elo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from elo_mmr_py import Contest, rate\n",
    "from IPython.display import display, HTML\n",
    "from collections import defaultdict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data preprocessing and cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "athlete_info = pd.read_csv('athlete_information.csv')\n",
    "athlete_results = pd.read_csv('athlete_results.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set column types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ['firstname', 'lastname', 'gender', 'country', 'paraclimbing_sport_class']:\n",
    "    athlete_info[col] = athlete_info[col].astype(str)\n",
    "\n",
    "athlete_info['birthday'] = pd.to_datetime(athlete_info['birthday'].str[:10], format='%Y-%m-%d')\n",
    "\n",
    "\n",
    "for col in ['discipline', 'event_location']:\n",
    "    athlete_results[col] = athlete_results[col].astype(str)\n",
    "\n",
    "athlete_results['date'] = pd.to_datetime(athlete_results['date'].str[:10], format='%Y-%m-%d')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### For this analysis we will only look at non paraclimbing athletes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>height</th>\n",
       "      <th>arm_span</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>818.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>8484.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>170.832518</td>\n",
       "      <td>170.889632</td>\n",
       "      <td>27.867987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>56.123618</td>\n",
       "      <td>102.294406</td>\n",
       "      <td>24.589901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>164.000000</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>170.000000</td>\n",
       "      <td>177.000000</td>\n",
       "      <td>24.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>176.000000</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1710.000000</td>\n",
       "      <td>1780.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            height     arm_span          age\n",
       "count   818.000000   299.000000  8484.000000\n",
       "mean    170.832518   170.889632    27.867987\n",
       "std      56.123618   102.294406    24.589901\n",
       "min       1.000000    -1.000000     4.000000\n",
       "25%     164.000000   166.000000    19.000000\n",
       "50%     170.000000   177.000000    24.000000\n",
       "75%     176.000000   183.000000    33.000000\n",
       "max    1710.000000  1780.000000  2019.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "able_bodied = athlete_info[athlete_info['paraclimbing_sport_class'] == 'nan'].copy()\n",
    "del athlete_info\n",
    "able_bodied[['height', 'arm_span', 'age']].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop athletes with height or arm span greater than 1000\n",
    "able_bodied = able_bodied[(able_bodied['height'].isnull()) | (able_bodied['height'] < 1000)]\n",
    "able_bodied = able_bodied[(able_bodied['arm_span'].isnull()) | (able_bodied['arm_span'] < 1000)]\n",
    "\n",
    "# drop athletes with height or arm span less than 100\n",
    "able_bodied = able_bodied[(able_bodied['height'].isnull()) | (able_bodied['height'] > 100)]\n",
    "able_bodied = able_bodied[(able_bodied['arm_span'].isnull()) | (able_bodied['arm_span'] > 100)]\n",
    "\n",
    "# Keep only able-bodied athlete results\n",
    "athlete_results = athlete_results[athlete_results['athlete_id'].isin(able_bodied['athlete_id'])]\n",
    "athlete_results = athlete_results[athlete_results['rank'] < 999]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15717, 10)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "able_bodied.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We are only interested in the boulder discipline and lead disipline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>athlete_id</th>\n",
       "      <th>rank</th>\n",
       "      <th>discipline</th>\n",
       "      <th>season</th>\n",
       "      <th>date</th>\n",
       "      <th>event_id</th>\n",
       "      <th>event_location</th>\n",
       "      <th>d_cat</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>birthday</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>105627.000000</td>\n",
       "      <td>105627.000000</td>\n",
       "      <td>105627</td>\n",
       "      <td>105627.000000</td>\n",
       "      <td>105627</td>\n",
       "      <td>105627.000000</td>\n",
       "      <td>105627</td>\n",
       "      <td>105627.000000</td>\n",
       "      <td>105627</td>\n",
       "      <td>69099.000000</td>\n",
       "      <td>69099</td>\n",
       "      <td>105627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>498</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>lead</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Imst</td>\n",
       "      <td>NaN</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3722</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60109</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4923.258977</td>\n",
       "      <td>25.756000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.028951</td>\n",
       "      <td>2012-08-12 03:54:47.943423488</td>\n",
       "      <td>782.738220</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.161370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.479153</td>\n",
       "      <td>1996-10-15 15:54:42.403507968</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1991.000000</td>\n",
       "      <td>1991-04-26 00:00:00</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1951-08-16 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1453.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>2006-05-28 00:00:00</td>\n",
       "      <td>432.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1992-02-06 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4175.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>2014-05-17 00:00:00</td>\n",
       "      <td>852.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>1998-06-12 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6712.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>2019-05-04 00:00:00</td>\n",
       "      <td>1118.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>241.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>2002-12-02 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16408.000000</td>\n",
       "      <td>152.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2024.000000</td>\n",
       "      <td>2024-10-06 00:00:00</td>\n",
       "      <td>1396.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>615.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>2010-12-30 00:00:00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4063.572894</td>\n",
       "      <td>20.765196</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.546290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>389.222378</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.050553</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.479426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           athlete_id           rank discipline         season  \\\n",
       "count   105627.000000  105627.000000     105627  105627.000000   \n",
       "unique            NaN            NaN          2            NaN   \n",
       "top               NaN            NaN       lead            NaN   \n",
       "freq              NaN            NaN      64857            NaN   \n",
       "mean      4923.258977      25.756000        NaN    2012.028951   \n",
       "min          1.000000       1.000000        NaN    1991.000000   \n",
       "25%       1453.000000      10.000000        NaN    2006.000000   \n",
       "50%       4175.000000      21.000000        NaN    2014.000000   \n",
       "75%       6712.000000      36.000000        NaN    2019.000000   \n",
       "max      16408.000000     152.000000        NaN    2024.000000   \n",
       "std       4063.572894      20.765196        NaN       8.546290   \n",
       "\n",
       "                                 date       event_id event_location  \\\n",
       "count                          105627  105627.000000         105627   \n",
       "unique                            NaN            NaN            498   \n",
       "top                               NaN            NaN           Imst   \n",
       "freq                              NaN            NaN           3722   \n",
       "mean    2012-08-12 03:54:47.943423488     782.738220            NaN   \n",
       "min               1991-04-26 00:00:00      65.000000            NaN   \n",
       "25%               2006-05-28 00:00:00     432.000000            NaN   \n",
       "50%               2014-05-17 00:00:00     852.000000            NaN   \n",
       "75%               2019-05-04 00:00:00    1118.000000            NaN   \n",
       "max               2024-10-06 00:00:00    1396.000000            NaN   \n",
       "std                               NaN     389.222378            NaN   \n",
       "\n",
       "                d_cat  gender           age                       birthday  \\\n",
       "count   105627.000000  105627  69099.000000                          69099   \n",
       "unique            NaN       2           NaN                            NaN   \n",
       "top               NaN    male           NaN                            NaN   \n",
       "freq              NaN   60109           NaN                            NaN   \n",
       "mean       126.161370     NaN     27.479153  1996-10-15 15:54:42.403507968   \n",
       "min          1.000000     NaN     13.000000            1951-08-16 00:00:00   \n",
       "25%          5.000000     NaN     21.000000            1992-02-06 00:00:00   \n",
       "50%         27.000000     NaN     26.000000            1998-06-12 00:00:00   \n",
       "75%        241.000000     NaN     32.000000            2002-12-02 00:00:00   \n",
       "max        615.000000     NaN     73.000000            2010-12-30 00:00:00   \n",
       "std        137.050553     NaN      8.479426                            NaN   \n",
       "\n",
       "       country  \n",
       "count   105627  \n",
       "unique      93  \n",
       "top        FRA  \n",
       "freq     10552  \n",
       "mean       NaN  \n",
       "min        NaN  \n",
       "25%        NaN  \n",
       "50%        NaN  \n",
       "75%        NaN  \n",
       "max        NaN  \n",
       "std        NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "athlete_results = pd.merge(\n",
    "    athlete_results,               \n",
    "    able_bodied[['athlete_id', 'gender', 'age', 'birthday', 'country']],  \n",
    "    on='athlete_id',                  \n",
    "    how='left'                        \n",
    ")\n",
    "\n",
    "athlete_results = athlete_results[(athlete_results['discipline'] == 'boulder') | (athlete_results['discipline'] == 'lead')]\n",
    "\n",
    "athlete_results.describe(include='all')    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop athlete events that are duplicated (only 154 of these)\n",
    "\n",
    "An athlete should not be able to compete in the same event and discipline more than once. We will assume any such data is inaccurate and remove it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 154 duplicate athlete events\n"
     ]
    }
   ],
   "source": [
    "duplicate_athlete_events = athlete_results.duplicated(subset=['event_id', 'athlete_id', 'discipline'], keep=False)\n",
    "print(f\"There are {sum(duplicate_athlete_events)} duplicate athlete events\")\n",
    "\n",
    "athlete_results = athlete_results[~duplicate_athlete_events]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validating Competitions\n",
    "\n",
    "A competition is uniquely identified by its event_id and d_cat. Lets ensure that date, discipline and gender are constant for each competition. We should also confirm that rankings in competitions behave as we expect them to - that is for each competition the rankings should be a subset of positive integers that has no gaps (with the exception of ties, where the rank of each tied contestant is the largest rank of the contestants if there was no tie)\n",
    "\n",
    "### Check discipline and gender consistency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inconsistent groups found:\n",
      "   event_id  d_cat                issue          values\n",
      "0       433      5  Inconsistent gender  [female, male]\n",
      "1       752    213  Inconsistent gender  [female, male]\n"
     ]
    }
   ],
   "source": [
    "def check_consistency(df):\n",
    "    # Group by event_id and d_cat\n",
    "    grouped = df.groupby(['event_id', 'd_cat'])\n",
    "\n",
    "    inconsistent_groups = []\n",
    "\n",
    "    for (event_id, d_cat), group in grouped:\n",
    "        \n",
    "        # Check if all values in 'gender' are the same\n",
    "        if group['gender'].nunique() > 1:\n",
    "            inconsistent_groups.append({\n",
    "                'event_id': event_id,\n",
    "                'd_cat': d_cat,\n",
    "                'issue': 'Inconsistent gender',\n",
    "                'values': group['gender'].unique()\n",
    "            })\n",
    "\n",
    "        # Check if all values in 'discipline' are the same\n",
    "        if group['discipline'].nunique() > 1:\n",
    "            inconsistent_groups.append({\n",
    "                'event_id': event_id,\n",
    "                'd_cat': d_cat,\n",
    "                'issue': 'Inconsistent discipline',\n",
    "                'values': group['discipline'].unique()\n",
    "            })\n",
    "\n",
    "        # Check if all values in 'date' are the same\n",
    "        if group['date'].nunique() > 1:\n",
    "            inconsistent_groups.append({\n",
    "                'event_id': event_id,\n",
    "                'd_cat': d_cat,\n",
    "                'issue': 'Inconsistent date',\n",
    "                'values': group['date'].unique()\n",
    "            })\n",
    "        \n",
    "\n",
    "\n",
    "\n",
    "    inconsistent_df = pd.DataFrame(inconsistent_groups)\n",
    "\n",
    "    if not inconsistent_df.empty:\n",
    "        print(\"Inconsistent groups found:\")\n",
    "        print(inconsistent_df)\n",
    "    else:\n",
    "        print(\"No inconsistencies found. Discipline and gender are constant for each competition.\")\n",
    "\n",
    "    return inconsistent_df\n",
    "\n",
