0                        0   \n",
       "..                           ...                      ...   \n",
       "641                            0                        0   \n",
       "642                            0                        0   \n",
       "643                            0                        0   \n",
       "644                            0                        0   \n",
       "645                            1                        0   \n",
       "\n",
       "     Home Team_Fireworks  Home Team_Malin 1  Home Team_Medusa Merger  \\\n",
       "412                    0                  0                        0   \n",
       "413                    0                  0                        0   \n",
       "414                    0                  0                        0   \n",
       "415                    0                  0                        0   \n",
       "416                    0                  1                        0   \n",
       "..                   ...                ...                      ...   \n",
       "641                    1                  0                        0   \n",
       "642                    0                  0                        0   \n",
       "643                    0                  0                        0   \n",
       "644                    0                  0                        0   \n",
       "645                    0                  0                        0   \n",
       "\n",
       "     Home Team_Milky Way  Home Team_Needle  Home Team_Sculptor  \\\n",
       "412                    0                 0                   0   \n",
       "413                    0                 0                   0   \n",
       "414                    0                 0                   0   \n",
       "415                    0                 0                   0   \n",
       "416                    0                 0                   0   \n",
       "..                   ...               ...                 ...   \n",
       "641                    0                 0                   0   \n",
       "642                    0                 1                   0   \n",
       "643                    0                 0                   0   \n",
       "644                    0                 0                   0   \n",
       "645                    0                 0                   0   \n",
       "\n",
       "     Home Team_Sombrero  Home Team_Sunflower  Home Team_Tadpole  \\\n",
       "412                   0                    0                  0   \n",
       "413                   0                    0                  0   \n",
       "414                   0                    0                  0   \n",
       "415                   0                    0                  0   \n",
       "416                   0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "641                   0                    0                  0   \n",
       "642                   0                    0                  0   \n",
       "643                   0                    0                  0   \n",
       "644                   0                    0                  0   \n",
       "645                   0                    0                  0   \n",
       "\n",
       "     Home Team_Triangulum  Home Team_Whirlpool  Away Team_Andromeda  \\\n",
       "412                     0                    0                    0   \n",
       "413                     0                    0                    0   \n",
       "414                     0                    0                    0   \n",
       "415                     0                    0                    0   \n",
       "416                     0                    0                    0   \n",
       "..                    ...                  ...                  ...   \n",
       "641                     0                    0                    0   \n",
       "642                     0                    0                    0   \n",
       "643                     0                    1                    0   \n",
       "644                     0                    0                    1   \n",
       "645                     0                    0                    0   \n",
       "\n",
       "     Away Team_Antennae  Away Team_Backward  Away Team_Butterfly  \\\n",
       "412                   0                   0                    0   \n",
       "413                   0                   0                    0   \n",
       "414                   0                   0                    0   \n",
       "415                   0                   0                    0   \n",
       "416                   0                   0                    0   \n",
       "..                  ...                 ...                  ...   \n",
       "641                   0                   0                    0   \n",
       "642                   0                   0                    0   \n",
       "643                   0                   0                    0   \n",
       "644                   0                   0                    0   \n",
       "645                   0                   0                    0   \n",
       "\n",
       "     Away Team_Cartwheel  Away Team_Cigar  Away Team_Circinus  \\\n",
       "412                    0                0                   0   \n",
       "413                    0                0                   0   \n",
       "414                    0                0                   0   \n",
       "415                    0                0                   0   \n",
       "416                    0                0                   1   \n",
       "..                   ...              ...                 ...   \n",
       "641                    1                0                   0   \n",
       "642                    0                0                   0   \n",
       "643                    0                0                   0   \n",
       "644                    0                0                   0   \n",
       "645                    0                0                   0   \n",
       "\n",
       "     Away Team_Coma Pinwheel  Away Team_Comet  Away Team_Cosmos Redshift 7  \\\n",
       "412                        0                1                            0   \n",
       "413                        0                0                            0   \n",
       "414                        0                0                            0   \n",
       "415                        0                0                            0   \n",
       "416                        0                0                            0   \n",
       "..                       ...              ...                          ...   \n",
       "641                        0                0                            0   \n",
       "642                        0                0                            0   \n",
       "643                        0                0                            0   \n",
       "644                        0                0                            0   \n",
       "645                        0                1                            0   \n",
       "\n",
       "     Away Team_Eye of Sauron  Away Team_Fireworks  Away Team_Malin 1  \\\n",
       "412                        0                    0                  0   \n",
       "413                        0                    0                  0   \n",
       "414                        0                    0                  0   \n",
       "415                        0                    1                  0   \n",
       "416                        0                    0                  0   \n",
       "..                       ...                  ...                ...   \n",
       "641                        0                    0                  0   \n",
       "642                        0                    0                  1   \n",
       "643                        0                    0                  0   \n",
       "644                        0                    0                  0   \n",
       "645                        0                    0                  0   \n",
       "\n",
       "     Away Team_Medusa Merger  Away Team_Milky Way  Away Team_Needle  \\\n",
       "412                        0                    0                 0   \n",
       "413                        0                    0                 1   \n",
       "414                        0                    1                 0   \n",
       "415                        0                    0                 0   \n",
       "416                        0                    0                 0   \n",
       "..                       ...                  ...               ...   \n",
       "641                        0                    0                 0   \n",
       "642                        0                    0                 0   \n",
       "643                        1                    0                 0   \n",
       "644                        0                    0                 0   \n",
       "645                        0                    0                 0   \n",
       "\n",
       "     Away Team_Sculptor  Away Team_Sombrero  Away Team_Sunflower  \\\n",
       "412                   0                   0                    0   \n",
       "413                   0                   0                    0   \n",
       "414                   0                   0                    0   \n",
       "415                   0                   0                    0   \n",
       "416                   0                   0                    0   \n",
       "..                  ...                 ...                  ...   \n",
       "641                   0                   0                    0   \n",
       "642                   0                   0                    0   \n",
       "643                   0                   0                    0   \n",
       "644                   0                   0                    0   \n",
       "645                   0                   0                    0   \n",
       "\n",
       "     Away Team_Tadpole  Away Team_Triangulum  Away Team_Whirlpool  \\\n",
       "412                  0                     0                    0   \n",
       "413                  0                     0                    0   \n",
       "414                  0                     0                    0   \n",
       "415                  0                     0                    0   \n",
       "416                  0                     0                    0   \n",
       "..                 ...                   ...                  ...   \n",
       "641                  0                     0                    0   \n",
       "642                  0                     0                    0   \n",
       "643                  0                     0                    0   \n",
       "644                  0                     0                    0   \n",
       "645                  0                     0                    0   \n",
       "\n",
       "     Home Manager_Adric  Home Manager_Akui  Home Manager_Akuma/Inuyasha  \\\n",
       "412                   0                  0                            0   \n",
       "413                   1                  0                            0   \n",
       "414                   0                  0                            0   \n",
       "415                   0                  0                            0   \n",
       "416                   0                  0                            0   \n",
       "..                  ...                ...                          ...   \n",
       "641                   0                  0                            0   \n",
       "642                   0                  0                            0   \n",
       "643                   0                  0                            0   \n",
       "644                   0                  0                            0   \n",
       "645                   0                  0                            0   \n",
       "\n",
       "     Home Manager_Alex  Home Manager_Alphonse  Home Manager_Andwise/Hob  \\\n",
       "412                  0                      0                         0   \n",
       "413                  0                      0                         0   \n",
       "414                  0                      0                         0   \n",
       "415                  0                      0                         0   \n",
       "416                  0                      0                         0   \n",
       "..                 ...                    ...                       ...   \n",
       "641                  0                      0                         0   \n",
       "642                  0                      0                         0   \n",
       "643                  0                      0                         0   \n",
       "644                  0                      0                         0   \n",
       "645                  0                      0                         0   \n",
       "\n",
       "     Home Manager_Anson  Home Manager_Aoiro  Home Manager_Ash  \\\n",
       "412                   0                   0                 0   \n",
       "413                   0                   0                 0   \n",
       "414                   0                   0                 0   \n",
       "415                   0                   0                 0   \n",
       "416                   0                   0                 0   \n",
       "..                  ...                 ...               ...   \n",
       "641                   0                   0                 0   \n",
       "642                   0                   0                 0   \n",
       "643                   0                   0                 0   \n",
       "644                   0                   0                 0   \n",
       "645                   0                   0                 0   \n",
       "\n",
       "     Home Manager_Balbo  Home Manager_Barner  Home Manager_Beau  \\\n",
       "412                   0                    0                  0   \n",
       "413                   0                    0                  0   \n",
       "414                   0                    0                  0   \n",
       "415                   0                    0                  0   \n",
       "416                   0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "641                   0                    0                  0   \n",
       "642                   0                    0                  0   \n",
       "643                   0                    0                  0   \n",
       "644                   0                    0                  0   \n",
       "645                   0                    0                  0   \n",
       "\n",
       "     Home Manager_Bill  Home Manager_Bodo/Drogo  Home Manager_Bolt  \\\n",
       "412                  0                        0                  0   \n",
       "413                  0                        0                  0   \n",
       "414                  0                        0                  0   \n",
       "415                  0                        1                  0   \n",
       "416                  0                        0                  0   \n",
       "..                 ...                      ...                ...   \n",
       "641                  0                        0                  0   \n",
       "642                  0                        0                  0   \n",
       "643                  0                        0                  0   \n",
       "644                  0                        0                  0   \n",
       "645                  0                        1                  0   \n",
       "\n",
       "     Home Manager_Brock  Home Manager_Cottar  Home Manager_Daiki  \\\n",
       "412                   0                    0                   0   \n",
       "413                   0                    0                   0   \n",
       "414                   0                    0                   0   \n",
       "415                   0                    0                   0   \n",
       "416                   0                    0                   0   \n",
       "..                  ...                  ...                 ...   \n",
       "641                   0                    0                   0   \n",
       "642                   0                    0                   0   \n",
       "643                   0                    0                   0   \n",
       "644                   0                    0                   0   \n",
       "645                   0                    0                   0   \n",
       "\n",
       "     Home Manager_Dante  Home Manager_Devix  Home Manager_Dudo/Eder  \\\n",
       "412                   0                   0                       0   \n",
       "413                   0                   0                       0   \n",
       "414                   0                   0                       0   \n",
       "415                   0                   0                       0   \n",
       "416                   0                   0                       0   \n",
       "..                  ...                 ...                     ...   \n",
       "641                   0                   0                       0   \n",
       "642                   0                   0                       0   \n",
       "643                   0                   0                       0   \n",
       "644                   0                   0                       0   \n",
       "645                   0                   0                       0   \n",
       "\n",
       "     Home Manager_Elrick  Home Manager_Frodo  Home Manager_Haldon  \\\n",
       "412                    0                   0                    0   \n",
       "413                    0                   0                    0   \n",
       "414                    0                   0                    0   \n",
       "415                    0                   0                    0   \n",
       "416                    0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "641                    0                   0                    0   \n",
       "642                    0                   0                    0   \n",
       "643                    0                   0                    0   \n",
       "644                    0                   0                    0   \n",
       "645                    0                   0                    0   \n",
       "\n",
       "     Home Manager_Hideaki  Home Manager_Hideo  Home Manager_Hikaru  \\\n",
       "412                     0                   0                    0   \n",
       "413                     0                   0                    0   \n",
       "414                     0                   0                    0   \n",
       "415                     0                   0                    0   \n",
       "416                     0                   0                    0   \n",
       "..                    ...                 ...                  ...   \n",
       "641                     0                   0                    0   \n",
       "642                     0                   0                    0   \n",
       "643                     0                   0                    0   \n",
       "644                     0                   0                    0   \n",
       "645                     0                   0                    0   \n",
       "\n",
       "     Home Manager_Hornblower  Home Manager_Isamu  Home Manager_Jiraya  \\\n",
       "412                        0                   0                    0   \n",
       "413                        0                   0                    0   \n",
       "414                        0                   0                    0   \n",
       "415                        0                   0                    0   \n",
       "416                        0                   0                    0   \n",
       "..                       ...                 ...                  ...   \n",
       "641                        0                   0                    0   \n",
       "642                        0                   0                    0   \n",
       "643                        0                   0                    0   \n",
       "644                        0                   0                    0   \n",
       "645                        0                   0                    0   \n",
       "\n",
       "     Home Manager_Joyas  Home Manager_Karatachi  Home Manager_Kepli  \\\n",
       "412                   0                       0                   0   \n",
       "413                   0                       0                   0   \n",
       "414                   0                       0                   0   \n",
       "415                   0                       0                   0   \n",
       "416                   0                       0                   0   \n",
       "..                  ...                     ...                 ...   \n",
       "641                   0                       0                   0   \n",
       "642                   0                       0                   0   \n",
       "643                   0                       0                   0   \n",
       "644                   0                       0                   0   \n",
       "645                   0                       0                   0   \n",
       "\n",
       "     Home Manager_Kouki  Home Manager_Kouta  Home Manager_Kuro  \\\n",
       "412                   0                   0                  0   \n",
       "413                   0                   0                  0   \n",
       "414                   0                   0                  0   \n",
       "415                   0                   0                  0   \n",
       "416                   0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "641                   0                   0                  0   \n",
       "642                   0                   0                  0   \n",
       "643                   0                   0                  0   \n",
       "644                   0                   0                  0   \n",
       "645                   0                   0                  0   \n",
       "\n",
       "     Home Manager_Largo  Home Manager_Levi  Home Manager_Masashi  \\\n",
       "412                   0                  0                     0   \n",
       "413                   0                  0                     0   \n",
       "414                   0                  0                     1   \n",
       "415                   0                  0                     0   \n",
       "416                   0                  0                     0   \n",
       "..                  ...                ...                   ...   \n",
       "641                   0                  0                     0   \n",
       "642                   0                  0                     0   \n",
       "643                   0                  0                     0   \n",
       "644                   0                  0                     0   \n",
       "645                   0                  0                     0   \n",
       "\n",
       "     Home Manager_Megumi  Home Manager_Nikushimi  Home Manager_Noburu  \\\n",
       "412                    0                       0                    0   \n",
       "413                    0                       0                    0   \n",
       "414                    0                       0                    0   \n",
       "415                    0                       0                    0   \n",
       "416                    0                       0                    0   \n",
       "..                   ...                     ...                  ...   \n",
       "641                    0                       0                    0   \n",
       "642                    0                       0                    0   \n",
       "643                    0                       0                    0   \n",
       "644                    0                       1                    0   \n",
       "645                    0                       0                    0   \n",
       "\n",
       "     Home Manager_Olo  Home Manager_Orgulas  Home Manager_Osamu  \\\n",
       "412                 0                     0                   0   \n",
       "413                 0                     0                   0   \n",
       "414                 0                     0                   0   \n",
       "415                 0                     0                   0   \n",
       "416                 0                     0                   0   \n",
       "..                ...                   ...                 ...   \n",
       "641                 0                     1                   0   \n",
       "642                 0                     0                   0   \n",
       "643                 0                     0                   0   \n",
       "644                 0                     0                   0   \n",
       "645                 0                     0                   0   \n",
       "\n",
       "     Home Manager_Otho  Home Manager_Ronald  Home Manager_Rorimac  \\\n",
       "412                  0                    0                     0   \n",
       "413                  0                    0                     0   \n",
       "414                  0                    0                     0   \n",
       "415                  0                    0                     0   \n",
       "416                  0                    0                     0   \n",
       "..                 ...                  ...                   ...   \n",
       "641                  0                    0                     0   \n",
       "642                  0                    0                     0   \n",
       "643                  0                    0                     0   \n",
       "644                  0                    0                     0   \n",
       "645                  0                    0                     0   \n",
       "\n",
       "     Home Manager_Roy  Home Manager_Rufus  Home Manager_Ryoichi  \\\n",
       "412                 0                   0                     1   \n",
       "413                 0                   0                     0   \n",
       "414                 0                   0                     0   \n",
       "415                 0                   0                     0   \n",
       "416                 0                   1                     0   \n",
       "..                ...                 ...                   ...   \n",
       "641                 0                   0                     0   \n",
       "642                 0                   0                     0   \n",
       "643                 0                   0                     0   \n",
       "644                 0                   0                     0   \n",
       "645                 0                   0                     0   \n",
       "\n",
       "     Home Manager_Ryuu  Home Manager_Seiji  Home Manager_Shinichi  \\\n",
       "412                  0                   0                      0   \n",
       "413                  0                   0                      0   \n",
       "414                  0                   0                      0   \n",
       "415                  0                   0                      0   \n",
       "416                  0                   0                      0   \n",
       "..                 ...                 ...                    ...   \n",
       "641                  0                   0                      0   \n",
       "642                  0                   0                      0   \n",
       "643                  0                   0                      0   \n",
       "644                  0                   0                      0   \n",
       "645                  0                   0                      0   \n",
       "\n",
       "     Home Manager_Tanjiro  Home Manager_Tarkas/Adelard  Home Manager_Tatsuya  \\\n",
       "412                     0                            0                     0   \n",
       "413                     0                            0                     0   \n",
       "414                     0                            0                     0   \n",
       "415                     0                            0                     0   \n",
       "416                     0                            0                     0   \n",
       "..                    ...                          ...                   ...   \n",
       "641                     0                            0                     0   \n",
       "642                     0                            0                     0   \n",
       "643                     0                            0                     1   \n",
       "644                     0                            0                     0   \n",
       "645                     0                            0                     0   \n",
       "\n",
       "     Home Manager_Tenzin  Home Manager_Valkas/Gokin  Home Manager_Yami  \\\n",
       "412                    0                          0                  0   \n",
       "413                    0                          0                  0   \n",
       "414                    0                          0                  0   \n",
       "415                    0                          0                  0   \n",
       "416                    0                          0                  0   \n",
       "..                   ...                        ...                ...   \n",
       "641                    0                          0                  0   \n",
       "642                    0                          0                  0   \n",
       "643                    0                          0                  0   \n",
       "644                    0                          0                  0   \n",
       "645                    0                          0                  0   \n",
       "\n",
       "     Home Manager_Youkai  Home Manager_Zankoku/Garret  Away Manager_Adelard  \\\n",
       "412                    0                            0                     0   \n",
       "413                    0                            0                     0   \n",
       "414                    0                            0                     0   \n",
       "415                    0                            0                     0   \n",
       "416                    0                            0                     0   \n",
       "..                   ...                          ...                   ...   \n",
       "641                    0                            0                     0   \n",
       "642                    0                            0                     0   \n",
       "643                    0                            0                     0   \n",
       "644                    0                            0                     0   \n",
       "645                    0                            0                     0   \n",
       "\n",
       "     Away Manager_Adric  Away Manager_Akui  Away Manager_Akuma/Inuyasha  \\\n",
       "412                   0                  0                            0   \n",
       "413                   0                  0                            0   \n",
       "414                   0                  0                            0   \n",
       "415                   0                  0                            0   \n",
       "416                   0                  0                            0   \n",
       "..                  ...                ...                          ...   \n",
       "641                   0                  0                            0   \n",
       "642                   0                  0                            0   \n",
       "643                   0                  0                            1   \n",
       "644                   0                  0                            0   \n",
       "645                   0                  0                            0   \n",
       "\n",
       "     Away Manager_Alex  Away Manager_Alphonse  Away Manager_Andwise/Hob  \\\n",
       "412                  0                      0                         0   \n",
       "413                  0                      0                         0   \n",
       "414                  0                      0                         0   \n",
       "415                  0                      0                         0   \n",
       "416                  0                      0                         0   \n",
       "..                 ...                    ...                       ...   \n",
       "641                  0                      0                         0   \n",
       "642                  0                      0                         0   \n",
       "643                  0                      0                         0   \n",
       "644                  0                      0                         0   \n",