    "inconsistent_groups = check_consistency(athlete_results)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two competitions that have female and male participants. There are no competitions that have multiple disciplines (good!). We can investigate a little further in these two competitions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inconsistent groups found:\n",
      "   event_id  d_cat                issue               value_counts  \\\n",
      "0       433      5  Inconsistent gender  {'female': 48, 'male': 1}   \n",
      "1       752    213  Inconsistent gender  {'female': 17, 'male': 1}   \n",
      "\n",
      "  smallest_value_group athlete_ids  \n",
      "0                 male      [5082]  \n",
      "1                 male     [10798]  \n"
     ]
    }
   ],
   "source": [
    "def check_consistency(df):\n",
    "    # Group by event_id and d_cat\n",
    "    grouped = df.groupby(['event_id', 'd_cat'])\n",
    "\n",
    "    inconsistent_groups = []\n",
    "\n",
    "    for (event_id, d_cat), group in grouped:\n",
    "        \n",
    "        # Check for gender inconsistencies\n",
    "        if group['gender'].nunique() > 1:\n",
    "            # Get the value counts for 'gender'\n",
    "            gender_counts = group['gender'].value_counts()\n",
    "\n",
    "            # Find the smallest value group for 'gender'\n",
    "            smallest_gender_value = gender_counts.idxmin()\n",
    "            smallest_gender_athletes = group[group['gender'] == smallest_gender_value]['athlete_id'].tolist()\n",
    "\n",
    "            inconsistent_groups.append({\n",
    "                'event_id': event_id,\n",
    "                'd_cat': d_cat,\n",
    "                'issue': 'Inconsistent gender',\n",
    "                'value_counts': gender_counts.to_dict(),\n",
    "                'smallest_value_group': smallest_gender_value,\n",
    "                'athlete_ids': smallest_gender_athletes\n",
    "            })\n",
    "\n",
    "    inconsistent_df = pd.DataFrame(inconsistent_groups)\n",
    "\n",
    "    if not inconsistent_df.empty:\n",
    "        print(\"Inconsistent groups found:\")\n",
    "        print(inconsistent_df)\n",
    "    else:\n",
    "        print(\"No inconsistencies found. Discipline and gender are constant for each competition.\")\n",
    "\n",
    "    return inconsistent_df\n",
    "\n",
    "# Run the consistency check\n",
    "inconsistent_groups = check_consistency(athlete_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_scrollable_dataframe(df, max_height=200):\n",
    "    display(HTML(f\"\"\"\n",
    "    <div style=\"max-height: {max_height}px; overflow-y: scroll;\">\n",
    "        {df.to_html()}\n",
    "    </div>\n",
    "    \"\"\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"max-height: 200px; overflow-y: scroll;\">\n",
       "        <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>athlete_id</th>\n",
       "      <th>rank</th>\n",
       "      <th>discipline</th>\n",
       "      <th>season</th>\n",
       "      <th>date</th>\n",
       "      <th>event_id</th>\n",
       "      <th>event_location</th>\n",
       "      <th>d_cat</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>birthday</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>40103</th>\n",
       "      <td>2053</td>\n",
       "      <td>1</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1996-05-21</td>\n",
       "      <td>KOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40045</th>\n",
       "      <td>2050</td>\n",
       "      <td>2</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1995-10-29</td>\n",
       "      <td>KOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59874</th>\n",
       "      <td>3363</td>\n",
       "      <td>3</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1996-01-10</td>\n",
       "      <td>KAZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112073</th>\n",
       "      <td>10657</td>\n",
       "      <td>4</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>CHN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48261</th>\n",
       "      <td>2623</td>\n",
       "      <td>5</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1995-08-03</td>\n",
       "      <td>IND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62371</th>\n",
       "      <td>3632</td>\n",
       "      <td>6</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1996-11-29</td>\n",
       "      <td>SGP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63167</th>\n",
       "      <td>3631</td>\n",
       "      <td>7</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1996-02-24</td>\n",
       "      <td>SGP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112479</th>\n",
       "      <td>10797</td>\n",
       "      <td>8</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SGP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112049</th>\n",
       "      <td>10648</td>\n",
       "      <td>9</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112406</th>\n",
       "      <td>10796</td>\n",
       "      <td>10</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112486</th>\n",
       "      <td>10801</td>\n",
       "      <td>11</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112396</th>\n",
       "      <td>10793</td>\n",
       "      <td>12</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>KAZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111620</th>\n",
       "      <td>10438</td>\n",
       "      <td>13</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>KAZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112493</th>\n",
       "      <td>10798</td>\n",
       "      <td>14</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>male</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1998-05-17</td>\n",
       "      <td>CHN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112424</th>\n",
       "      <td>10800</td>\n",
       "      <td>15</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112438</th>\n",
       "      <td>10811</td>\n",
       "      <td>16</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112484</th>\n",
       "      <td>10795</td>\n",
       "      <td>17</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>IRI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112060</th>\n",
       "      <td>10652</td>\n",
       "      <td>18</td>\n",
       "      <td>lead</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012-07-13</td>\n",
       "      <td>752</td>\n",
       "      <td>Asian_Youth_Chp_12</td>\n",
       "      <td>213</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>TPE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_scrollable_dataframe(athlete_results.query('event_id == 752 & d_cat == 213').sort_values(by='rank'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"max-height: 200px; overflow-y: scroll;\">\n",
       "        <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>athlete_id</th>\n",
       "      <th>rank</th>\n",
       "      <th>discipline</th>\n",
       "      <th>season</th>\n",
       "      <th>date</th>\n",
       "      <th>event_id</th>\n",
       "      <th>event_location</th>\n",
       "      <th>d_cat</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>birthday</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27460</th>\n",
       "      <td>1207</td>\n",
       "      <td>1</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1986-01-27</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8849</th>\n",
       "      <td>438</td>\n",
       "      <td>2</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1985-03-06</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22823</th>\n",
       "      <td>1119</td>\n",
       "      <td>3</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1984-11-29</td>\n",
       "      <td>SLO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28273</th>\n",
       "      <td>1202</td>\n",
       "      <td>4</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1982-08-10</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10222</th>\n",
       "      <td>445</td>\n",
       "      <td>5</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1990-08-18</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24363</th>\n",
       "      <td>1121</td>\n",
       "      <td>6</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1985-12-30</td>\n",
       "      <td>SLO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8424</th>\n",
       "      <td>430</td>\n",
       "      <td>7</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1982-07-22</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5821</th>\n",
       "      <td>306</td>\n",
       "      <td>8</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1974-08-05</td>\n",
       "      <td>BEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72213</th>\n",
       "      <td>4455</td>\n",
       "      <td>9</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88024</th>\n",
       "      <td>5282</td>\n",
       "      <td>10</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81210</th>\n",
       "      <td>4756</td>\n",
       "      <td>11</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>UKR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3934</th>\n",
       "      <td>49</td>\n",
       "      <td>12</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1987-04-24</td>\n",
       "      <td>RUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46485</th>\n",
       "      <td>2251</td>\n",
       "      <td>13</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1987-12-29</td>\n",
       "      <td>JPN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82842</th>\n",
       "      <td>4917</td>\n",
       "      <td>13</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82384</th>\n",
       "      <td>4920</td>\n",
       "      <td>15</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>POL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90126</th>\n",
       "      <td>5538</td>\n",
       "      <td>16</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31531</th>\n",
       "      <td>1360</td>\n",
       "      <td>17</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1989-09-25</td>\n",
       "      <td>CZE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39758</th>\n",
       "      <td>2035</td>\n",
       "      <td>18</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1988-09-11</td>\n",
       "      <td>KOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6064</th>\n",
       "      <td>309</td>\n",
       "      <td>19</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1987-07-18</td>\n",
       "      <td>BEL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19396</th>\n",
       "      <td>848</td>\n",
       "      <td>20</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1984-01-22</td>\n",
       "      <td>ITA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90557</th>\n",
       "      <td>5514</td>\n",
       "      <td>21</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SUI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91722</th>\n",
       "      <td>5644</td>\n",
       "      <td>22</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SUI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89509</th>\n",
       "      <td>5401</td>\n",
       "      <td>23</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8776</th>\n",
       "      <td>439</td>\n",
       "      <td>24</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1988-10-16</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65157</th>\n",
       "      <td>3578</td>\n",
       "      <td>24</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1988-04-10</td>\n",
       "      <td>NED</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80211</th>\n",
       "      <td>4735</td>\n",
       "      <td>26</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>RUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74818</th>\n",
       "      <td>4543</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89541</th>\n",
       "      <td>5468</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88945</th>\n",
       "      <td>5329</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86936</th>\n",
       "      <td>5125</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SLO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85744</th>\n",
       "      <td>5106</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24787</th>\n",
       "      <td>1122</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1987-11-23</td>\n",
       "      <td>SLO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79610</th>\n",
       "      <td>4702</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>UKR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82072</th>\n",
       "      <td>4923</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>POL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83068</th>\n",
       "      <td>4926</td>\n",
       "      <td>27</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>ESP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74692</th>\n",
       "      <td>4486</td>\n",
       "      <td>36</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SLO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77439</th>\n",
       "      <td>4670</td>\n",
       "      <td>36</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>AUT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9296</th>\n",
       "      <td>446</td>\n",
       "      <td>36</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1989-09-26</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55912</th>\n",
       "      <td>3133</td>\n",
       "      <td>39</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1974-04-09</td>\n",
       "      <td>BRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88047</th>\n",
       "      <td>5320</td>\n",
       "      <td>40</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57749</th>\n",
       "      <td>3198</td>\n",
       "      <td>41</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1988-11-22</td>\n",
       "      <td>SUI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81856</th>\n",
       "      <td>4915</td>\n",
       "      <td>41</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>KOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91370</th>\n",
       "      <td>5678</td>\n",
       "      <td>41</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89785</th>\n",
       "      <td>5522</td>\n",
       "      <td>44</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1972-03-13</td>\n",
       "      <td>GER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89897</th>\n",
       "      <td>5544</td>\n",
       "      <td>45</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>FRA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90181</th>\n",
       "      <td>5521</td>\n",
       "      <td>45</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>AUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90839</th>\n",
       "      <td>5646</td>\n",
       "      <td>47</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NZL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91009</th>\n",
       "      <td>5679</td>\n",
       "      <td>48</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>POL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84456</th>\n",
       "      <td>5082</td>\n",
       "      <td>49</td>\n",
       "      <td>lead</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006-07-13</td>\n",
       "      <td>433</td>\n",
       "      <td>Chamonix (L+S)</td>\n",
       "      <td>5</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>SWE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_scrollable_dataframe(athlete_results.query('event_id == 433 & d_cat == 5').sort_values(by='rank'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above tells us that that two male athletes have participated in a female competition only once. Their rankings in the competitions do not show any signs of invalid data. I will not make any assumptions and keep these athlete results in our data; perhaps some special circumstances allowed them to compete.\n",
    "\n",
    "### Check ranking consistency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "366 rank inconsistencies found:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div style=\"max-height: 400px; overflow-y: scroll;\">\n",
       "        <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>event_id</th>\n",
       "      <th>d_cat</th>\n",
       "      <th>actual_ranks</th>\n",
       "      <th>expected_ranks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>114</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 18, 18, 18, 22, 22, 24, 25, 26, 27, 27, 27, 27, 31, 32, 33, 33, 35, 35, 35, 35, 35, 35, 41, 42, 43, 44, 44, 46, 46, 49, 50, 50, 50, 53, 54, 55, 55, 57]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 18, 18, 18, 22, 22, 24, 25, 26, 27, 27, 27, 27, 31, 32, 33, 33, 35, 35, 35, 35, 35, 35, 41, 42, 43, 44, 44, 46, 46, 48, 49, 49, 49, 52, 53, 54, 54, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>148</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 23, 23, 26, 26, 28, 29, 30, 31, 31, 31, 31, 35, 36, 36, 38, 39, 40, 41]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 22, 22, 25, 25, 27, 28, 29, 30, 30, 30, 30, 34, 35, 35, 37, 38, 39, 40]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>148</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>160</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 20]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>160</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>216</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 29]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>248</td>\n",
       "      <td>5</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 15, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 29, 29, 31, 31, 31, 31, 35, 36, 37, 37, 37, 40, 42, 42]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 15, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 29, 29, 31, 31, 31, 31, 35, 36, 37, 37, 37, 40, 41, 41]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>263</td>\n",
       "      <td>457</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>275</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 31, 31, 35, 36, 37, 37, 39, 39, 41, 41, 41, 41, 45, 46, 47, 47, 49, 49, 50, 50, 53, 54]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 31, 31, 35, 36, 37, 37, 39, 39, 41, 41, 41, 41, 45, 46, 47, 47, 49, 49, 51, 51, 53, 54]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>283</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 11, 11, 11, 11, 17, 17, 19, 19, 21, 22, 23, 23, 25, 26, 27, 29, 29, 31, 31, 31, 31, 31, 31, 31, 38, 39, 39, 41, 42, 42, 44, 45, 45, 45, 48, 48, 50, 51, 51, 53, 53, 53, 56, 56, 58, 58, 60, 61, 61, 63, 63, 63, 63, 67, 68, 69, 69]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 11, 11, 11, 11, 17, 17, 19, 19, 21, 22, 23, 23, 25, 26, 27, 28, 28, 30, 30, 30, 30, 30, 30, 30, 37, 38, 38, 40, 41, 41, 43, 44, 44, 44, 47, 47, 49, 50, 50, 52, 52, 52, 55, 55, 57, 57, 59, 60, 60, 62, 62, 62, 62, 66, 67, 68, 68]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>289</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 11, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 26, 26, 26, 26, 32, 34, 34, 36, 37, 38, 39, 39, 41, 41, 41, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 58]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 11, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 26, 26, 26, 26, 32, 33, 33, 35, 36, 37, 38, 38, 40, 40, 40, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 57]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>289</td>\n",
       "      <td>17</td>\n",
       "      <td>[1, 2, 4, 5, 6, 6, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>289</td>\n",
       "      <td>33</td>\n",
       "      <td>[1, 2, 3, 3, 5, 7, 8, 9, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 33, 33, 36, 37, 38, 39, 40]</td>\n",
       "      <td>[1, 2, 3, 3, 5, 6, 7, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 32, 32, 35, 36, 37, 38, 39]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>293</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 19, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>294</td>\n",
       "      <td>237</td>\n",
       "      <td>[2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 33, 35, 36, 37, 38]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>302</td>\n",
       "      <td>393</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 16, 16, 19, 20, 20, 22, 23, 25, 26, 27, 28, 29]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 16, 16, 19, 20, 20, 22, 23, 24, 25, 26, 27, 28]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>316</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>322</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 10, 12, 13, 14, 14, 16, 17, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 39, 39, 42, 42, 44, 44, 46, 46, 48, 48, 48, 51, 51]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 12, 13, 13, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 38, 38, 41, 41, 43, 43, 45, 45, 47, 47, 47, 50, 50]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>323</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 32, 33, 34, 34, 34, 37, 38, 39, 40, 41, 42, 43]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 33, 33, 36, 37, 38, 39, 40, 41, 42]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>325</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 15, 17, 19, 20, 21, 21, 23, 24, 25, 26, 26, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 15, 17, 18, 19, 20, 20, 22, 23, 24, 25, 25, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>326</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>328</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>328</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>329</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 12, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>331</td>\n",
       "      <td>241</td>\n",
       "      <td>[2, 2, 4, 5, 5, 5, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]</td>\n",
       "      <td>[1, 1, 3, 4, 4, 4, 7, 8, 9, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>352</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 22, 22, 24, 25, 25, 25, 28, 29, 29, 31, 32, 32, 34, 34, 34, 34, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 48, 48, 51, 51, 51, 54, 54, 54, 57, 58, 59, 60, 61, 61, 61, 64, 65, 66, 67, 67, 69, 70]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 22, 22, 24, 25, 25, 25, 28, 29, 29, 31, 32, 32, 34, 34, 34, 34, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 47, 47, 50, 50, 50, 53, 53, 53, 56, 57, 58, 59, 60, 60, 60, 63, 64, 65, 66, 66, 68, 69]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>356</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 11, 13, 14, 14, 16, 17, 18, 19, 20, 21, 21, 23, 23, 23, 23, 23, 28, 29, 30, 31, 31, 34, 34, 36, 36, 38, 39, 39, 41, 41, 43, 44, 45, 46]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 11, 13, 14, 14, 16, 17, 18, 19, 20, 21, 21, 23, 23, 23, 23, 23, 28, 29, 30, 31, 31, 33, 33, 35, 35, 37, 38, 38, 40, 40, 42, 43, 44, 45]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>360</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 19, 19, 21, 21, 23, 24, 25, 26, 27, 28, 28, 28, 28, 28, 33, 33, 33, 33, 33, 38, 39, 40, 40, 42, 43, 44, 45, 46, 46, 48, 49, 49, 51, 52, 53]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 18, 20, 20, 22, 23, 24, 25, 26, 27, 27, 27, 27, 27, 32, 32, 32, 32, 32, 37, 38, 39, 39, 41, 42, 43, 44, 45, 45, 47, 48, 48, 50, 51, 52]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>363</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 10, 10, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 9, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>363</td>\n",
       "      <td>17</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 28, 28, 31, 32, 33, 34, 35, 35, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 54, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 29, 29, 32, 33, 34, 35, 36, 36, 38, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 55, 57]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>366</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 28, 29, 30, 31, 32, 33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>367</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 14, 14, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>369</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 29, 30, 31, 32, 33]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 28, 29, 30, 31, 32]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>397</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 3, 5, 6, 7, 8, 9, 9, 11, 12, 13, 14, 15, 15, 17, 18, 19, 20, 20, 22, 22, 24, 24, 24, 27, 27, 27, 27, 32, 32, 34, 35, 35, 35, 35, 35, 40, 40, 42, 43, 43, 45, 45, 47, 47, 47, 50, 51, 51, 51, 51, 51, 51, 51, 58, 59, 60, 60, 60, 63, 63, 63, 66, 66, 68, 69, 69, 71]</td>\n",
       "      <td>[1, 2, 3, 3, 5, 6, 7, 8, 9, 9, 11, 12, 13, 14, 15, 15, 17, 18, 19, 20, 20, 22, 22, 24, 24, 24, 27, 27, 27, 27, 31, 31, 33, 34, 34, 34, 34, 34, 39, 39, 41, 42, 42, 44, 44, 46, 46, 46, 49, 50, 50, 50, 50, 50, 50, 50, 57, 58, 59, 59, 59, 62, 62, 62, 65, 65, 67, 68, 68, 70]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>402</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 28, 28, 32, 32, 34, 35, 35, 37, 37, 37, 37, 37, 42, 43, 44, 44, 46, 47]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 28, 28, 31, 31, 33, 34, 34, 36, 36, 36, 36, 36, 41, 42, 43, 43, 45, 46]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>404</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 33, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>404</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 47, 47, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 66, 68, 69, 70, 71, 72, 73, 73]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 47, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 65, 67, 68, 69, 70, 71, 72, 72]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>405</td>\n",
       "      <td>189</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 19, 20, 21, 22]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>407</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>408</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 3, 3, 6, 7, 8, 8, 10, 12, 13, 13, 15, 15, 15, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 3, 3, 6, 7, 8, 8, 10, 11, 12, 12, 14, 14, 14, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>408</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>409</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>409</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 26, 27, 28]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>410</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 14]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>411</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>411</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>421</td>\n",
       "      <td>393</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>429</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 22, 22, 25, 26, 27, 28, 29, 30, 31, 31, 33, 33, 35, 35, 37, 37, 39, 40, 41, 42, 42, 44, 44, 47, 48, 49, 49, 51, 52, 52, 54, 55, 56, 57]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 22, 22, 25, 26, 27, 28, 29, 30, 31, 31, 33, 33, 35, 35, 37, 37, 39, 40, 41, 42, 42, 44, 44, 46, 47, 48, 48, 50, 51, 51, 53, 54, 55, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>431</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 36, 38, 38, 40, 40, 42, 44, 45, 45, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 36, 38, 38, 40, 40, 42, 43, 44, 44, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>433</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 26, 28, 28, 28, 28, 28, 28, 34, 35, 37, 38, 39, 39, 41, 41, 43, 43, 45, 45, 45, 45, 45, 50, 51, 52, 53, 53, 53, 53, 57, 58, 58, 58, 58, 62, 63, 64, 65, 65, 67, 67, 69, 69, 72, 73, 73, 73, 76, 77, 77, 79]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 26, 28, 28, 28, 28, 28, 28, 34, 35, 36, 37, 38, 38, 40, 40, 42, 42, 44, 44, 44, 44, 44, 49, 50, 51, 52, 52, 52, 52, 56, 57, 57, 57, 57, 61, 62, 63, 64, 64, 66, 66, 68, 68, 70, 71, 71, 71, 74, 75, 75, 77]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 30, 30, 30, 30, 36, 37, 37, 39, 40, 40, 42, 43, 44, 44, 44, 47, 49, 49, 49, 52, 53, 54, 54, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 30, 30, 30, 30, 36, 37, 37, 39, 40, 40, 42, 43, 44, 44, 44, 47, 48, 48, 48, 51, 52, 53, 53, 55]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>442</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 28, 31, 31, 31, 34, 34, 36, 36, 36, 36, 36, 41, 42, 44, 45, 46, 47]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 28, 31, 31, 31, 34, 34, 36, 36, 36, 36, 36, 41, 42, 43, 44, 45, 46]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>443</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 79, 81, 82, 83, 84, 85, 85, 87, 88, 89, 90, 90, 92]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 78, 80, 81, 82, 83, 84, 84, 86, 87, 88, 89, 89, 91]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>444</td>\n",