       "645                  0                      0                         0   \n",
       "\n",
       "     Away Manager_Aoiro  Away Manager_Ash  Away Manager_Astro  \\\n",
       "412                   0                 0                   0   \n",
       "413                   0                 0                   0   \n",
       "414                   0                 0                   0   \n",
       "415                   0                 0                   0   \n",
       "416                   0                 0                   0   \n",
       "..                  ...               ...                 ...   \n",
       "641                   0                 0                   0   \n",
       "642                   0                 0                   0   \n",
       "643                   0                 0                   0   \n",
       "644                   0                 0                   0   \n",
       "645                   0                 0                   0   \n",
       "\n",
       "     Away Manager_Balbo  Away Manager_Barner  Away Manager_Bill  \\\n",
       "412                   0                    0                  0   \n",
       "413                   0                    0                  0   \n",
       "414                   0                    0                  0   \n",
       "415                   0                    0                  0   \n",
       "416                   0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "641                   0                    0                  0   \n",
       "642                   0                    0                  0   \n",
       "643                   0                    0                  0   \n",
       "644                   0                    0                  0   \n",
       "645                   0                    0                  0   \n",
       "\n",
       "     Away Manager_Bodo/Drogo  Away Manager_Bolt  Away Manager_Brock  \\\n",
       "412                        0                  0                   0   \n",
       "413                        0                  0                   0   \n",
       "414                        0                  0                   0   \n",
       "415                        0                  0                   0   \n",
       "416                        0                  0                   0   \n",
       "..                       ...                ...                 ...   \n",
       "641                        0                  0                   0   \n",
       "642                        0                  0                   0   \n",
       "643                        0                  0                   0   \n",
       "644                        0                  0                   0   \n",
       "645                        0                  0                   0   \n",
       "\n",
       "     Away Manager_Cottar  Away Manager_Daiki  Away Manager_Dante  \\\n",
       "412                    0                   0                   0   \n",
       "413                    0                   0                   0   \n",
       "414                    0                   0                   0   \n",
       "415                    0                   0                   0   \n",
       "416                    0                   0                   1   \n",
       "..                   ...                 ...                 ...   \n",
       "641                    0                   0                   0   \n",
       "642                    0                   0                   0   \n",
       "643                    0                   0                   0   \n",
       "644                    0                   0                   0   \n",
       "645                    0                   0                   0   \n",
       "\n",
       "     Away Manager_Devix  Away Manager_Dudo/Eder  Away Manager_Elrick  \\\n",
       "412                   0                       0                    0   \n",
       "413                   0                       0                    0   \n",
       "414                   0                       0                    0   \n",
       "415                   0                       0                    0   \n",
       "416                   0                       0                    0   \n",
       "..                  ...                     ...                  ...   \n",
       "641                   0                       0                    0   \n",
       "642                   0                       0                    0   \n",
       "643                   0                       0                    0   \n",
       "644                   0                       0                    0   \n",
       "645                   0                       0                    0   \n",
       "\n",
       "     Away Manager_Frodo  Away Manager_Haldon  Away Manager_Hideaki  \\\n",
       "412                   0                    0                     1   \n",
       "413                   0                    0                     0   \n",
       "414                   0                    0                     0   \n",
       "415                   0                    0                     0   \n",
       "416                   0                    0                     0   \n",
       "..                  ...                  ...                   ...   \n",
       "641                   0                    0                     0   \n",
       "642                   0                    0                     0   \n",
       "643                   0                    0                     0   \n",
       "644                   0                    0                     0   \n",
       "645                   0                    0                     1   \n",
       "\n",
       "     Away Manager_Hideo  Away Manager_Hikaru  Away Manager_Hornblower  \\\n",
       "412                   0                    0                        0   \n",
       "413                   0                    0                        0   \n",
       "414                   0                    0                        0   \n",
       "415                   0                    0                        0   \n",
       "416                   0                    0                        0   \n",
       "..                  ...                  ...                      ...   \n",
       "641                   0                    0                        0   \n",
       "642                   0                    0                        0   \n",
       "643                   0                    0                        0   \n",
       "644                   0                    0                        0   \n",
       "645                   0                    0                        0   \n",
       "\n",
       "     Away Manager_Isamu  Away Manager_Jiraya  Away Manager_Joyas  \\\n",
       "412                   0                    0                   0   \n",
       "413                   0                    0                   0   \n",
       "414                   0                    0                   0   \n",
       "415                   0                    1                   0   \n",
       "416                   0                    0                   0   \n",
       "..                  ...                  ...                 ...   \n",
       "641                   1                    0                   0   \n",
       "642                   0                    0                   0   \n",
       "643                   0                    0                   0   \n",
       "644                   0                    0                   0   \n",
       "645                   0                    0                   0   \n",
       "\n",
       "     Away Manager_Karatachi  Away Manager_Kepli  Away Manager_Kouki  \\\n",
       "412                       0                   0                   0   \n",
       "413                       0                   0                   0   \n",
       "414                       0                   0                   0   \n",
       "415                       0                   0                   0   \n",
       "416                       0                   0                   0   \n",
       "..                      ...                 ...                 ...   \n",
       "641                       0                   0                   0   \n",
       "642                       0                   0                   0   \n",
       "643                       0                   0                   0   \n",
       "644                       0                   0                   0   \n",
       "645                       0                   0                   0   \n",
       "\n",
       "     Away Manager_Kouta  Away Manager_Largo  Away Manager_Levi  \\\n",
       "412                   0                   0                  0   \n",
       "413                   0                   1                  0   \n",
       "414                   0                   0                  0   \n",
       "415                   0                   0                  0   \n",
       "416                   0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "641                   0                   0                  0   \n",
       "642                   0                   0                  0   \n",
       "643                   0                   0                  0   \n",
       "644                   0                   0                  0   \n",
       "645                   0                   0                  0   \n",
       "\n",
       "     Away Manager_Masashi  Away Manager_Megumi  Away Manager_Nikushimi  \\\n",
       "412                     0                    0                       0   \n",
       "413                     0                    0                       0   \n",
       "414                     1                    0                       0   \n",
       "415                     0                    0                       0   \n",
       "416                     0                    0                       0   \n",
       "..                    ...                  ...                     ...   \n",
       "641                     0                    0                       0   \n",
       "642                     0                    0                       0   \n",
       "643                     0                    0                       0   \n",
       "644                     0                    0                       0   \n",
       "645                     0                    0                       0   \n",
       "\n",
       "     Away Manager_Noburu  Away Manager_Osamu  Away Manager_Otho  \\\n",
       "412                    0                   0                  0   \n",
       "413                    0                   0                  0   \n",
       "414                    0                   0                  0   \n",
       "415                    0                   0                  0   \n",
       "416                    0                   0                  0   \n",
       "..                   ...                 ...                ...   \n",
       "641                    0                   0                  0   \n",
       "642                    0                   0                  0   \n",
       "643                    0                   0                  0   \n",
       "644                    0                   0                  0   \n",
       "645                    0                   0                  0   \n",
       "\n",
       "     Away Manager_Rorimac  Away Manager_Roy  Away Manager_Rufus  \\\n",
       "412                     0                 0                   0   \n",
       "413                     0                 0                   0   \n",
       "414                     0                 0                   0   \n",
       "415                     0                 0                   0   \n",
       "416                     0                 0                   0   \n",
       "..                    ...               ...                 ...   \n",
       "641                     0                 0                   0   \n",
       "642                     0                 0                   0   \n",
       "643                     0                 0                   0   \n",
       "644                     0                 0                   0   \n",
       "645                     0                 0                   0   \n",
       "\n",
       "     Away Manager_Ryoichi  Away Manager_Ryuu  Away Manager_Seiji  \\\n",
       "412                     0                  0                   0   \n",
       "413                     0                  0                   0   \n",
       "414                     0                  0                   0   \n",
       "415                     0                  0                   0   \n",
       "416                     0                  0                   0   \n",
       "..                    ...                ...                 ...   \n",
       "641                     0                  0                   0   \n",
       "642                     0                  0                   0   \n",
       "643                     0                  0                   0   \n",
       "644                     0                  0                   0   \n",
       "645                     0                  0                   0   \n",
       "\n",
       "     Away Manager_Shinichi  Away Manager_Tanjiro  Away Manager_Tarkas/Adelard  \\\n",
       "412                      0                     0                            0   \n",
       "413                      0                     0                            0   \n",
       "414                      0                     0                            0   \n",
       "415                      0                     0                            0   \n",
       "416                      0                     0                            0   \n",
       "..                     ...                   ...                          ...   \n",
       "641                      0                     0                            0   \n",
       "642                      0                     0                            0   \n",
       "643                      0                     0                            0   \n",
       "644                      0                     0                            1   \n",
       "645                      0                     0                            0   \n",
       "\n",
       "     Away Manager_Tatsuya  Away Manager_Tenzin  Away Manager_Valkas/Gokin  \\\n",
       "412                     0                    0                          0   \n",
       "413                     0                    0                          0   \n",
       "414                     0                    0                          0   \n",
       "415                     0                    0                          0   \n",
       "416                     0                    0                          0   \n",
       "..                    ...                  ...                        ...   \n",
       "641                     0                    0                          0   \n",
       "642                     0                    0                          0   \n",
       "643                     0                    0                          0   \n",
       "644                     0                    0                          0   \n",
       "645                     0                    0                          0   \n",
       "\n",
       "     Away Manager_Yami  Away Manager_Youkai  Away Manager_Zankoku/Garret  \n",
       "412                  0                    0                            0  \n",
       "413                  0                    0                            0  \n",
       "414                  0                    0                            0  \n",
       "415                  0                    0                            0  \n",
       "416                  0                    0                            0  \n",
       "..                 ...                  ...                          ...  \n",
       "641                  0                    0                            0  \n",
       "642                  0                    0                            0  \n",
       "643                  0                    0                            0  \n",
       "644                  0                    0                            0  \n",
       "645                  0                    0                            0  \n",
       "\n",
       "[234 rows x 204 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.fillna(0)\n",