       "      <td>185</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 28, 28, 32, 33, 34, 34, 35, 36]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 28, 28, 32, 33, 34, 34, 36, 37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>446</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>446</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 4, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 15, 18, 19, 20, 20, 22, 23, 24, 24, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44]</td>\n",
       "      <td>[1, 2, 3, 4, 4, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 15, 18, 19, 20, 20, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>447</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]</td>\n",
       "      <td>[1, 2, 3, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>448</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>449</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 18, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>450</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>478</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 16, 16, 16, 16, 16, 16, 23, 24, 25, 26, 27, 27, 29, 29, 29, 29, 29, 29, 35, 36, 37, 38, 39, 39, 41, 41, 41, 41, 41, 41, 47, 48, 48, 50, 51, 51, 53, 53, 55, 55, 55, 55, 59, 60, 61, 61, 63]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 15, 15, 15, 15, 15, 22, 23, 24, 25, 26, 26, 28, 28, 28, 28, 28, 28, 34, 35, 36, 37, 38, 38, 40, 40, 40, 40, 40, 40, 46, 47, 47, 49, 50, 50, 52, 52, 54, 54, 54, 54, 58, 59, 60, 60, 62]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>484</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 20, 23, 23, 25, 26, 27, 28, 29, 29, 32, 33, 33, 33, 36, 36, 38]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 20, 23, 23, 25, 26, 27, 28, 29, 29, 31, 32, 32, 32, 35, 35, 37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>488</td>\n",
       "      <td>189</td>\n",
       "      <td>[1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 20, 21, 22, 23, 25, 26, 27, 27, 29, 30]</td>\n",
       "      <td>[1, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>488</td>\n",
       "      <td>191</td>\n",
       "      <td>[1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "      <td>[1, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>490</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>496</td>\n",
       "      <td>333</td>\n",
       "      <td>[1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]</td>\n",
       "      <td>[1, 1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>514</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 23]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>520</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 4, 6, 7, 8, 9, 10, 10, 10, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 23, 23, 23, 27, 28, 29, 29, 31, 31, 33, 33, 33, 33, 33, 33, 33, 33, 41, 41, 41, 41, 41, 46, 46, 48, 49, 49, 49, 53, 54, 54, 56, 57, 57, 57, 57, 57, 62, 63, 64, 65, 65, 65, 68, 69, 69, 71, 71, 71, 74, 75, 75, 77, 77, 79]</td>\n",
       "      <td>[1, 2, 3, 4, 4, 6, 7, 8, 9, 10, 10, 10, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 23, 23, 23, 27, 28, 29, 29, 31, 31, 33, 33, 33, 33, 33, 33, 33, 33, 41, 41, 41, 41, 41, 46, 46, 48, 49, 49, 49, 52, 53, 53, 55, 56, 56, 56, 56, 56, 61, 62, 63, 64, 64, 64, 67, 68, 68, 70, 70, 70, 73, 74, 74, 76, 76, 78]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>524</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 12, 13, 13, 15, 16, 17, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 30, 33, 34, 35, 36, 37, 38, 38, 38, 41, 42, 42, 44, 45, 46, 47, 47, 47, 50, 51, 52, 52, 54, 55, 55, 57, 58, 59]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 12, 13, 13, 15, 16, 17, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 30, 32, 33, 34, 35, 36, 37, 37, 37, 40, 41, 41, 43, 44, 45, 46, 46, 46, 49, 50, 51, 51, 53, 54, 54, 56, 57, 58]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>529</td>\n",
       "      <td>187</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 28, 29, 30, 31, 32, 33, 34, 34, 34, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 33, 33, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>535</td>\n",
       "      <td>257</td>\n",
       "      <td>[1, 2, 2, 4, 5, 6, 6, 6, 9, 9, 11, 12, 13, 13, 15, 16, 16, 16, 19, 20, 21, 21, 21, 25, 26, 26, 28, 29, 30, 31, 32, 33, 33]</td>\n",
       "      <td>[1, 2, 2, 4, 5, 6, 6, 6, 9, 9, 11, 12, 13, 13, 15, 16, 16, 16, 19, 20, 21, 21, 21, 24, 25, 25, 27, 28, 29, 30, 31, 32, 32]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>560</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 36, 36, 40, 41, 42, 43, 44, 45]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 36, 36, 39, 40, 41, 42, 43, 44]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>563</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 27, 30, 31, 31, 31, 31, 35, 36, 37, 37, 37, 40, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 56, 56, 56, 59, 60, 60, 62, 62, 64, 64, 64, 67, 68, 68, 70, 70, 72, 72, 74, 74, 76, 76, 78, 79]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 27, 30, 31, 31, 31, 31, 35, 36, 37, 37, 37, 40, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 55, 58, 59, 59, 61, 61, 63, 63, 63, 66, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 78]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>564</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 29, 29, 31, 31, 31, 34, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 43, 43, 48, 49, 50, 50, 52, 52, 54, 54, 54, 57, 58, 58, 60, 60, 62, 62, 62, 65, 66, 66, 66, 66, 70, 70, 72, 72, 72, 75, 75, 75, 78, 78, 80, 81, 82]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 29, 29, 31, 31, 31, 34, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 43, 43, 47, 48, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 59, 59, 61, 61, 61, 64, 65, 65, 65, 65, 69, 69, 71, 71, 71, 74, 74, 74, 77, 77, 79, 80, 81]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>640</td>\n",
       "      <td>313</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 32, 34]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>675</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 41, 41, 43, 43, 43, 46, 46, 48, 49, 49, 49, 49, 53, 53, 53, 56, 57, 57, 59, 59, 59, 59, 59, 59, 65, 67, 68, 68, 70, 70, 70, 70, 70, 70, 70, 70, 70, 79, 80, 81, 81, 83, 83, 85, 86, 86, 88, 88, 90, 90, 90, 93, 93, 95, 95, 95, 98, 99, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 41, 41, 43, 43, 43, 46, 46, 48, 49, 49, 49, 49, 53, 53, 53, 56, 57, 57, 59, 59, 59, 59, 59, 59, 65, 66, 67, 67, 69, 69, 69, 69, 69, 69, 69, 69, 69, 78, 79, 80, 80, 82, 82, 84, 85, 85, 87, 87, 89, 89, 89, 92, 92, 94, 94, 94, 97, 98, 98, 98, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>683</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>688</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>689</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 27, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 27, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>691</td>\n",
       "      <td>53</td>\n",
       "      <td>[1, 3, 4, 5]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>691</td>\n",
       "      <td>65</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>695</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>747</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 38, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 38, 38, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>749</td>\n",
       "      <td>53</td>\n",
       "      <td>[2, 3, 4, 7, 8, 9, 10, 11]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>749</td>\n",
       "      <td>65</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>749</td>\n",
       "      <td>145</td>\n",
       "      <td>[1, 2, 3, 5, 7, 8, 9, 10]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>749</td>\n",
       "      <td>441</td>\n",
       "      <td>[2, 4, 5, 7, 8, 9, 10, 13, 14, 15, 16, 17, 18, 19, 20, 22, 22]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>750</td>\n",
       "      <td>187</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>752</td>\n",
       "      <td>193</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>753</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>757</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>762</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>809</td>\n",
       "      <td>53</td>\n",
       "      <td>[3, 4, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>809</td>\n",
       "      <td>137</td>\n",
       "      <td>[1, 2, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>809</td>\n",
       "      <td>441</td>\n",
       "      <td>[2, 3, 4, 7]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>809</td>\n",
       "      <td>445</td>\n",
       "      <td>[1, 3, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>810</td>\n",
       "      <td>53</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>810</td>\n",
       "      <td>85</td>\n",
       "      <td>[3, 5, 5, 7]</td>\n",
       "      <td>[1, 2, 2, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>810</td>\n",
       "      <td>89</td>\n",
       "      <td>[1, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>811</td>\n",
       "      <td>53</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>811</td>\n",
       "      <td>65</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>812</td>\n",
       "      <td>55</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>812</td>\n",
       "      <td>87</td>\n",
       "      <td>[2, 4, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>813</td>\n",
       "      <td>185</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>813</td>\n",
       "      <td>187</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>818</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>819</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 16]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>869</td>\n",
       "      <td>53</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>869</td>\n",
       "      <td>89</td>\n",
       "      <td>[2, 5, 6]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>869</td>\n",
       "      <td>137</td>\n",
       "      <td>[2, 4, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>870</td>\n",
       "      <td>53</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>870</td>\n",
       "      <td>65</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>870</td>\n",
       "      <td>85</td>\n",
       "      <td>[1, 3, 4, 5]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>870</td>\n",
       "      <td>137</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>871</td>\n",
       "      <td>65</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>871</td>\n",
       "      <td>69</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>871</td>\n",
       "      <td>121</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>871</td>\n",
       "      <td>141</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>872</td>\n",
       "      <td>53</td>\n",
       "      <td>[3, 4, 5, 6, 8, 9]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>872</td>\n",
       "      <td>61</td>\n",
       "      <td>[2, 3, 4, 5, 6, 7, 8]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>872</td>\n",
       "      <td>85</td>\n",
       "      <td>[6, 7, 8, 9, 10, 11]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>872</td>\n",
       "      <td>89</td>\n",
       "      <td>[1, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>872</td>\n",
       "      <td>137</td>\n",
       "      <td>[1, 3, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>872</td>\n",
       "      <td>157</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>874</td>\n",
       "      <td>187</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>875</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 40]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 39]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>876</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 27, 28, 29, 30]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>880</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>881</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 27, 29, 29, 31, 31, 33, 34, 35, 35, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 28, 30, 30, 32, 33, 34, 34, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>882</td>\n",
       "      <td>481</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>882</td>\n",
       "      <td>483</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>910</td>\n",
       "      <td>29</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 39, 40, 40, 42, 43, 44, 45, 45, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 39, 40, 40, 42, 43, 44, 45, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>911</td>\n",
       "      <td>53</td>\n",
       "      <td>[3, 4, 5, 6]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>911</td>\n",
       "      <td>65</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>911</td>\n",
       "      <td>85</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>911</td>\n",
       "      <td>89</td>\n",
       "      <td>[2, 3, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>911</td>\n",
       "      <td>121</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>912</td>\n",
       "      <td>53</td>\n",
       "      <td>[3, 4, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>912</td>\n",
       "      <td>65</td>\n",
       "      <td>[1, 3, 4, 5]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>912</td>\n",
       "      <td>85</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>912</td>\n",
       "      <td>89</td>\n",
       "      <td>[1, 2, 5, 6]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>912</td>\n",
       "      <td>157</td>\n",
       "      <td>[1, 2, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>913</td>\n",
       "      <td>53</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>913</td>\n",
       "      <td>65</td>\n",
       "      <td>[1, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>913</td>\n",
       "      <td>85</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>913</td>\n",
       "      <td>121</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>947</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 25, 28, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 57, 60, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 93, 93, 95, 95, 97, 97, 99, 99, 101, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 25, 28, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 57, 60, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 92, 92, 94, 94, 96, 96, 98, 98, 100, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>950</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 35, 38, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 71, 74, 75, 75, 77, 77, 77, 80, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 91, 91, 91, 91, 91, 91, 91, 100, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 35, 38, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 71, 74, 75, 75, 77, 77, 77, 80, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 91, 91, 91, 91, 91, 91, 91, 100, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>954</td>\n",
       "      <td>61</td>\n",
       "      <td>[1, 2, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>954</td>\n",
       "      <td>81</td>\n",
       "      <td>[6]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>954</td>\n",
       "      <td>101</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>954</td>\n",
       "      <td>137</td>\n",
       "      <td>[2, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>955</td>\n",
       "      <td>81</td>\n",
       "      <td>[4, 6]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>955</td>\n",
       "      <td>97</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>955</td>\n",
       "      <td>101</td>\n",
       "      <td>[1, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>955</td>\n",
       "      <td>105</td>\n",
       "      <td>[1, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>955</td>\n",
       "      <td>117</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>956</td>\n",
       "      <td>61</td>\n",
       "      <td>[2, 3, 5, 7]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>956</td>\n",
       "      <td>65</td>\n",
       "      <td>[2, 4, 7]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>956</td>\n",
       "      <td>81</td>\n",
       "      <td>[7, 7, 9, 13, 14, 15]</td>\n",
       "      <td>[1, 1, 3, 4, 5, 6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>956</td>\n",
       "      <td>97</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>956</td>\n",
       "      <td>101</td>\n",
       "      <td>[1, 3, 4, 7, 8]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>956</td>\n",
       "      <td>105</td>\n",
       "      <td>[4, 5, 6, 9]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>956</td>\n",
       "      <td>153</td>\n",
       "      <td>[2, 3, 4, 4]</td>\n",
       "      <td>[1, 2, 3, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>956</td>\n",
       "      <td>177</td>\n",
       "      <td>[1, 2, 3, 4, 6, 7, 9]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>957</td>\n",
       "      <td>81</td>\n",
       "      <td>[5]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>957</td>\n",
       "      <td>153</td>\n",
       "      <td>[2, 3]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>969</td>\n",
       "      <td>489</td>\n",
       "      <td>[1, 5, 6]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>969</td>\n",
       "      <td>493</td>\n",
       "      <td>[5]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>969</td>\n",
       "      <td>497</td>\n",
       "      <td>[1, 4, 5, 6, 7, 8, 9, 10, 10]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 8]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>969</td>\n",
       "      <td>509</td>\n",
       "      <td>[1, 2, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>969</td>\n",
       "      <td>517</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>985</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 95, 95, 97, 97, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 95, 95, 97, 97, 99, 99, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>998</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 9, 9, 13, 13, 15, 16, 16, 18, 19, 20, 21, 21, 23, 23, 23, 23, 27, 28, 29, 30, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 39, 39, 43, 44, 45, 45, 45, 48, 48, 48, 51, 52, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 65, 68, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 83, 83, 83, 86, 87, 87, 89, 89, 91, 91, 91, 94, 95, 95, 97, 97, 99, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 9, 9, 13, 13, 15, 16, 16, 18, 19, 20, 21, 21, 23, 23, 23, 23, 27, 28, 29, 30, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 39, 39, 43, 44, 45, 45, 45, 48, 48, 48, 51, 52, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 65, 68, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 82, 82, 82, 85, 86, 86, 88, 88, 90, 90, 90, 93, 94, 94, 96, 96, 98, 98, 98, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>998</td>\n",
       "      <td>17</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 6, 8, 9, 10, 10, 12, 13, 14, 14, 14, 17, 18, 18, 20, 20, 22, 24, 24, 26, 27, 27, 29, 29, 29, 32, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 43, 46, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 65, 65, 69, 70, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 6, 8, 9, 10, 10, 12, 13, 14, 14, 14, 17, 18, 18, 20, 20, 22, 23, 23, 25, 26, 26, 28, 28, 28, 31, 32, 32, 34, 34, 36, 36, 38, 38, 40, 40, 42, 42, 42, 45, 46, 46, 48, 48, 50, 50, 52, 52, 54, 54, 56, 56, 58, 58, 60, 60, 62, 62, 64, 64, 64, 64, 68, 69, 70, 70, 72, 72, 74, 74, 76, 76, 78, 78, 80, 80, 82, 82, 84, 84, 86, 86]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1000</td>\n",
       "      <td>65</td>\n",
       "      <td>[4, 5, 7]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1000</td>\n",
       "      <td>81</td>\n",
       "      <td>[6, 7, 9, 11, 12]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1000</td>\n",
       "      <td>97</td>\n",
       "      <td>[4, 6]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1000</td>\n",
       "      <td>105</td>\n",
       "      <td>[6]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1000</td>\n",
       "      <td>137</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1000</td>\n",
       "      <td>141</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1000</td>\n",
       "      <td>169</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1000</td>\n",
       "      <td>173</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1001</td>\n",
       "      <td>45</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1001</td>\n",
       "      <td>65</td>\n",
       "      <td>[2, 7, 8, 10]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>1001</td>\n",
       "      <td>81</td>\n",
       "      <td>[4, 9, 10, 11, 14]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>1001</td>\n",
       "      <td>97</td>\n",
       "      <td>[3, 7]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>1001</td>\n",
       "      <td>101</td>\n",
       "      <td>[2, 5]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>1001</td>\n",
       "      <td>105</td>\n",
       "      <td>[2, 5, 7]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1001</td>\n",
       "      <td>141</td>\n",
       "      <td>[4, 5]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1002</td>\n",
       "      <td>65</td>\n",
       "      <td>[1, 4, 8]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1002</td>\n",
       "      <td>81</td>\n",
       "      <td>[3, 6, 9, 10, 11, 12]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>1002</td>\n",
       "      <td>97</td>\n",
       "      <td>[4, 5]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>1002</td>\n",
       "      <td>101</td>\n",
       "      <td>[1, 3, 6]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1002</td>\n",
       "      <td>105</td>\n",
       "      <td>[3, 5]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1002</td>\n",
       "      <td>141</td>\n",
       "      <td>[3, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1002</td>\n",
       "      <td>173</td>\n",
       "      <td>[7]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>1002</td>\n",
       "      <td>177</td>\n",
       "      <td>[1, 2, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1003</td>\n",
       "      <td>45</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1003</td>\n",
       "      <td>65</td>\n",
       "      <td>[3, 4]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1003</td>\n",
       "      <td>81</td>\n",
       "      <td>[6, 7]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1003</td>\n",
       "      <td>97</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1003</td>\n",
       "      <td>101</td>\n",
       "      <td>[1, 5]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>1003</td>\n",
       "      <td>105</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>1003</td>\n",
       "      <td>137</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>1003</td>\n",
       "      <td>177</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>1013</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 37, 37, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 36, 36, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1014</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1016</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 4, 4, 7, 8, 9, 10, 11, 12, 12, 14, 14, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38]</td>\n",
       "      <td>[1, 2, 3, 4, 4, 4, 7, 8, 9, 10, 11, 12, 12, 14, 14, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>1024</td>\n",
       "      <td>473</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>1024</td>\n",
       "      <td>475</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1026</td>\n",
       "      <td>489</td>\n",
       "      <td>[1, 3, 6, 7, 8, 9, 10]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1026</td>\n",
       "      <td>491</td>\n",
       "      <td>[3, 4, 5]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1026</td>\n",
       "      <td>493</td>\n",
       "      <td>[1, 2, 4, 5, 6]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1026</td>\n",
       "      <td>495</td>\n",
       "      <td>[1, 2, 3, 5, 5]</td>\n",
       "      <td>[1, 2, 3, 4, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1026</td>\n",
       "      <td>497</td>\n",
       "      <td>[1, 3, 4, 5, 6, 8, 9, 11, 12, 13, 14, 15]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1026</td>\n",
       "      <td>499</td>\n",
       "      <td>[1, 2, 5, 6]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1026</td>\n",
       "      <td>513</td>\n",
       "      <td>[2, 3, 4]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1026</td>\n",
       "      <td>517</td>\n",
       "      <td>[2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1063</td>\n",
       "      <td>17</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 33, 35, 35, 37, 38, 39, 40, 41, 42, 43, 44, 45, 45, 45, 45, 45, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 32, 34, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 44, 44, 44, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1063</td>\n",
       "      <td>19</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 27, 29, 29, 29, 32, 33, 33, 35, 35, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 47, 50, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 62, 62, 62, 62, 67, 68, 68, 68]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 27, 29, 29, 29, 32, 33, 33, 35, 35, 37, 38, 38, 40, 40, 42, 42, 44, 44, 46, 46, 46, 49, 50, 50, 52, 52, 54, 54, 56, 56, 58, 58, 58, 61, 61, 61, 61, 61, 66, 67, 67, 67]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1064</td>\n",
       "      <td>45</td>\n",
       "      <td>[5, 6, 8]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1064</td>\n",
       "      <td>61</td>\n",
       "      <td>[2, 6, 7, 11]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>1064</td>\n",
       "      <td>65</td>\n",
       "      <td>[6, 9, 10]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1064</td>\n",
       "      <td>81</td>\n",
       "      <td>[10, 11, 12, 13]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1064</td>\n",
       "      <td>97</td>\n",
       "      <td>[5, 10, 13]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1064</td>\n",
       "      <td>101</td>\n",
       "      <td>[2, 4, 6, 13, 14]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1064</td>\n",
       "      <td>105</td>\n",
       "      <td>[2, 8, 9]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1064</td>\n",
       "      <td>117</td>\n",
       "      <td>[7, 8]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1064</td>\n",
       "      <td>137</td>\n",
       "      <td>[2, 7, 9]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1064</td>\n",
       "      <td>153</td>\n",
       "      <td>[2, 3, 4, 8, 9]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1064</td>\n",
       "      <td>173</td>\n",
       "      <td>[2, 10, 11]</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1064</td>\n",
       "      <td>177</td>\n",
       "      <td>[1, 2, 3, 5, 5]</td>\n",
       "      <td>[1, 2, 3, 4, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1066</td>\n",
       "      <td>45</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1066</td>\n",
       "      <td>65</td>\n",
       "      <td>[3, 6]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1066</td>\n",
       "      <td>81</td>\n",
       "      <td>[5]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1066</td>\n",
       "      <td>97</td>\n",
       "      <td>[6]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1066</td>\n",
       "      <td>101</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1066</td>\n",
       "      <td>137</td>\n",
       "      <td>[5]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1066</td>\n",
       "      <td>173</td>\n",
       "      <td>[3]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1066</td>\n",
       "      <td>177</td>\n",