    "Test.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "49b3e651",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler() \n",
    "\n",
    "cols=[ 'Home Team', 'Away Team',\n",
    "       'H_acc', 'H_inacc', 'H_acc_inacc', 'A_acc', 'A_inacc', 'A_acc_inacc',\n",
    "       'H_acc1', 'H_inacc1', 'H_acc_inacc1', 'H_acc2', 'H_inacc2',\n",
    "       'H_acc_inacc2', 'A_acc1', 'A_inacc1', 'A_acc_inacc1', 'A_acc2',\n",
    "       'A_inacc2', 'A_acc_inacc2', 'D_H_acc', 'D_H_inacc', 'D_A_acc',\n",
    "       'D_A_inacc', 'H_action', 'A_action', 'H_action1', 'A_action1',\n",
    "       'H_action2', 'A_action2', 'D_H_action', 'D_A_action',\n",
    "       'Home Manager', 'Away Manager', 'H_Danger', 'A_Danger']\n",
    "X_scaled = scaler.fit_transform(X) \n",
    "X_scaled=pd.DataFrame(X_scaled,columns=X.columns)\n",
    "scaler = MinMaxScaler() \n",
    "Test_scaled = scaler.fit_transform(Test) \n",
    "Test_scaled=pd.DataFrame(Test_scaled,columns=Test.columns)\n",
    "\n",
    "#X.loc[:,cols] = X_scaled[cols]\n",
    "#Test.loc[:,cols] = Test_scaled[cols]\n",
    "\n",
    " \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "faace1e6",
   "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>Season</th>\n",
       "      <th>Match_ID</th>\n",
       "      <th>Game_ID</th>\n",
       "      <th>Home Team</th>\n",
       "      <th>Away Team</th>\n",
       "      <th>H_acc</th>\n",
       "      <th>H_inacc</th>\n",
       "      <th>H_acc_inacc</th>\n",
       "      <th>A_acc</th>\n",
       "      <th>A_inacc</th>\n",
       "      <th>A_acc_inacc</th>\n",
       "      <th>H_acc1</th>\n",
       "      <th>H_inacc1</th>\n",
       "      <th>H_acc_inacc1</th>\n",
       "      <th>H_acc2</th>\n",
       "      <th>H_inacc2</th>\n",
       "      <th>H_acc_inacc2</th>\n",
       "      <th>A_acc1</th>\n",
       "      <th>A_inacc1</th>\n",
       "      <th>A_acc_inacc1</th>\n",
       "      <th>A_acc2</th>\n",
       "      <th>A_inacc2</th>\n",
       "      <th>A_acc_inacc2</th>\n",
       "      <th>D_H_acc</th>\n",
       "      <th>D_H_inacc</th>\n",
       "      <th>D_A_acc</th>\n",
       "      <th>D_A_inacc</th>\n",
       "      <th>H_action</th>\n",
       "      <th>A_action</th>\n",
       "      <th>H_action1</th>\n",
       "      <th>A_action1</th>\n",
       "      <th>H_action2</th>\n",
       "      <th>A_action2</th>\n",
       "      <th>D_H_action</th>\n",
       "      <th>D_A_action</th>\n",
       "      <th>new</th>\n",
       "      <th>Home Manager</th>\n",
       "      <th>Away Manager</th>\n",
       "      <th>H_Danger</th>\n",
       "      <th>A_Danger</th>\n",
       "      <th>Home Team_Andromeda</th>\n",
       "      <th>Home Team_Antennae</th>\n",
       "      <th>Home Team_Backward</th>\n",
       "      <th>Home Team_Butterfly</th>\n",
       "      <th>Home Team_Cartwheel</th>\n",
       "      <th>Home Team_Cigar</th>\n",
       "      <th>Home Team_Circinus</th>\n",
       "      <th>Home Team_Coma Pinwheel</th>\n",
       "      <th>Home Team_Comet</th>\n",
       "      <th>Home Team_Cosmos Redshift 7</th>\n",
       "      <th>Home Team_Eye of Sauron</th>\n",
       "      <th>Home Team_Fireworks</th>\n",
       "      <th>Home Team_Malin 1</th>\n",
       "      <th>Home Team_Medusa Merger</th>\n",
       "      <th>Home Team_Milky Way</th>\n",
       "      <th>Home Team_Needle</th>\n",
       "      <th>Home Team_Sculptor</th>\n",
       "      <th>Home Team_Sombrero</th>\n",
       "      <th>Home Team_Sunflower</th>\n",
       "      <th>Home Team_Tadpole</th>\n",
       "      <th>Home Team_Triangulum</th>\n",
       "      <th>Home Team_Whirlpool</th>\n",
       "      <th>Away Team_Andromeda</th>\n",
       "      <th>Away Team_Antennae</th>\n",
       "      <th>Away Team_Backward</th>\n",
       "      <th>Away Team_Butterfly</th>\n",
       "      <th>Away Team_Cartwheel</th>\n",
       "      <th>Away Team_Cigar</th>\n",
       "      <th>Away Team_Circinus</th>\n",
       "      <th>Away Team_Coma Pinwheel</th>\n",
       "      <th>Away Team_Comet</th>\n",
       "      <th>Away Team_Cosmos Redshift 7</th>\n",
       "      <th>Away Team_Eye of Sauron</th>\n",
       "      <th>Away Team_Fireworks</th>\n",
       "      <th>Away Team_Malin 1</th>\n",
       "      <th>Away Team_Medusa Merger</th>\n",
       "      <th>Away Team_Milky Way</th>\n",
       "      <th>Away Team_Needle</th>\n",
       "      <th>Away Team_Sculptor</th>\n",
       "      <th>Away Team_Sombrero</th>\n",
       "      <th>Away Team_Sunflower</th>\n",
       "      <th>Away Team_Tadpole</th>\n",
       "      <th>Away Team_Triangulum</th>\n",
       "      <th>Away Team_Whirlpool</th>\n",
       "      <th>Home Manager_Adric</th>\n",
       "      <th>Home Manager_Akui</th>\n",
       "      <th>Home Manager_Akuma/Inuyasha</th>\n",
       "      <th>Home Manager_Alex</th>\n",
       "      <th>Home Manager_Alphonse</th>\n",
       "      <th>Home Manager_Andwise/Hob</th>\n",
       "      <th>Home Manager_Anson</th>\n",
       "      <th>Home Manager_Aoiro</th>\n",
       "      <th>Home Manager_Ash</th>\n",
       "      <th>Home Manager_Balbo</th>\n",
       "      <th>Home Manager_Barner</th>\n",
       "      <th>Home Manager_Beau</th>\n",
       "      <th>Home Manager_Bill</th>\n",
       "      <th>Home Manager_Bodo/Drogo</th>\n",
       "      <th>Home Manager_Bolt</th>\n",
       "      <th>Home Manager_Brock</th>\n",
       "      <th>Home Manager_Cottar</th>\n",
       "      <th>Home Manager_Daiki</th>\n",
       "      <th>Home Manager_Dante</th>\n",
       "      <th>Home Manager_Devix</th>\n",
       "      <th>Home Manager_Dudo/Eder</th>\n",
       "      <th>Home Manager_Elrick</th>\n",
       "      <th>Home Manager_Frodo</th>\n",
       "      <th>Home Manager_Haldon</th>\n",
       "      <th>Home Manager_Hideaki</th>\n",
       "      <th>Home Manager_Hideo</th>\n",
       "      <th>Home Manager_Hikaru</th>\n",
       "      <th>Home Manager_Hornblower</th>\n",
       "      <th>Home Manager_Isamu</th>\n",
       "      <th>Home Manager_Jiraya</th>\n",
       "      <th>Home Manager_Joyas</th>\n",
       "      <th>Home Manager_Karatachi</th>\n",
       "      <th>Home Manager_Kepli</th>\n",
       "      <th>Home Manager_Kouki</th>\n",
       "      <th>Home Manager_Kouta</th>\n",
       "      <th>Home Manager_Kuro</th>\n",
       "      <th>Home Manager_Largo</th>\n",
       "      <th>Home Manager_Levi</th>\n",
       "      <th>Home Manager_Masashi</th>\n",
       "      <th>Home Manager_Megumi</th>\n",
       "      <th>Home Manager_Nikushimi</th>\n",
       "      <th>Home Manager_Noburu</th>\n",
       "      <th>Home Manager_Olo</th>\n",
       "      <th>Home Manager_Orgulas</th>\n",
       "      <th>Home Manager_Osamu</th>\n",
       "      <th>Home Manager_Otho</th>\n",
       "      <th>Home Manager_Ronald</th>\n",
       "      <th>Home Manager_Rorimac</th>\n",
       "      <th>Home Manager_Roy</th>\n",
       "      <th>Home Manager_Rufus</th>\n",
       "      <th>Home Manager_Ryoichi</th>\n",
       "      <th>Home Manager_Ryuu</th>\n",
       "      <th>Home Manager_Seiji</th>\n",
       "      <th>Home Manager_Shinichi</th>\n",
       "      <th>Home Manager_Tanjiro</th>\n",
       "      <th>Home Manager_Tarkas/Adelard</th>\n",
       "      <th>Home Manager_Tatsuya</th>\n",
       "      <th>Home Manager_Tenzin</th>\n",
       "      <th>Home Manager_Valkas/Gokin</th>\n",
       "      <th>Home Manager_Yami</th>\n",
       "      <th>Home Manager_Youkai</th>\n",
       "      <th>Home Manager_Zankoku/Garret</th>\n",
       "      <th>Away Manager_Adelard</th>\n",
       "      <th>Away Manager_Adric</th>\n",
       "      <th>Away Manager_Akui</th>\n",
       "      <th>Away Manager_Akuma/Inuyasha</th>\n",
       "      <th>Away Manager_Alex</th>\n",
       "      <th>Away Manager_Alphonse</th>\n",
       "      <th>Away Manager_Andwise/Hob</th>\n",
       "      <th>Away Manager_Aoiro</th>\n",
       "      <th>Away Manager_Ash</th>\n",
       "      <th>Away Manager_Astro</th>\n",
       "      <th>Away Manager_Balbo</th>\n",
       "      <th>Away Manager_Barner</th>\n",
       "      <th>Away Manager_Bill</th>\n",
       "      <th>Away Manager_Bodo/Drogo</th>\n",
       "      <th>Away Manager_Bolt</th>\n",
       "      <th>Away Manager_Brock</th>\n",
       "      <th>Away Manager_Cottar</th>\n",
       "      <th>Away Manager_Daiki</th>\n",
       "      <th>Away Manager_Dante</th>\n",
       "      <th>Away Manager_Devix</th>\n",
       "      <th>Away Manager_Dudo/Eder</th>\n",
       "      <th>Away Manager_Elrick</th>\n",
       "      <th>Away Manager_Frodo</th>\n",
       "      <th>Away Manager_Haldon</th>\n",
       "      <th>Away Manager_Hideaki</th>\n",
       "      <th>Away Manager_Hideo</th>\n",
       "      <th>Away Manager_Hikaru</th>\n",
       "      <th>Away Manager_Hornblower</th>\n",
       "      <th>Away Manager_Isamu</th>\n",
       "      <th>Away Manager_Jiraya</th>\n",
       "      <th>Away Manager_Joyas</th>\n",
       "      <th>Away Manager_Karatachi</th>\n",
       "      <th>Away Manager_Kepli</th>\n",
       "      <th>Away Manager_Kouki</th>\n",
       "      <th>Away Manager_Kouta</th>\n",
       "      <th>Away Manager_Largo</th>\n",
       "      <th>Away Manager_Levi</th>\n",
       "      <th>Away Manager_Masashi</th>\n",
       "      <th>Away Manager_Megumi</th>\n",
       "      <th>Away Manager_Nikushimi</th>\n",
       "      <th>Away Manager_Noburu</th>\n",
       "      <th>Away Manager_Osamu</th>\n",
       "      <th>Away Manager_Otho</th>\n",
       "      <th>Away Manager_Rorimac</th>\n",
       "      <th>Away Manager_Roy</th>\n",
       "      <th>Away Manager_Rufus</th>\n",
       "      <th>Away Manager_Ryoichi</th>\n",
       "      <th>Away Manager_Ryuu</th>\n",
       "      <th>Away Manager_Seiji</th>\n",
       "      <th>Away Manager_Shinichi</th>\n",
       "      <th>Away Manager_Tanjiro</th>\n",
       "      <th>Away Manager_Tarkas/Adelard</th>\n",
       "      <th>Away Manager_Tatsuya</th>\n",
       "      <th>Away Manager_Tenzin</th>\n",
       "      <th>Away Manager_Valkas/Gokin</th>\n",
       "      <th>Away Manager_Yami</th>\n",
       "      <th>Away Manager_Youkai</th>\n",
       "      <th>Away Manager_Zankoku/Garret</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.59</td>\n",
       "      <td>463.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>5.26</td>\n",
       "      <td>315.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>4.09</td>\n",
       "      <td>260.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>7.22</td>\n",
       "      <td>203.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3.90</td>\n",
       "      <td>167.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>148.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>3.61</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2361.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>916.0</td>\n",
       "      <td>1181.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>13.20</td>\n",
       "      <td>145.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.33</td>\n",
       "      <td>255.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>2.34</td>\n",
       "      <td>450.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>149.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.98</td>\n",
       "      <td>106.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.80</td>\n",
       "      <td>183.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>4.82</td>\n",
       "      <td>267.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>4.53</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1903.0</td>\n",
       "      <td>2309.0</td>\n",
       "      <td>982.0</td>\n",
       "      <td>970.0</td>\n",
       "      <td>921.0</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.54</td>\n",
       "      <td>3.91</td>\n",
       "      <td>135.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.07</td>\n",
       "      <td>626.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>6.14</td>\n",
       "      <td>370.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>4.20</td>\n",
       "      <td>332.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.76</td>\n",
       "      <td>294.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>208.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>5.33</td>\n",
       "      <td>162.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3.31</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2763.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1312.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>1451.0</td>\n",
       "      <td>944.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.01</td>\n",
       "      <td>9.00</td>\n",
       "      <td>168.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.19</td>\n",
       "      <td>550.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>7.05</td>\n",
       "      <td>339.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>4.64</td>\n",
       "      <td>253.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>9.04</td>\n",
       "      <td>297.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>5.94</td>\n",
       "      <td>179.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>4.97</td>\n",
       "      <td>160.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2414.0</td>\n",
       "      <td>1773.0</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>869.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.64</td>\n",
       "      <td>7.97</td>\n",
       "      <td>116.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.93</td>\n",
       "      <td>1.81</td>\n",
       "      <td>499.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>6.16</td>\n",
       "      <td>280.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>3.33</td>\n",
       "      <td>268.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>7.66</td>\n",
       "      <td>231.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5.02</td>\n",
       "      <td>133.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.59</td>\n",
       "      <td>147.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.13</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2290.0</td>\n",
       "      <td>1687.0</td>\n",
       "      <td>1195.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>897.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.76</td>\n",
       "      <td>15.01</td>\n",
       "      <td>141.0</td>\n",
       "      <td>128.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>407</th>\n",
       "      <td>2.0</td>\n",
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       "      <td>407.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>0.96</td>\n",
       "      <td>347.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>401.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>5.49</td>\n",
       "      <td>198.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>5.08</td>\n",
       "      <td>149.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4.38</td>\n",
       "      <td>196.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>5.60</td>\n",
       "      <td>205.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>5.39</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
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       "      <td>8.0</td>\n",
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       "      <td>1850.0</td>\n",
       "      <td>858.0</td>\n",
       "      <td>915.0</td>\n",
       "      <td>813.0</td>\n",
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       "      <td>161.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>2.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>151.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>569.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>7.11</td>\n",
       "      <td>93.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.38</td>\n",
       "      <td>58.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.53</td>\n",
       "      <td>221.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>5.97</td>\n",
       "      <td>348.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>8.09</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>2059.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>932.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.32</td>\n",
       "      <td>15.53</td>\n",
       "      <td>131.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>2.0</td>\n",
       "      <td>218.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>1.08</td>\n",
       "      <td>440.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>336.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>5.79</td>\n",
       "      <td>239.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5.83</td>\n",
       "      <td>201.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>4.90</td>\n",