       "      <td>[2]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1073</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 34, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 29, 30, 31, 32, 33, 33, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1077</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 33, 34, 34, 36, 37, 38, 38, 40, 41, 42, 43, 44, 44, 46, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 58, 60, 61, 62, 63, 64]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 33, 35, 36, 37, 37, 39, 40, 41, 42, 43, 43, 45, 46, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 57, 59, 60, 61, 62, 63]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1078</td>\n",
       "      <td>243</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1079</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 25, 28, 28, 30, 30, 30, 33, 34, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 24, 27, 27, 29, 29, 29, 32, 33, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1081</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 22, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 17, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1082</td>\n",
       "      <td>241</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 14, 17, 18, 19, 20, 21, 22, 23, 23, 23, 23, 27, 28, 29, 30, 31, 31, 33, 33, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 16, 17, 18, 19, 20, 21, 22, 22, 22, 22, 26, 27, 28, 29, 30, 30, 32, 32, 34, 35, 36, 36, 38, 39, 40, 41, 42, 43, 44, 45]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1085</td>\n",
       "      <td>449</td>\n",
       "      <td>[1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1085</td>\n",
       "      <td>469</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>1085</td>\n",
       "      <td>471</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1126</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 31, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 47, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 69, 71, 72, 73, 74]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 31, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 68, 70, 71, 72, 73]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>1126</td>\n",
       "      <td>11</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 63, 66, 67, 67, 69, 69, 71, 71, 74, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 83, 86]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 63, 66, 67, 67, 69, 69, 71, 71, 73, 74, 74, 76, 76, 78, 78, 80, 80, 82, 82, 82, 85]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>1126</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 54, 56, 57, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 40, 42, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 53, 55, 56, 56, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>1126</td>\n",
       "      <td>15</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 23, 25, 25, 28, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 53, 56, 57, 57, 59, 59, 59, 59, 59, 59, 65, 66, 67, 67, 69, 69, 69, 72, 73, 73, 73, 76, 77, 77, 79, 79, 81, 81, 83, 83]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 23, 25, 25, 27, 28, 28, 30, 30, 32, 32, 34, 34, 36, 36, 38, 38, 40, 40, 42, 42, 44, 44, 46, 46, 48, 48, 50, 50, 52, 52, 52, 55, 56, 56, 58, 58, 58, 58, 58, 58, 64, 65, 66, 66, 68, 68, 68, 71, 72, 72, 72, 75, 76, 76, 78, 78, 80, 80, 82, 82]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>1126</td>\n",
       "      <td>17</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 42, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 60, 62, 63, 63, 65, 66, 67, 68, 69, 70, 71, 73, 74, 75, 76, 77]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 42, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 60, 62, 63, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>1126</td>\n",
       "      <td>19</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 51, 54, 54, 56, 56, 58, 58, 60, 61, 61, 63, 65, 65, 65, 65, 65, 65, 65, 72, 73, 74, 74]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 51, 54, 54, 56, 56, 58, 58, 60, 61, 61, 63, 64, 64, 64, 64, 64, 64, 64, 71, 72, 73, 73]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1128</td>\n",
       "      <td>45</td>\n",
       "      <td>[5, 9, 14, 15]</td>\n",
       "      <td>[1, 2, 3, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1128</td>\n",
       "      <td>61</td>\n",
       "      <td>[7]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>1128</td>\n",
       "      <td>69</td>\n",
       "      <td>[4, 6]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1128</td>\n",
       "      <td>77</td>\n",
       "      <td>[5, 8]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1128</td>\n",
       "      <td>81</td>\n",
       "      <td>[6, 9, 15, 17, 19]</td>\n",
       "      <td>[1, 2, 3, 4, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1128</td>\n",
       "      <td>97</td>\n",
       "      <td>[7, 11]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>1128</td>\n",
       "      <td>101</td>\n",
       "      <td>[4, 6, 11, 12, 12]</td>\n",
       "      <td>[1, 2, 3, 4, 4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>1128</td>\n",
       "      <td>105</td>\n",
       "      <td>[4]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1128</td>\n",
       "      <td>117</td>\n",
       "      <td>[8]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1128</td>\n",
       "      <td>137</td>\n",
       "      <td>[6, 7]</td>\n",
       "      <td>[1, 2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1128</td>\n",
       "      <td>153</td>\n",
       "      <td>[6]</td>\n",
       "      <td>[1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>1128</td>\n",
       "      <td>173</td>\n",
       "      <td>[5, 7, 10, 10]</td>\n",
       "      <td>[1, 2, 3, 3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>1137</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 49]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 48]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>1138</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 50, 52, 53, 53, 55, 56, 57, 58, 59, 60, 61, 62, 62, 64, 65, 66, 67]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 49, 51, 52, 52, 54, 55, 56, 57, 58, 59, 60, 61, 61, 63, 64, 65, 66]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>1140</td>\n",
       "      <td>243</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1141</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 20, 20, 20, 20, 20, 26, 27, 28, 29, 30, 30, 30, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 19, 19, 19, 19, 19, 25, 26, 27, 28, 29, 29, 29, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1142</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 15, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 29, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 14, 16, 17, 18, 18, 20, 21, 22, 23, 24, 25, 26, 26, 28, 28, 28, 31, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>1144</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1144</td>\n",
       "      <td>253</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 45, 47, 48, 49, 50, 51, 52]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 46, 47, 48, 49, 50, 51]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1145</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 49, 51, 52]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 48, 50, 51]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>1146</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1147</td>\n",
       "      <td>453</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>1147</td>\n",
       "      <td>455</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 21, 23]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 19, 21]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1185</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 38, 40, 41, 42, 42, 44, 45, 45, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 78, 80, 81, 82, 84, 85, 86, 86, 88, 89, 90, 91, 92, 93, 93, 95, 96, 97]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 38, 40, 41, 42, 42, 44, 45, 45, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 78, 80, 81, 82, 83, 84, 85, 85, 87, 88, 89, 90, 91, 92, 92, 94, 95, 96]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1185</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 73, 76, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 85, 85, 85, 85, 92, 93, 94, 95, 96, 97]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 73, 76, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 85, 85, 85, 85, 91, 92, 93, 94, 95, 96]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>1186</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 40, 42, 43, 44, 45, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>1195</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 32, 32, 36, 38, 38, 38, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 65, 67, 68, 69, 70, 71, 72, 73]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 32, 32, 36, 37, 37, 37, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 64, 66, 67, 68, 69, 70, 71, 72]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1197</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58, 59, 60, 61]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>1205</td>\n",
       "      <td>227</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 49, 51, 52, 53, 54, 55, 55, 57, 57, 57]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 48, 50, 51, 52, 53, 54, 54, 56, 56, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1215</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>1216</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 21, 21, 26]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 20, 20, 20, 25]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1216</td>\n",
       "      <td>249</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>1218</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1218</td>\n",
       "      <td>249</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1218</td>\n",
       "      <td>257</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 21, 23, 24, 25, 26, 27, 29, 30]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 18, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1219</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 6, 7, 8, 9, 10]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1220</td>\n",
       "      <td>233</td>\n",
       "      <td>[2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>1220</td>\n",
       "      <td>249</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1221</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>1221</td>\n",
       "      <td>249</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1231</td>\n",
       "      <td>433</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 12, 13, 15, 16, 17, 18, 19, 20, 21]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>1231</td>\n",
       "      <td>435</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 18, 20, 21]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1238</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 13, 13, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 31, 31, 31, 34, 35, 35, 37, 37, 37, 40, 41, 41, 43, 43, 45, 45, 45, 45, 49, 50, 51, 51, 51, 51, 55, 56, 57, 57, 59, 59, 59, 62, 63, 63, 63, 63, 63, 63, 69, 69, 71, 72, 73, 73, 73, 76, 77, 77, 79, 79, 81, 81, 81, 84, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 95, 95, 97, 97, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 13, 13, 18, 18, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 31, 31, 31, 34, 35, 35, 37, 37, 37, 40, 41, 41, 43, 43, 45, 45, 45, 45, 49, 50, 51, 51, 51, 51, 55, 56, 57, 57, 59, 59, 59, 62, 63, 63, 63, 63, 63, 63, 69, 69, 71, 72, 73, 73, 73, 76, 77, 77, 79, 79, 81, 81, 81, 84, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 95, 95, 97, 97, 99, 99, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1238</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 67, 70, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 93, 96, 97, 97, 97, 100, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 67, 70, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 85, 85, 87, 87, 89, 89, 91, 91, 93, 93, 93, 96, 97, 97, 97, 100, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1238</td>\n",
       "      <td>5</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 21, 21, 21, 25, 25, 27, 28, 28, 30, 30, 32, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 82, 83, 83, 83, 86, 87, 87, 87, 90, 91, 91]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 12, 13, 14, 15, 16, 17, 18, 18, 18, 21, 21, 21, 21, 25, 25, 27, 28, 28, 30, 30, 32, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 82, 82, 82, 85, 86, 86, 86, 89, 90, 90]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>1238</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 71, 71, 75, 77, 77, 79, 79, 81, 81, 81, 81, 81, 81, 81, 81, 81, 90, 90, 92, 93, 93, 93, 93, 93]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 71, 71, 75, 76, 76, 78, 78, 80, 80, 80, 80, 80, 80, 80, 80, 80, 89, 89, 91, 92, 92, 92, 92, 92]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>1239</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 29, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 44, 44, 44, 49, 50, 51, 52, 53, 53, 53, 53, 57, 58, 59, 60, 61, 62, 62, 62, 65, 65, 67, 68, 69, 70, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 80, 82, 83, 84]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 29, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 44, 44, 44, 48, 49, 50, 51, 52, 52, 52, 52, 56, 57, 58, 59, 60, 61, 61, 61, 64, 64, 66, 67, 68, 69, 69, 71, 72, 73, 74, 75, 76, 77, 78, 79, 79, 81, 82, 83]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1246</td>\n",
       "      <td>9</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 45, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>1246</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 31, 31, 31, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 28, 30, 30, 30, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>1249</td>\n",
       "      <td>353</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 36, 38, 39, 40]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 39]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>1249</td>\n",
       "      <td>355</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 39, 41, 42, 43, 44, 45]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>1249</td>\n",