       "      <td>178.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>5.39</td>\n",
       "      <td>158.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6.32</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1933.0</td>\n",
       "      <td>1587.0</td>\n",
       "      <td>981.0</td>\n",
       "      <td>772.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>815.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.05</td>\n",
       "      <td>7.93</td>\n",
       "      <td>128.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>2.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>410.0</td>\n",
       "      <td>2.23</td>\n",
       "      <td>1.26</td>\n",
       "      <td>369.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>5.43</td>\n",
       "      <td>339.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>4.58</td>\n",
       "      <td>221.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6.14</td>\n",
       "      <td>148.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.62</td>\n",
       "      <td>160.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>179.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1744.0</td>\n",
       "      <td>1682.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>754.0</td>\n",
       "      <td>818.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.51</td>\n",
       "      <td>2.06</td>\n",
       "      <td>97.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>2.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>1.14</td>\n",
       "      <td>1.32</td>\n",
       "      <td>518.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>5.89</td>\n",
       "      <td>322.0</td>\n",
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       "      <td>4.60</td>\n",
       "      <td>244.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>412 rows × 204 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Season  Match_ID  Game_ID  Home Team  Away Team  H_acc  H_inacc  \\\n",
       "0       1.0       2.0      0.0       1.00       1.59  463.0     88.0   \n",
       "1       1.0      22.0      1.0       1.12       1.33  255.0    109.0   \n",
       "2       1.0      77.0      2.0       1.09       1.07  626.0    102.0   \n",
       "3       1.0     118.0      3.0       1.64       1.19  550.0     78.0   \n",
       "4       1.0     158.0      4.0       1.93       1.81  499.0     81.0   \n",
       "..      ...       ...      ...        ...        ...    ...      ...   \n",
       "407     2.0     212.0    407.0       0.76       0.96  347.0     73.0   \n",
       "408     2.0     215.0    408.0       1.00       1.93  151.0     77.0   \n",
       "409     2.0     218.0    409.0       1.79       1.08  440.0     82.0   \n",
       "410     2.0     214.0    410.0       2.23       1.26  369.0     68.0   \n",
       "411     2.0     213.0    411.0       1.14       1.32  518.0     88.0   \n",
       "\n",
       "     H_acc_inacc  A_acc  A_inacc  A_acc_inacc  H_acc1  H_inacc1  H_acc_inacc1  \\\n",
       "0           5.26  315.0     77.0         4.09   260.0      36.0          7.22   \n",
       "1           2.34  450.0     97.0         4.64   149.0      50.0          2.98   \n",
       "2           6.14  370.0     88.0         4.20   332.0      34.0          9.76   \n",
       "3           7.05  339.0     73.0         4.64   253.0      28.0          9.04   \n",
       "4           6.16  280.0     84.0         3.33   268.0      35.0          7.66   \n",
       "..           ...    ...      ...          ...     ...       ...           ...   \n",
       "407         4.75  401.0     73.0         5.49   198.0      39.0          5.08   \n",
       "408         1.96  569.0     80.0         7.11    93.0      39.0          2.38   \n",
       "409         5.37  336.0     58.0         5.79   239.0      41.0          5.83   \n",
       "410         5.43  339.0     74.0         4.58   221.0      36.0          6.14   \n",
       "411         5.89  322.0     70.0         4.60   244.0      40.0          6.10   \n",
       "\n",
       "     H_acc2  H_inacc2  H_acc_inacc2  A_acc1  A_inacc1  A_acc_inacc1  A_acc2  \\\n",
       "0     203.0      52.0          3.90   167.0      36.0          4.64   148.0   \n",
       "1     106.0      59.0          1.80   183.0      38.0          4.82   267.0   \n",
       "2     294.0      68.0          4.32   208.0      39.0          5.33   162.0   \n",
       "3     297.0      50.0          5.94   179.0      36.0          4.97   160.0   \n",
       "4     231.0      46.0          5.02   133.0      37.0          3.59   147.0   \n",
       "..      ...       ...           ...     ...       ...           ...     ...   \n",
       "407   149.0      34.0          4.38   196.0      35.0          5.60   205.0   \n",
       "408    58.0      38.0          1.53   221.0      37.0          5.97   348.0   \n",
       "409   201.0      41.0          4.90   178.0      33.0          5.39   158.0   \n",
       "410   148.0      32.0          4.62   160.0      37.0          4.32   179.0   \n",
       "411   274.0      48.0          5.71   191.0      38.0          5.03   131.0   \n",
       "\n",
       "     A_inacc2  A_acc_inacc2  D_H_acc  D_H_inacc  D_A_acc  D_A_inacc  H_action  \\\n",
       "0        41.0          3.61     12.0        2.0      6.0        7.0    2361.0   \n",
       "1        59.0          4.53      4.0        5.0      3.0        5.0    1903.0   \n",
       "2        49.0          3.31     13.0        1.0      0.0       14.0    2763.0   \n",
       "3        37.0          4.32      9.0        6.0      9.0        3.0    2414.0   \n",
       "4        47.0          3.13      9.0        8.0      6.0        5.0    2290.0   \n",
       "..        ...           ...      ...        ...      ...        ...       ...   \n",
       "407      38.0          5.39      7.0       11.0     16.0        8.0    1671.0   \n",
       "408      43.0          8.09      5.0        6.0      0.0        7.0    1207.0   \n",
       "409      25.0          6.32      8.0        4.0      2.0       11.0    1933.0   \n",
       "410      37.0          4.84      6.0        9.0      7.0        8.0    1744.0   \n",
       "411      32.0          4.09      5.0        2.0      5.0        8.0    2334.0   \n",
       "\n",
       "     A_action  H_action1  A_action1  H_action2  A_action2  D_H_action  \\\n",
       "0      1803.0     1180.0      916.0     1181.0      887.0       145.0   \n",
       "1      2309.0      982.0      970.0      921.0     1339.0       135.0   \n",
       "2      1878.0     1312.0      934.0     1451.0      944.0       168.0   \n",
       "3      1773.0     1087.0      904.0     1327.0      869.0       116.0   \n",
       "4      1687.0     1195.0      790.0     1095.0      897.0       141.0   \n",
       "..        ...        ...        ...        ...        ...         ...   \n",
       "407    1850.0      858.0      915.0      813.0      935.0        93.0   \n",
       "408    2059.0      655.0      932.0      552.0     1127.0       131.0   \n",
       "409    1587.0      981.0      772.0      952.0      815.0       128.0   \n",
       "410    1682.0      926.0      754.0      818.0      928.0        97.0   \n",
       "411    1610.0     1058.0      876.0     1276.0      734.0        77.0   \n",
       "\n",
       "     D_A_action  new  Home Manager  Away Manager  H_Danger  A_Danger  \\\n",
       "0         109.0  0.0          1.74         13.20     145.0     109.0   \n",
       "1          77.0  0.0          5.54          3.91     135.0      77.0   \n",
       "2          19.0  0.0          4.01          9.00     168.0      19.0   \n",
       "3         125.0  0.0          3.64          7.97     116.0     125.0   \n",
       "4         128.0  0.0         16.76         15.01     141.0     128.0   \n",
       "..          ...  ...           ...           ...       ...       ...   \n",
       "407       161.0  0.0          3.61          7.46      93.0     161.0   \n",
       "408        69.0  0.0          9.32         15.53     131.0      69.0   \n",
       "409        45.0  2.0         13.05          7.93     128.0      45.0   \n",
       "410       139.0  0.0         19.51          2.06      97.0     139.0   \n",
       "411        44.0  1.0          8.68          6.37      77.0      44.0   \n",
       "\n",
       "     Home Team_Andromeda  Home Team_Antennae  Home Team_Backward  \\\n",
       "0                      0                   1                   0   \n",
       "1                      0                   0                   1   \n",
       "2                      0                   0                   0   \n",
       "3                      0                   0                   0   \n",
       "4                      0                   0                   0   \n",
       "..                   ...                 ...                 ...   \n",
       "407                    0                   0                   0   \n",
       "408                    0                   0                   0   \n",
       "409                    0                   0                   0   \n",
       "410                    0                   0                   0   \n",
       "411                    0                   0                   0   \n",
       "\n",
       "     Home Team_Butterfly  Home Team_Cartwheel  Home Team_Cigar  \\\n",
       "0                      0                    0                0   \n",
       "1                      0                    0                0   \n",
       "2                      0                    0                0   \n",
       "3                      0                    0                0   \n",
       "4                      0                    0                0   \n",
       "..                   ...                  ...              ...   \n",
       "407                    0                    0                0   \n",
       "408                    0                    0                0   \n",
       "409                    0                    0                0   \n",
       "410                    0                    0                0   \n",
       "411                    0                    0                0   \n",
       "\n",
       "     Home Team_Circinus  Home Team_Coma Pinwheel  Home Team_Comet  \\\n",
       "0                     0                        0                0   \n",
       "1                     0                        0                0   \n",
       "2                     1                        0                0   \n",
       "3                     0                        0                0   \n",
       "4                     0                        0                0   \n",
       "..                  ...                      ...              ...   \n",
       "407                   0                        1                0   \n",
       "408                   0                        0                1   \n",
       "409                   0                        0                0   \n",
       "410                   0                        0                0   \n",
       "411                   0                        0                0   \n",
       "\n",
       "     Home Team_Cosmos Redshift 7  Home Team_Eye of Sauron  \\\n",
       "0                              0                        0   \n",
       "1                              0                        0   \n",
       "2                              0                        0   \n",
       "3                              1                        0   \n",
       "4                              0                        0   \n",
       "..                           ...                      ...   \n",
       "407                            0                        0   \n",
       "408                            0                        0   \n",
       "409                            1                        0   \n",
       "410                            0                        0   \n",
       "411                            0                        0   \n",
       "\n",
       "     Home Team_Fireworks  Home Team_Malin 1  Home Team_Medusa Merger  \\\n",
       "0                      0                  0                        0   \n",
       "1                      0                  0                        0   \n",
       "2                      0                  0                        0   \n",
       "3                      0                  0                        0   \n",
       "4                      0                  0                        1   \n",
       "..                   ...                ...                      ...   \n",
       "407                    0                  0                        0   \n",
       "408                    0                  0                        0   \n",
       "409                    0                  0                        0   \n",
       "410                    0                  0                        1   \n",
       "411                    0                  0                        0   \n",
       "\n",
       "     Home Team_Milky Way  Home Team_Needle  Home Team_Sculptor  \\\n",
       "0                      0                 0                   0   \n",
       "1                      0                 0                   0   \n",
       "2                      0                 0                   0   \n",
       "3                      0                 0                   0   \n",
       "4                      0                 0                   0   \n",
       "..                   ...               ...                 ...   \n",
       "407                    0                 0                   0   \n",
       "408                    0                 0                   0   \n",
       "409                    0                 0                   0   \n",
       "410                    0                 0                   0   \n",
       "411                    0                 0                   0   \n",
       "\n",
       "     Home Team_Sombrero  Home Team_Sunflower  Home Team_Tadpole  \\\n",
       "0                     0                    0                  0   \n",
       "1                     0                    0                  0   \n",
       "2                     0                    0                  0   \n",
       "3                     0                    0                  0   \n",
       "4                     0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "407                   0                    0                  0   \n",
       "408                   0                    0                  0   \n",
       "409                   0                    0                  0   \n",
       "410                   0                    0                  0   \n",
       "411                   0                    1                  0   \n",
       "\n",
       "     Home Team_Triangulum  Home Team_Whirlpool  Away Team_Andromeda  \\\n",
       "0                       0                    0                    0   \n",
       "1                       0                    0                    0   \n",
       "2                       0                    0                    0   \n",
       "3                       0                    0                    0   \n",
       "4                       0                    0                    0   \n",
       "..                    ...                  ...                  ...   \n",
       "407                     0                    0                    0   \n",
       "408                     0                    0                    0   \n",
       "409                     0                    0                    0   \n",
       "410                     0                    0                    0   \n",
       "411                     0                    0                    0   \n",
       "\n",
       "     Away Team_Antennae  Away Team_Backward  Away Team_Butterfly  \\\n",
       "0                     0                   0                    1   \n",
       "1                     0                   0                    0   \n",
       "2                     0                   0                    0   \n",
       "3                     0                   0                    0   \n",
       "4                     0                   0                    0   \n",
       "..                  ...                 ...                  ...   \n",
       "407                   0                   0                    0   \n",
       "408                   1                   0                    0   \n",
       "409                   0                   0                    0   \n",
       "410                   0                   0                    0   \n",
       "411                   0                   0                    0   \n",
       "\n",
       "     Away Team_Cartwheel  Away Team_Cigar  Away Team_Circinus  \\\n",
       "0                      0                0                   0   \n",
       "1                      1                0                   0   \n",
       "2                      0                0                   0   \n",
       "3                      0                0                   0   \n",
       "4                      0                0                   0   \n",
       "..                   ...              ...                 ...   \n",
       "407                    0                0                   0   \n",
       "408                    0                0                   0   \n",
       "409                    0                0                   0   \n",
       "410                    1                0                   0   \n",
       "411                    0                1                   0   \n",
       "\n",
       "     Away Team_Coma Pinwheel  Away Team_Comet  Away Team_Cosmos Redshift 7  \\\n",
       "0                          0                0                            0   \n",
       "1                          0                0                            0   \n",
       "2                          0                0                            0   \n",
       "3                          0                0                            0   \n",
       "4                          0                0                            0   \n",
       "..                       ...              ...                          ...   \n",
       "407                        0                0                            0   \n",
       "408                        0                0                            0   \n",
       "409                        0                0                            0   \n",
       "410                        0                0                            0   \n",
       "411                        0                0                            0   \n",
       "\n",
       "     Away Team_Eye of Sauron  Away Team_Fireworks  Away Team_Malin 1  \\\n",
       "0                          0                    0                  0   \n",
       "1                          0                    0                  0   \n",
       "2                          0                    1                  0   \n",
       "3                          0                    0                  0   \n",
       "4                          0                    0                  0   \n",
       "..                       ...                  ...                ...   \n",
       "407                        0                    0                  0   \n",
       "408                        0                    0                  0   \n",
       "409                        0                    0                  0   \n",
       "410                        0                    0                  0   \n",
       "411                        0                    0                  0   \n",
       "\n",
       "     Away Team_Medusa Merger  Away Team_Milky Way  Away Team_Needle  \\\n",
       "0                          0                    0                 0   \n",
       "1                          0                    0                 0   \n",
       "2                          0                    0                 0   \n",
       "3                          0                    0                 0   \n",
       "4                          0                    1                 0   \n",
       "..                       ...                  ...               ...   \n",
       "407                        0                    0                 0   \n",
       "408                        0                    0                 0   \n",
       "409                        0                    0                 0   \n",
       "410                        0                    0                 0   \n",
       "411                        0                    0                 0   \n",
       "\n",
       "     Away Team_Sculptor  Away Team_Sombrero  Away Team_Sunflower  \\\n",
       "0                     0                   0                    0   \n",
       "1                     0                   0                    0   \n",
       "2                     0                   0                    0   \n",
       "3                     1                   0                    0   \n",
       "4                     0                   0                    0   \n",
       "..                  ...                 ...                  ...   \n",
       "407                   1                   0                    0   \n",
       "408                   0                   0                    0   \n",
       "409                   0                   0                    0   \n",
       "410                   0                   0                    0   \n",
       "411                   0                   0                    0   \n",
       "\n",
       "     Away Team_Tadpole  Away Team_Triangulum  Away Team_Whirlpool  \\\n",
       "0                    0                     0                    0   \n",
       "1                    0                     0                    0   \n",
       "2                    0                     0                    0   \n",
       "3                    0                     0                    0   \n",
       "4                    0                     0                    0   \n",
       "..                 ...                   ...                  ...   \n",
       "407                  0                     0                    0   \n",
       "408                  0                     0                    0   \n",
       "409                  0                     1                    0   \n",
       "410                  0                     0                    0   \n",
       "411                  0                     0                    0   \n",
       "\n",
       "     Home Manager_Adric  Home Manager_Akui  Home Manager_Akuma/Inuyasha  \\\n",
       "0                     0                  0                            0   \n",
       "1                     0                  0                            0   \n",
       "2                     0                  0                            0   \n",
       "3                     0                  0                            0   \n",
       "4                     0                  0                            0   \n",
       "..                  ...                ...                          ...   \n",
       "407                   0                  0                            0   \n",
       "408                   0                  0                            0   \n",
       "409                   0                  0                            0   \n",
       "410                   0                  0                            1   \n",
       "411                   0                  0                            0   \n",
       "\n",
       "     Home Manager_Alex  Home Manager_Alphonse  Home Manager_Andwise/Hob  \\\n",
       "0                    0                      0                         0   \n",
       "1                    0                      0                         0   \n",
       "2                    0                      0                         0   \n",
       "3                    0                      0                         0   \n",
       "4                    0                      0                         0   \n",
       "..                 ...                    ...                       ...   \n",
       "407                  0                      0                         1   \n",
       "408                  0                      0                         0   \n",
       "409                  0                      0                         0   \n",
       "410                  0                      0                         0   \n",
       "411                  0                      0                         0   \n",
       "\n",
       "     Home Manager_Anson  Home Manager_Aoiro  Home Manager_Ash  \\\n",
       "0                     0                   0                 0   \n",
       "1                     0                   0                 0   \n",
       "2                     0                   0                 0   \n",
       "3                     0                   0                 0   \n",
       "4                     0                   0                 0   \n",
       "..                  ...                 ...               ...   \n",
       "407                   0                   0                 0   \n",
       "408                   0                   0                 0   \n",
       "409                   0                   0                 0   \n",
       "410                   0                   0                 0   \n",
       "411                   0                   0                 0   \n",
       "\n",
       "     Home Manager_Balbo  Home Manager_Barner  Home Manager_Beau  \\\n",
       "0                     0                    0                  0   \n",
       "1                     0                    0                  0   \n",
       "2                     0                    0                  0   \n",
       "3                     0                    0                  0   \n",
       "4                     0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "407                   0                    0                  0   \n",
       "408                   0                    0                  0   \n",
       "409                   0                    0                  0   \n",
       "410                   0                    0                  0   \n",
       "411                   0                    0                  0   \n",
       "\n",
       "     Home Manager_Bill  Home Manager_Bodo/Drogo  Home Manager_Bolt  \\\n",
       "0                    0                        0                  0   \n",
       "1                    0                        0                  0   \n",
       "2                    0                        0                  0   \n",
       "3                    0                        0                  1   \n",
       "4                    0                        0                  0   \n",
       "..                 ...                      ...                ...   \n",
       "407                  0                        0                  0   \n",
       "408                  0                        0                  0   \n",
       "409                  0                        0                  0   \n",
       "410                  0                        0                  0   \n",
       "411                  0                        0                  0   \n",
       "\n",
       "     Home Manager_Brock  Home Manager_Cottar  Home Manager_Daiki  \\\n",
       "0                     0                    0                   0   \n",
       "1                     0                    0                   0   \n",
       "2                     0                    0                   0   \n",
       "3                     0                    0                   0   \n",
       "4                     0                    0                   0   \n",
       "..                  ...                  ...                 ...   \n",
       "407                   0                    0                   0   \n",
       "408                   0                    0                   0   \n",
       "409                   0                    0                   0   \n",
       "410                   0                    0                   0   \n",
       "411                   0                    0                   0   \n",
       "\n",
       "     Home Manager_Dante  Home Manager_Devix  Home Manager_Dudo/Eder  \\\n",
       "0                     0                   1                       0   \n",
       "1                     0                   0                       0   \n",
       "2                     0                   0                       0   \n",
       "3                     0                   0                       0   \n",
       "4                     0                   0                       0   \n",
       "..                  ...                 ...                     ...   \n",
       "407                   0                   0                       0   \n",
       "408                   0                   0                       0   \n",
       "409                   0                   0                       0   \n",
       "410                   0                   0                       0   \n",
       "411                   0                   0                       0   \n",
       "\n",
       "     Home Manager_Elrick  Home Manager_Frodo  Home Manager_Haldon  \\\n",
       "0                      0                   0                    0   \n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "407                    0                   0                    0   \n",
       "408                    0                   0                    0   \n",
       "409                    0                   0                    0   \n",
       "410                    0                   0                    0   \n",
       "411                    0                   0                    0   \n",
       "\n",
       "     Home Manager_Hideaki  Home Manager_Hideo  Home Manager_Hikaru  \\\n",
       "0                       0                   0                    0   \n",
       "1                       0                   0                    0   \n",
       "2                       0                   0                    0   \n",
       "3                       0                   0                    0   \n",
       "4                       0                   0                    0   \n",
       "..                    ...                 ...                  ...   \n",
       "407                     0                   0                    0   \n",
       "408                     1                   0                    0   \n",
       "409                     0                   0                    0   \n",
       "410                     0                   0                    0   \n",
       "411                     0                   0                    0   \n",
       "\n",
       "     Home Manager_Hornblower  Home Manager_Isamu  Home Manager_Jiraya  \\\n",
       "0                          0                   0                    0   \n",
       "1                          0                   0                    0   \n",
       "2                          0                   0                    0   \n",
       "3                          0                   0                    0   \n",
       "4                          0                   0                    0   \n",
       "..                       ...                 ...                  ...   \n",
       "407                        0                   0                    0   \n",
       "408                        0                   0                    0   \n",
       "409                        0                   0                    0   \n",
       "410                        0                   0                    0   \n",
       "411                        0                   0                    0   \n",
       "\n",
       "     Home Manager_Joyas  Home Manager_Karatachi  Home Manager_Kepli  \\\n",
       "0                     0                       0                   0   \n",
       "1                     0                       0                   0   \n",
       "2                     0                       0                   0   \n",
       "3                     0                       0                   0   \n",
       "4                     0                       0                   0   \n",
       "..                  ...                     ...                 ...   \n",
       "407                   0                       0                   0   \n",
       "408                   0                       0                   0   \n",
       "409                   0                       0                   0   \n",
       "410                   0                       0                   0   \n",
       "411                   0                       0                   0   \n",
       "\n",
       "     Home Manager_Kouki  Home Manager_Kouta  Home Manager_Kuro  \\\n",
       "0                     0                   0                  0   \n",
       "1                     0                   0                  0   \n",
       "2                     0                   1                  0   \n",
       "3                     0                   0                  0   \n",
       "4                     0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "407                   0                   0                  0   \n",
       "408                   0                   0                  0   \n",
       "409                   0                   0                  0   \n",