       "      <td>373</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>1249</td>\n",
       "      <td>375</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>1252</td>\n",
       "      <td>609</td>\n",
       "      <td>[1, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>1258</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 49]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 48]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>1259</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 34, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>1262</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>1262</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 33, 35, 37, 38, 39, 40, 41, 42]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 33, 35, 36, 37, 38, 39, 40, 41]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>1269</td>\n",
       "      <td>225</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 25, 27, 27, 29, 30, 31, 31, 33, 34, 35, 36, 37, 37, 39, 39, 41, 42, 43, 44, 45, 46, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 24, 26, 26, 28, 29, 30, 30, 32, 33, 34, 35, 36, 36, 38, 38, 40, 41, 42, 43, 44, 45, 46, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>1272</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 29, 29, 29, 29, 29, 29, 29, 29, 29, 39, 39, 39, 42, 42, 45, 45, 47, 47, 49, 49, 49, 49, 49]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 22, 24, 25, 26, 27, 28, 29, 29, 29, 29, 29, 29, 29, 29, 29, 29, 39, 39, 39, 42, 42, 44, 44, 46, 46, 48, 48, 48, 48, 48]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1283</td>\n",
       "      <td>225</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 45, 47, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 46, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1284</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 25, 28, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 61, 64, 65, 65, 67, 67, 69, 69, 69, 72, 72, 74, 75, 75, 77, 77, 79, 79]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 25, 28, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 48, 48, 50, 50, 52, 52, 54, 54, 56, 56, 58, 58, 60, 60, 60, 63, 64, 64, 66, 66, 68, 68, 68, 71, 71, 73, 74, 74, 76, 76, 78, 78]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1288</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 40, 42, 43, 44, 45, 46, 47, 48, 49]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1296</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 16, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 27, 30, 31, 31, 31, 34, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 45, 45, 47, 47, 47, 50, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 77]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 16, 18, 19, 20, 21, 21, 23, 23, 23, 26, 27, 27, 27, 30, 31, 31, 31, 34, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 45, 45, 47, 47, 47, 50, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 59, 62, 63, 63, 65, 65, 67, 68, 68, 70, 70, 72, 72, 74, 74, 76, 76, 76]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1297</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 75, 75, 75, 75, 80, 81, 82, 83, 84, 84, 84, 84, 84, 89, 89, 89, 92, 93, 93, 95, 96, 97, 98, 99, 100, 101, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 60, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 74, 74, 74, 74, 79, 80, 81, 82, 83, 83, 83, 83, 83, 88, 88, 88, 91, 92, 92, 94, 95, 96, 97, 98, 99, 100, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>1297</td>\n",
       "      <td>5</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 32, 34, 35, 36, 37, 37, 39, 40, 40, 40, 43, 44, 45, 46, 47, 48, 48, 50, 51, 52, 53, 53, 53, 53, 57, 58, 58, 60, 61, 62, 63, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 88]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 32, 34, 35, 36, 37, 37, 39, 40, 40, 40, 43, 44, 45, 46, 47, 48, 48, 50, 51, 52, 53, 53, 53, 53, 57, 58, 58, 60, 61, 62, 63, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 87]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>1297</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 51, 51, 55, 55, 55, 58, 59, 59, 61, 61, 61, 64, 65, 65, 67, 67, 67, 70, 71, 71, 73, 73, 75, 75, 75, 78, 79, 79, 81, 81, 81, 81, 81, 81, 81, 88, 89, 90, 90, 90]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 40, 40, 42, 42, 44, 44, 46, 46, 48, 48, 50, 50, 50, 50, 54, 54, 54, 57, 58, 58, 60, 60, 60, 63, 64, 64, 66, 66, 66, 69, 70, 70, 72, 72, 74, 74, 74, 77, 78, 78, 80, 80, 80, 80, 80, 80, 80, 87, 88, 89, 89, 89]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>1298</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 38, 38, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 49, 51, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 78, 80, 80, 82, 83, 83, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 37, 39, 40, 40, 42, 43, 44, 45, 46, 47, 48, 48, 50, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 77, 79, 79, 81, 82, 82, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>1299</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 44, 45, 46, 47, 48, 49, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 91]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 44, 45, 46, 47, 48, 49, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 79, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 90]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>1300</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 45, 47, 48, 49, 50, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 46, 47, 48, 49, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>1301</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 12, 12, 16, 16, 18, 19, 19, 21, 22, 23, 24, 24, 26, 27, 28, 29, 29, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 39, 42, 43, 43, 45, 45, 45, 48, 49, 49, 51, 51, 53, 55, 55, 55, 55, 59, 60, 60, 60, 63, 63, 65, 65, 65, 65, 65, 65, 65, 72, 73, 74, 75, 76, 77, 77, 79, 79, 79, 82, 83, 83, 85, 85, 85, 88, 89, 89, 91, 91, 93, 93, 95, 95, 97, 97, 99, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 12, 12, 16, 16, 18, 19, 19, 21, 22, 23, 24, 24, 26, 27, 28, 29, 29, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 39, 42, 43, 43, 45, 45, 45, 48, 49, 49, 51, 51, 53, 54, 54, 54, 54, 58, 59, 59, 59, 62, 62, 64, 64, 64, 64, 64, 64, 64, 71, 72, 73, 74, 75, 76, 76, 78, 78, 78, 81, 82, 82, 84, 84, 84, 87, 88, 88, 90, 90, 92, 92, 94, 94, 96, 96, 98, 98, 98, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1301</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 27, 30, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 63, 66, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 75, 78, 79, 81, 81, 81, 81, 85, 86, 86, 88, 88, 90, 91, 91, 93, 93, 93, 96, 96, 98, 99, 99, 99, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 27, 30, 31, 31, 33, 33, 33, 36, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 51, 51, 53, 53, 55, 55, 57, 57, 59, 59, 61, 61, 63, 63, 63, 66, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 75, 78, 79, 80, 80, 80, 80, 84, 85, 85, 87, 87, 89, 90, 90, 92, 92, 92, 95, 95, 97, 98, 98, 98, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>1301</td>\n",
       "      <td>5</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 13, 13, 18, 18, 20, 21, 21, 21, 24, 25, 26, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 47, 47, 47, 52, 53, 53, 55, 55, 55, 58, 59, 59, 59, 62, 63, 63, 63, 66, 67, 67, 70, 71, 71, 71, 74, 75, 75, 77, 77, 79, 79, 79, 79, 83, 84, 85, 85, 85, 88, 89, 89, 89, 92, 93, 93, 93, 96, 97, 97, 99, 100]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 13, 13, 13, 18, 18, 20, 21, 21, 21, 24, 25, 26, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 47, 47, 47, 52, 53, 53, 55, 55, 55, 58, 59, 59, 59, 62, 63, 63, 63, 66, 67, 67, 69, 70, 70, 70, 73, 74, 74, 76, 76, 78, 78, 78, 78, 82, 83, 84, 84, 84, 87, 88, 88, 88, 91, 92, 92, 92, 95, 96, 96, 98, 99]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>1301</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 35, 38, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 49, 49, 49, 54, 54, 54, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 83, 86, 87, 87, 87, 87, 91, 91, 91, 94, 95, 95, 97, 97, 97, 97, ...]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 21, 24, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 35, 38, 39, 39, 41, 41, 43, 43, 45, 45, 47, 47, 49, 49, 49, 49, 49, 54, 54, 54, 57, 57, 59, 59, 61, 61, 63, 63, 65, 65, 67, 67, 69, 69, 71, 71, 73, 73, 75, 75, 77, 77, 79, 79, 81, 81, 83, 83, 83, 86, 87, 87, 87, 87, 91, 91, 91, 94, 95, 95, 97, 97, 97, 97, ...]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1302</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>1304</td>\n",
       "      <td>13</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 44, 46, 47, 48, 49, 50, 50, 52, 53, 53, 55, 56, 57]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 49, 49, 51, 52, 52, 54, 55, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>1304</td>\n",
       "      <td>15</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 58, 58]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 57, 57]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>1304</td>\n",
       "      <td>29</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 38, 40, 40, 42, 43, 43, 43, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 38, 40, 40, 42, 43, 43, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>1304</td>\n",
       "      <td>31</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 54, 56, 57, 58, 59, 59, 61, 62, 63, 64, 65, 65]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 53, 55, 56, 57, 58, 58, 60, 61, 62, 63, 64, 64]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>1304</td>\n",
       "      <td>33</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>1323</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>1328</td>\n",
       "      <td>233</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>1329</td>\n",
       "      <td>235</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 40, 41, 41, 43]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 39, 40, 40, 42]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>1329</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 39, 40, 40, 42, 43, 44, 44, 46, 46, 48, 48, 48]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 39, 41, 42, 43, 43, 45, 45, 47, 47, 47]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1347</td>\n",
       "      <td>439</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>1354</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 44, 46, 46, 46, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 45, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1355</td>\n",
       "      <td>3</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 45, 48, 49, 49, 51, 51, 53, 53, 55, 57, 57, 59, 59, 61, 62]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 43, 43, 45, 45, 45, 48, 49, 49, 51, 51, 53, 53, 55, 56, 56, 58, 58, 60, 61]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>1356</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 37, 38, 39, 40, 40, 42, 43, 44, 45, 45, 45, 48, 49, 50, 51, 52, 52, 52, 55, 56, 57, 57, 59, 60, 60, 62, 63, 63, 63, 66, 67, 67, 69, 69, 71, 72, 73, 74, 75, 76, 77, 78, 78, 80, 81, 82, 83, 84, 85, 86, 87, 88]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 38, 40, 41, 42, 43, 43, 43, 46, 47, 48, 49, 50, 50, 50, 53, 54, 55, 55, 57, 58, 58, 60, 61, 61, 61, 64, 65, 65, 67, 67, 69, 70, 71, 72, 73, 74, 75, 76, 76, 78, 79, 80, 81, 82, 83, 84, 85, 86]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>1357</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 33, 35, 36, 37, 38, 39, 40, 41, 42, 42, 44, 44, 46, 47, 47, 49, 50, 51, 52, 53, 54, 54, 56, 57, 58, 59, 60, 61, 62, 63, 64, 64, 66, 67, 68]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 43, 45, 46, 46, 48, 49, 50, 51, 52, 53, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 63, 65, 66, 67]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>1358</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>1359</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 36, 39, 40, 41, 41, 41, 41, 45, 46, 47, 47, 49, 50, 50, 52, 53, 54, 55, 56, 57, 58]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 39, 39, 39, 39, 43, 44, 45, 45, 47, 48, 48, 50, 51, 52, 53, 54, 55, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>1361</td>\n",
       "      <td>1</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>1361</td>\n",
       "      <td>5</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>1361</td>\n",
       "      <td>7</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 12, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 44, 44, 44, 44, 50, 51, 52, 53, 53]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 12, 12, 15, 16, 17, 18, 19, 20, 21, 21, 23, 23, 25, 25, 27, 27, 29, 29, 31, 31, 33, 33, 35, 35, 37, 37, 39, 39, 41, 41, 41, 44, 44, 44, 44, 44, 49, 50, 51, 52, 52]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1365</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 45, 47, 48, 48, 50]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 46, 48]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>1366</td>\n",
       "      <td>227</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 35, 37, 38, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 34, 36, 37, 37, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>1367</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 33, 35, 36, 37, 38, 39, 40, 41, 42, 43, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 66, 68, 69, 70, 71, 72, 73, 74]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 63, 65, 66, 67, 68, 69, 70, 71]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>1367</td>\n",