       "410                   0                   0                  0   \n",
       "411                   0                   0                  0   \n",
       "\n",
       "     Home Manager_Largo  Home Manager_Levi  Home Manager_Masashi  \\\n",
       "0                     0                  0                     0   \n",
       "1                     0                  0                     0   \n",
       "2                     0                  0                     0   \n",
       "3                     0                  0                     0   \n",
       "4                     0                  1                     0   \n",
       "..                  ...                ...                   ...   \n",
       "407                   0                  0                     0   \n",
       "408                   0                  0                     0   \n",
       "409                   0                  0                     0   \n",
       "410                   0                  0                     0   \n",
       "411                   0                  0                     0   \n",
       "\n",
       "     Home Manager_Megumi  Home Manager_Nikushimi  Home Manager_Noburu  \\\n",
       "0                      0                       0                    0   \n",
       "1                      0                       0                    0   \n",
       "2                      0                       0                    0   \n",
       "3                      0                       0                    0   \n",
       "4                      0                       0                    0   \n",
       "..                   ...                     ...                  ...   \n",
       "407                    0                       0                    0   \n",
       "408                    0                       0                    0   \n",
       "409                    0                       0                    1   \n",
       "410                    0                       0                    0   \n",
       "411                    0                       0                    0   \n",
       "\n",
       "     Home Manager_Olo  Home Manager_Orgulas  Home Manager_Osamu  \\\n",
       "0                   0                     0                   0   \n",
       "1                   0                     0                   1   \n",
       "2                   0                     0                   0   \n",
       "3                   0                     0                   0   \n",
       "4                   0                     0                   0   \n",
       "..                ...                   ...                 ...   \n",
       "407                 0                     0                   0   \n",
       "408                 0                     0                   0   \n",
       "409                 0                     0                   0   \n",
       "410                 0                     0                   0   \n",
       "411                 0                     0                   0   \n",
       "\n",
       "     Home Manager_Otho  Home Manager_Ronald  Home Manager_Rorimac  \\\n",
       "0                    0                    0                     0   \n",
       "1                    0                    0                     0   \n",
       "2                    0                    0                     0   \n",
       "3                    0                    0                     0   \n",
       "4                    0                    0                     0   \n",
       "..                 ...                  ...                   ...   \n",
       "407                  0                    0                     0   \n",
       "408                  0                    0                     0   \n",
       "409                  0                    0                     0   \n",
       "410                  0                    0                     0   \n",
       "411                  0                    0                     0   \n",
       "\n",
       "     Home Manager_Roy  Home Manager_Rufus  Home Manager_Ryoichi  \\\n",
       "0                   0                   0                     0   \n",
       "1                   0                   0                     0   \n",
       "2                   0                   0                     0   \n",
       "3                   0                   0                     0   \n",
       "4                   0                   0                     0   \n",
       "..                ...                 ...                   ...   \n",
       "407                 0                   0                     0   \n",
       "408                 0                   0                     0   \n",
       "409                 0                   0                     0   \n",
       "410                 0                   0                     0   \n",
       "411                 0                   0                     0   \n",
       "\n",
       "     Home Manager_Ryuu  Home Manager_Seiji  Home Manager_Shinichi  \\\n",
       "0                    0                   0                      0   \n",
       "1                    0                   0                      0   \n",
       "2                    0                   0                      0   \n",
       "3                    0                   0                      0   \n",
       "4                    0                   0                      0   \n",
       "..                 ...                 ...                    ...   \n",
       "407                  0                   0                      0   \n",
       "408                  0                   0                      0   \n",
       "409                  0                   0                      0   \n",
       "410                  0                   0                      0   \n",
       "411                  1                   0                      0   \n",
       "\n",
       "     Home Manager_Tanjiro  Home Manager_Tarkas/Adelard  Home Manager_Tatsuya  \\\n",
       "0                       0                            0                     0   \n",
       "1                       0                            0                     0   \n",
       "2                       0                            0                     0   \n",
       "3                       0                            0                     0   \n",
       "4                       0                            0                     0   \n",
       "..                    ...                          ...                   ...   \n",
       "407                     0                            0                     0   \n",
       "408                     0                            0                     0   \n",
       "409                     0                            0                     0   \n",
       "410                     0                            0                     0   \n",
       "411                     0                            0                     0   \n",
       "\n",
       "     Home Manager_Tenzin  Home Manager_Valkas/Gokin  Home Manager_Yami  \\\n",
       "0                      0                          0                  0   \n",
       "1                      0                          0                  0   \n",
       "2                      0                          0                  0   \n",
       "3                      0                          0                  0   \n",
       "4                      0                          0                  0   \n",
       "..                   ...                        ...                ...   \n",
       "407                    0                          0                  0   \n",
       "408                    0                          0                  0   \n",
       "409                    0                          0                  0   \n",
       "410                    0                          0                  0   \n",
       "411                    0                          0                  0   \n",
       "\n",
       "     Home Manager_Youkai  Home Manager_Zankoku/Garret  Away Manager_Adelard  \\\n",
       "0                      0                            0                     0   \n",
       "1                      0                            0                     0   \n",
       "2                      0                            0                     0   \n",
       "3                      0                            0                     0   \n",
       "4                      0                            0                     0   \n",
       "..                   ...                          ...                   ...   \n",
       "407                    0                            0                     0   \n",
       "408                    0                            0                     0   \n",
       "409                    0                            0                     0   \n",
       "410                    0                            0                     0   \n",
       "411                    0                            0                     0   \n",
       "\n",
       "     Away Manager_Adric  Away Manager_Akui  Away Manager_Akuma/Inuyasha  \\\n",
       "0                     0                  0                            0   \n",
       "1                     0                  0                            0   \n",
       "2                     0                  0                            0   \n",
       "3                     0                  0                            0   \n",
       "4                     0                  0                            0   \n",
       "..                  ...                ...                          ...   \n",
       "407                   0                  0                            0   \n",
       "408                   0                  0                            0   \n",
       "409                   0                  0                            0   \n",
       "410                   0                  0                            0   \n",
       "411                   0                  0                            0   \n",
       "\n",
       "     Away Manager_Alex  Away Manager_Alphonse  Away Manager_Andwise/Hob  \\\n",
       "0                    0                      0                         0   \n",
       "1                    0                      0                         0   \n",
       "2                    0                      0                         0   \n",
       "3                    0                      0                         0   \n",
       "4                    0                      0                         0   \n",
       "..                 ...                    ...                       ...   \n",
       "407                  0                      0                         0   \n",
       "408                  0                      0                         0   \n",
       "409                  0                      0                         0   \n",
       "410                  0                      0                         0   \n",
       "411                  0                      0                         0   \n",
       "\n",
       "     Away Manager_Aoiro  Away Manager_Ash  Away Manager_Astro  \\\n",
       "0                     0                 0                   0   \n",
       "1                     0                 0                   0   \n",
       "2                     0                 0                   0   \n",
       "3                     0                 0                   0   \n",
       "4                     0                 0                   0   \n",
       "..                  ...               ...                 ...   \n",
       "407                   0                 0                   0   \n",
       "408                   0                 0                   0   \n",
       "409                   0                 0                   0   \n",
       "410                   0                 0                   0   \n",
       "411                   0                 0                   0   \n",
       "\n",
       "     Away Manager_Balbo  Away Manager_Barner  Away Manager_Bill  \\\n",
       "0                     0                    0                  0   \n",
       "1                     0                    0                  0   \n",
       "2                     0                    0                  0   \n",
       "3                     0                    0                  0   \n",
       "4                     0                    0                  0   \n",
       "..                  ...                  ...                ...   \n",
       "407                   0                    0                  0   \n",
       "408                   0                    0                  0   \n",
       "409                   0                    0                  0   \n",
       "410                   0                    0                  0   \n",
       "411                   0                    0                  1   \n",
       "\n",
       "     Away Manager_Bodo/Drogo  Away Manager_Bolt  Away Manager_Brock  \\\n",
       "0                          0                  0                   0   \n",
       "1                          0                  0                   0   \n",
       "2                          0                  0                   0   \n",
       "3                          0                  0                   0   \n",
       "4                          0                  0                   0   \n",
       "..                       ...                ...                 ...   \n",
       "407                        0                  0                   0   \n",
       "408                        0                  0                   0   \n",
       "409                        0                  0                   0   \n",
       "410                        0                  0                   0   \n",
       "411                        0                  0                   0   \n",
       "\n",
       "     Away Manager_Cottar  Away Manager_Daiki  Away Manager_Dante  \\\n",
       "0                      0                   0                   1   \n",
       "1                      0                   0                   0   \n",
       "2                      0                   0                   0   \n",
       "3                      0                   0                   0   \n",
       "4                      0                   0                   0   \n",
       "..                   ...                 ...                 ...   \n",
       "407                    0                   0                   0   \n",
       "408                    0                   0                   0   \n",
       "409                    0                   1                   0   \n",
       "410                    0                   0                   0   \n",
       "411                    0                   0                   0   \n",
       "\n",
       "     Away Manager_Devix  Away Manager_Dudo/Eder  Away Manager_Elrick  \\\n",
       "0                     0                       0                    0   \n",
       "1                     0                       0                    1   \n",
       "2                     0                       0                    0   \n",
       "3                     0                       0                    0   \n",
       "4                     0                       0                    0   \n",
       "..                  ...                     ...                  ...   \n",
       "407                   0                       0                    0   \n",
       "408                   0                       0                    1   \n",
       "409                   0                       0                    0   \n",
       "410                   0                       0                    0   \n",
       "411                   0                       0                    0   \n",
       "\n",
       "     Away Manager_Frodo  Away Manager_Haldon  Away Manager_Hideaki  \\\n",
       "0                     0                    0                     0   \n",
       "1                     0                    0                     0   \n",
       "2                     0                    0                     0   \n",
       "3                     0                    0                     0   \n",
       "4                     0                    0                     0   \n",
       "..                  ...                  ...                   ...   \n",
       "407                   0                    0                     0   \n",
       "408                   0                    0                     0   \n",
       "409                   0                    0                     0   \n",
       "410                   0                    0                     0   \n",
       "411                   0                    0                     0   \n",
       "\n",
       "     Away Manager_Hideo  Away Manager_Hikaru  Away Manager_Hornblower  \\\n",
       "0                     0                    0                        0   \n",
       "1                     0                    0                        0   \n",
       "2                     0                    0                        0   \n",
       "3                     0                    0                        0   \n",
       "4                     0                    0                        0   \n",
       "..                  ...                  ...                      ...   \n",
       "407                   0                    0                        0   \n",
       "408                   0                    0                        0   \n",
       "409                   0                    0                        0   \n",
       "410                   0                    0                        0   \n",
       "411                   0                    0                        0   \n",
       "\n",
       "     Away Manager_Isamu  Away Manager_Jiraya  Away Manager_Joyas  \\\n",
       "0                     0                    0                   0   \n",
       "1                     0                    0                   0   \n",
       "2                     0                    1                   0   \n",
       "3                     0                    0                   0   \n",
       "4                     0                    0                   0   \n",
       "..                  ...                  ...                 ...   \n",
       "407                   0                    0                   0   \n",
       "408                   0                    0                   0   \n",
       "409                   0                    0                   0   \n",
       "410                   1                    0                   0   \n",
       "411                   0                    0                   0   \n",
       "\n",
       "     Away Manager_Karatachi  Away Manager_Kepli  Away Manager_Kouki  \\\n",
       "0                         0                   0                   0   \n",
       "1                         0                   0                   0   \n",
       "2                         0                   0                   0   \n",
       "3                         0                   0                   0   \n",
       "4                         0                   0                   0   \n",
       "..                      ...                 ...                 ...   \n",
       "407                       0                   0                   0   \n",
       "408                       0                   0                   0   \n",
       "409                       0                   0                   0   \n",
       "410                       0                   0                   0   \n",
       "411                       0                   0                   0   \n",
       "\n",
       "     Away Manager_Kouta  Away Manager_Largo  Away Manager_Levi  \\\n",
       "0                     0                   0                  0   \n",
       "1                     0                   0                  0   \n",
       "2                     0                   0                  0   \n",
       "3                     0                   0                  0   \n",
       "4                     0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "407                   0                   0                  0   \n",
       "408                   0                   0                  0   \n",
       "409                   0                   0                  0   \n",
       "410                   0                   0                  0   \n",
       "411                   0                   0                  0   \n",
       "\n",
       "     Away Manager_Masashi  Away Manager_Megumi  Away Manager_Nikushimi  \\\n",
       "0                       0                    0                       0   \n",
       "1                       0                    0                       0   \n",
       "2                       0                    0                       0   \n",
       "3                       0                    0                       0   \n",
       "4                       1                    0                       0   \n",
       "..                    ...                  ...                     ...   \n",
       "407                     0                    0                       0   \n",
       "408                     0                    0                       0   \n",
       "409                     0                    0                       0   \n",
       "410                     0                    0                       0   \n",
       "411                     0                    0                       0   \n",
       "\n",
       "     Away Manager_Noburu  Away Manager_Osamu  Away Manager_Otho  \\\n",
       "0                      0                   0                  0   \n",
       "1                      0                   0                  0   \n",
       "2                      0                   0                  0   \n",
       "3                      0                   0                  0   \n",
       "4                      0                   0                  0   \n",
       "..                   ...                 ...                ...   \n",
       "407                    0                   0                  0   \n",
       "408                    0                   0                  0   \n",
       "409                    0                   0                  0   \n",
       "410                    0                   0                  0   \n",
       "411                    0                   0                  0   \n",
       "\n",
       "     Away Manager_Rorimac  Away Manager_Roy  Away Manager_Rufus  \\\n",
       "0                       0                 0                   0   \n",
       "1                       0                 0                   0   \n",
       "2                       0                 0                   0   \n",
       "3                       0                 0                   0   \n",
       "4                       0                 0                   0   \n",
       "..                    ...               ...                 ...   \n",
       "407                     0                 0                   0   \n",
       "408                     0                 0                   0   \n",
       "409                     0                 0                   0   \n",
       "410                     0                 0                   0   \n",
       "411                     0                 0                   0   \n",
       "\n",
       "     Away Manager_Ryoichi  Away Manager_Ryuu  Away Manager_Seiji  \\\n",
       "0                       0                  0                   0   \n",
       "1                       0                  0                   0   \n",
       "2                       0                  0                   0   \n",
       "3                       1                  0                   0   \n",
       "4                       0                  0                   0   \n",
       "..                    ...                ...                 ...   \n",
       "407                     0                  0                   0   \n",
       "408                     0                  0                   0   \n",
       "409                     0                  0                   0   \n",
       "410                     0                  0                   0   \n",
       "411                     0                  0                   0   \n",
       "\n",
       "     Away Manager_Shinichi  Away Manager_Tanjiro  Away Manager_Tarkas/Adelard  \\\n",
       "0                        0                     0                            0   \n",
       "1                        0                     0                            0   \n",
       "2                        0                     0                            0   \n",
       "3                        0                     0                            0   \n",
       "4                        0                     0                            0   \n",
       "..                     ...                   ...                          ...   \n",
       "407                      0                     0                            0   \n",
       "408                      0                     0                            0   \n",
       "409                      0                     0                            0   \n",
       "410                      0                     0                            0   \n",
       "411                      0                     0                            0   \n",
       "\n",
       "     Away Manager_Tatsuya  Away Manager_Tenzin  Away Manager_Valkas/Gokin  \\\n",
       "0                       0                    0                          0   \n",
       "1                       0                    0                          0   \n",
       "2                       0                    0                          0   \n",
       "3                       0                    0                          0   \n",
       "4                       0                    0                          0   \n",
       "..                    ...                  ...                        ...   \n",
       "407                     1                    0                          0   \n",
       "408                     0                    0                          0   \n",
       "409                     0                    0                          0   \n",
       "410                     0                    0                          0   \n",
       "411                     0                    0                          0   \n",
       "\n",
       "     Away Manager_Yami  Away Manager_Youkai  Away Manager_Zankoku/Garret  \n",
       "0                    0                    0                            0  \n",
       "1                    0                    0                            0  \n",
       "2                    0                    0                            0  \n",
       "3                    0                    0                            0  \n",
       "4                    0                    0                            0  \n",
       "..                 ...                  ...                          ...  \n",
       "407                  0                    0                            0  \n",
       "408                  0                    0                            0  \n",
       "409                  0                    0                            0  \n",
       "410                  0                    0                            0  \n",
       "411                  0                    0                            0  \n",
       "\n",
       "[412 rows x 204 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ece7717",
   "metadata": {},
   "source": [
    "#### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "522bfdab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=False, criterion='entropy', max_depth=25,\n",
       "                       min_samples_leaf=2, n_estimators=1000, n_jobs=-1)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = RandomForestClassifier(n_estimators=1000,criterion='entropy', max_depth=25,bootstrap=False,min_samples_leaf= 2,n_jobs=-1)\n",
    "clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "10f024e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9214479698862866\n"
     ]
    }
   ],
   "source": [
    "X_test = pd.DataFrame(np.nan_to_num(X_test),columns=X_test.columns)\n",
    "y_pred = clf.predict_proba(X_test)\n",
    "print(log_loss(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "14e38ce6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5365853658536586"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred1=clf.predict(X_test)\n",
    "accuracy_score(y_test,y_pred1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "42032a40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(Test.columns)-set(X.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b543d14d",
   "metadata": {},
   "source": [
    "Move on to our whole datset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "b55e2a4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = RandomForestClassifier(n_estimators=180,criterion='entropy', max_depth=12,bootstrap=False,n_jobs=-1)\n",
    "clf.fit(X, y)\n",
    "predictions=clf.predict_proba(np.nan_to_num(Test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "6303996d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Away win', 'Draw', 'Home Win'], dtype='<U8')"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col=np.array([s for s in  score_mapping.keys()])\n",
    "col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "4ff9a5ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_predictions=predictions\n",
    "Test[col]=test_predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "96a9fbcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "sub=Test[[\"Game_ID\",\"Away win\",\"Draw\",\"Home Win\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "706a6b85",
   "metadata": {},
   "outputs": [],
   "source": [
    "game_mapping_inv={v:k for k,v in game_mapping.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "70c26b1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "sub[\"Game_ID\"]=sub[\"Game_ID\"].apply(lambda x: game_mapping_inv[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "7299f24b",
   "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>Game_ID</th>\n",
       "      <th>Away win</th>\n",
       "      <th>Draw</th>\n",
       "      <th>Home Win</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ID_G91KCS98</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ID_PYMMJPRC</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ID_Q0QMD9X9</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ID_3I1STYJX</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ID_V8L2BWZV</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>ID_MWXN4B53</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>ID_QR4DQRG1</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>ID_QKWD8147</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>ID_DLPZZFIJ</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>ID_PJ53WB0E</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>234 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Game_ID  Away win  Draw  Home Win\n",
       "0    ID_G91KCS98      0.27  0.30      0.43\n",
       "1    ID_PYMMJPRC      0.19  0.43      0.39\n",
       "2    ID_Q0QMD9X9      0.49  0.29      0.23\n",
       "3    ID_3I1STYJX      0.04  0.16      0.80\n",
       "4    ID_V8L2BWZV      0.48  0.36      0.15\n",
       "..           ...       ...   ...       ...\n",
       "229  ID_MWXN4B53      0.19  0.42      0.40\n",
       "230  ID_QR4DQRG1      0.26  0.42      0.32\n",
       "231  ID_QKWD8147      0.64  0.28      0.08\n",
       "232  ID_DLPZZFIJ      0.29  0.35      0.36\n",
       "233  ID_PJ53WB0E      0.18  0.43      0.39\n",
       "\n",
       "[234 rows x 4 columns]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "3005362c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sub.to_csv(\"sub.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "ba7e5d86",
   "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>Away win</th>\n",
       "      <th>Draw</th>\n",
       "      <th>Home Win</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>234.00</td>\n",
       "      <td>234.00</td>\n",
       "      <td>234.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.27</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.15</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.16</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.26</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.36</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.69</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Away win    Draw  Home Win\n",
       "count    234.00  234.00    234.00\n",
       "mean       0.27    0.37      0.36\n",
       "std        0.15    0.09      0.17\n",
       "min        0.02    0.12      0.05\n",
       "25%        0.16    0.31      0.23\n",
       "50%        0.26    0.37      0.35\n",
       "75%        0.36    0.42      0.48\n",
       "max        0.69    0.66      0.84"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df748e96",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73b04461",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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