       "      <td>259</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 67, 68, 69, 70, 70, 72, 73, 74, 75, 75, 77]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 69, 71, 72, 73, 74, 74, 76]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>1371</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 15, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 39, 40, 40, 40, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 53, 55, 56]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 15, 15, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 38, 39, 39, 39, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 51, 53, 54]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>1372</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 28, 31, 32, 33, 34, 35, 36, 37, 37, 39, 39, 39, 42, 43, 43, 43, 43, 47, 50, 51, 52, 53, 54, 55]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 27, 30, 31, 32, 33, 34, 35, 36, 36, 38, 38, 38, 41, 42, 42, 42, 42, 46, 47, 48, 49, 50, 51, 52]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1375</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 50, 50, 50, 54, 55, 56, 57, 57, 59, 59, 61, 62, 63, 64]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 48, 48, 48, 52, 53, 54, 55, 55, 57, 57, 59, 60, 61, 62]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>1375</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 38, 38, 41, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 51, 53, 53, 53, 56, 56, 58, 59, 60, 61, 61, 63, 64, 66, 66, 68, 69, 70, 71]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 37, 37, 40, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 50, 52, 52, 52, 55, 55, 57, 58, 59, 60, 60, 62, 63, 64, 64, 66, 67, 68, 69]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>1377</td>\n",
       "      <td>239</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 43, 43, 46, 47, 48, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 59, 59, 59, 64, 64, 66, 67, 68, 69, 70, 71, 71, 71, 74, 74, 74, 77, 78, 80]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 42, 42, 45, 46, 47, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 58, 58, 58, 62, 62, 64, 65, 66, 67, 68, 69, 69, 69, 72, 72, 72, 75, 76, 77]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>1379</td>\n",
       "      <td>237</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>1381</td>\n",
       "      <td>225</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1392</td>\n",
       "      <td>353</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>1392</td>\n",
       "      <td>355</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 53, 54, 54, 56, 57, 58, 59, 60, 60, 62, 63, 64, 65, 66, 67, 67]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 23, 25, 26, 27, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 53, 55, 56, 57, 58, 59, 59, 61, 62, 63, 64, 65, 66, 66]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>1396</td>\n",
       "      <td>31</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 28, 30, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 55, 55, 58, 59, 60, 61]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 27, 29, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 54, 54, 57, 58, 59, 60]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>1396</td>\n",
       "      <td>33</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>1396</td>\n",
       "      <td>35</td>\n",
       "      <td>[1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 32, 34, 35, 36, 37, 38, 38, 40, 41, 42, 43, 44, 45, 45, 45, 48, 49, 50, 51, 52, 53, 53]</td>\n",
       "      <td>[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 31, 33, 34, 35, 36, 37, 37, 39, 40, 41, 42, 43, 44, 44, 44, 47, 48, 49, 50, 51, 52, 52]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def check_rank_consistency(df):\n",
    "    grouped = df.groupby(['event_id', 'd_cat'])\n",
    "\n",
    "    inconsistencies = []\n",
    "\n",
    "    for (event_id, d_cat), group in grouped:\n",
    "        # Sort the group by rank to ensure we're working with an ordered list of rankings\n",
    "        group = group.sort_values(by='rank').reset_index(drop=True)\n",
    "\n",
    "        expected_ranks = []\n",
    "        current_rank = 1\n",
    "        for i in range(len(group)):\n",
    "            if i > 0 and group.loc[i, 'rank'] == group.loc[i - 1, 'rank']:\n",
    "                # If the current rank is tied with the previous, continue using the same rank\n",
    "                expected_ranks.append(expected_ranks[-1])\n",
    "            else:\n",
    "                # If no tie, assign the current expected rank\n",
    "                expected_ranks.append(current_rank)\n",
    "            current_rank += 1\n",
    "\n",
    "        actual_ranks = group['rank'].tolist()\n",
    "\n",
    "        if actual_ranks != expected_ranks:\n",
    "            inconsistencies.append({\n",
    "                'event_id': event_id,\n",
    "                'd_cat': d_cat,\n",
    "                'actual_ranks': actual_ranks,\n",
    "                'expected_ranks': expected_ranks\n",
    "            })\n",
    "\n",
    "    inconsistent_df = pd.DataFrame(inconsistencies)\n",
    "\n",
    "    if not inconsistent_df.empty:\n",
    "        print(f\"{len(inconsistent_df)} rank inconsistencies found:\")\n",
    "        display_scrollable_dataframe(inconsistent_df, max_height=400)\n",
    "    else:\n",
    "        print(\"All rankings are consistent with the expected behavior.\")\n",
    "\n",
    "    return inconsistent_df\n",
    "\n",
    "rank_inconsistencies = check_rank_consistency(athlete_results)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 407 competitions with rankings that differ from the expected convention. I suspect this may be due to missing data in our athlete_results dataset. However this issue will not be a problem for our elo-mmr calculations, and so I will not modify these rankings.\n",
    "\n",
    "We can turn our attention to the number of participants. It is not much of a competition if there is only one person competing, and so we will remove any competitions with only one participant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "participant_counts = athlete_results.groupby(['event_id', 'd_cat']).size().reset_index(name='participant_count')\n",
    "\n",
    "valid_competitions = participant_counts[participant_counts['participant_count'] > 1]\n",
    "\n",
    "bins = np.linspace(0, 175, 175)\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.hist(participant_counts['participant_count'], bins=bins, color='blue', edgecolor='black')\n",
    "\n",
    "plt.xlabel('Number of Participants')\n",
    "plt.ylabel('Number of Competitions')\n",
    "plt.title('Histogram of the Number of Participants per Competition')\n",
    "\n",
    "plt.xscale('log')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can take a look at some comps with few participants. Many of these are paraclimbing comps - perhaps some paraclimbing athletes do in fact have a null paraclimbing_sport_class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>event_id</th>\n",
       "      <th>event_location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5198</th>\n",
       "      <td>1360</td>\n",
       "      <td>Prague</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      event_id event_location\n",
       "5198      1360         Prague"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "few_participants = valid_competitions[valid_competitions['participant_count'] < 3]\n",
    "# Find the event_location for event_ids in few_participants1360\n",
    "event_locations = athlete_results[athlete_results['event_id'].isin([1360])][['event_id', 'event_location']].drop_duplicates()\n",
    "#event_locations = athlete_results[athlete_results['event_id'].isin(few_participants['event_id'])][['event_id', 'event_location']].drop_duplicates()\n",
    "event_locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove competitions with only one participant\n",
    "athlete_results = pd.merge(\n",
    "    athlete_results, \n",
    "    valid_competitions[['event_id', 'd_cat']], \n",
    "    on=['event_id', 'd_cat'], \n",
    "    how='inner'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We are left with 2887 competitions.\n"
     ]
    }
   ],
   "source": [
    "print(f\"We are left with {len(athlete_results.groupby(['event_id', 'd_cat']).size())} competitions.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating Elo-MMR over time\n",
    "\n",
    "**What is Elo-MMR and why did I choose it?**\n",
    "\n",
    "Elo-MMR is a Baysean rating system for contests with many participants introduced in a [paper](https://github.com/EbTech/Elo-MMR/blob/master/paper/EloMMR.pdf) by Aram Ebtekar and Paul Liu in 2021. They prove that Elo-MMR has the nice property of being *incentive-compatible*: this means that a player seeking to maximize their rating will never want to underperform. From the readme on their [github](https://github.com/EbTech/Elo-MMR/blob/master/README.md) they claim:\n",
    "\n",
    "> Rating systems estimate the skills of players who participate in a common activity. The Elo-MMR algorithm was designed for activities in which moderate to large numbers of players are ranked at competitive events, and results cannot be standardized across different events for any of the following reasons:\n",
    ">\n",
    "> - Each event features novel challenges, such as in obstacle course races, rock climbing, and academic olympiads.\n",
    ">\n",
    "> - The contestants are evaluated relative to others at the same event, perhaps by a panel of judges with some degree of subjectivity, as in competitive ballroom, figure skating, and gymnastics.\n",
    ">\n",
    "> - The contestants interact heavily with others at the same event, as in most board games.\n",
    "\n",
    "Indeed, rock climbing is a sport where each competition features novel challenges due to the seemingly endless repertoire of movements available to routesetters. Combined with the variable number of participants, Elo-MMR is good choice for a rating system.\n",
    "\n",
    "now that we have cleaned and validated our data, it's time to calculate elo-mmr ratings of our athletes. We will use this [python binding](https://github.com/aropan/Elo-MMR-Py) for the elo-mmr package.\n",
    "\n",
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 1: Function to reformat ranks for Elo-MMR\n",
    "def reformat_ranks(group):\n",
    "    # Sort by rank within each competition (event_id, d_cat)\n",
    "    group = group.sort_values(by='rank').reset_index(drop=True)\n",
    "    \n",
    "    # Reformat ranks to be 0-based, and handle ties\n",
    "    reformatted_ranks = []\n",
    "    current_rank = 0\n",
    "    \n",
    "    i = 0\n",
    "    while i < len(group):\n",
    "        tied_ranks = [current_rank]  # Start with the current rank\n",
    "        j = i + 1\n",
    "        while j < len(group) and group.loc[i, 'rank'] == group.loc[j, 'rank']:\n",
    "            tied_ranks.append(current_rank)\n",
    "            j += 1\n",
    "        # Assign the same rank to all tied participants\n",
    "        for _ in range(i, j):\n",
    "            reformatted_ranks.append((tied_ranks[0], tied_ranks[-1]))\n",
    "        current_rank += len(tied_ranks)  # Update rank for next group\n",
    "        i = j\n",
    "        \n",
    "\n",
    "    # Update the DataFrame with reformatted ranks\n",
    "    group['reformatted_rank'] = reformatted_ranks\n",
    "    # Mejdi check\n",
    "    # if 11675 in group['athlete_id'].values:\n",
    "    #     print(group[group['athlete_id'] == 11675][['reformatted_rank', 'date', 'rank']])\n",
    "    group = group.sort_values(by='reformatted_rank').reset_index(drop=True)\n",
    "    return group\n",
    "\n",
    "# Step 2: Function to create contests from the athlete_results_df\n",
    "def create_contests(df, discipline_filter):\n",
    "    contests = []\n",
    "    contest_metadata = []  # Store event_id and date associated with each contest\n",
    "    \n",
    "    # Filter by discipline\n",
    "    df = df[df['discipline'] == discipline_filter]\n",
    "    df = df.sort_values(by='date')\n",
    "\n",
    "    # Group by event_id, d_cat (competition) and sort by date (event order)\n",
    "    competitions = df.groupby(['event_id', 'd_cat'])\n",
    "    # sort by date\n",
    "    #competitions = competitions.apply(lambda x: x.sort_values(by='date'))\n",
    "    #print(competitions)\n",
    "\n",
    "    for (event_id, d_cat), group in competitions:\n",
    "        group = reformat_ranks(group)\n",
    "        \n",
    "        # Create contest standings: (athlete_id, min_rank, max_rank)\n",
    "        standings = [(str(row['athlete_id']), row['reformatted_rank'][0], row['reformatted_rank'][1]) \n",
    "                     for _, row in group.iterrows()]\n",
    "        \n",
    "        # Get event_id and date for each contest\n",
    "        contest_date = group['date'].iloc[0]  # All rows in the group have the same date\n",
    "        \n",
    "        # Create contest and append metadata\n",
    "        contests.append(Contest(standings=standings))\n",
    "        contest_metadata.append({'event_id': event_id, 'date': contest_date, 'discipline': discipline_filter})\n",
    "    \n",
    "    return contests, contest_metadata\n",
    "\n",
    "\n",
    "# Step 3: Main function to calculate Elo-MMR for Boulder and Lead\n",
    "def calculate_elo_mmr(df):\n",
    "    \n",
    "    # Create separate contests for boulder and lead\n",
    "    boulder_contests, boulder_metadata = create_contests(df, discipline_filter='boulder')\n",
    "    lead_contests, lead_metadata = create_contests(df, discipline_filter='lead')\n",
    "\n",
    "    # Calculate Elo-MMR for each discipline\n",
    "    boulder_ratings = rate(boulder_contests)\n",
    "    lead_ratings = rate(lead_contests)\n",
    "\n",
    "    return boulder_ratings, boulder_metadata, lead_ratings, lead_metadata\n",
    "\n",
    "\n",
    "# Step 4: Function to format Elo-MMR results into a readable form\n",
    "def format_elo_results(ratings, metadata):\n",
    "    elo_data = defaultdict(list)\n",
    "    \n",
    "    for athlete_id, player in ratings.items():\n",
    "        for event in player.events:\n",
    "            # Add event_id and date from the contest metadata\n",
    "            event_metadata = metadata[event.contest_index]\n",
    "            elo_data[athlete_id].append({\n",
    "                'event_id': event_metadata['event_id'],\n",
    "                'date': event_metadata['date'],\n",
    "                'rating_mu': event.rating_mu,\n",
    "                'rating_sig': event.rating_sig,\n",
    "                'perf_score': event.perf_score,\n",
    "                'place': event.place\n",
    "            })\n",
    "    \n",
    "    return elo_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Main Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 5: Putting everything together\n",
    "def run_elo_mmr_pipeline(athlete_results_df):\n",
    "    # Step 3: Calculate Elo ratings\n",
    "    boulder_ratings, boulder_metadata, lead_ratings, lead_metadata = calculate_elo_mmr(athlete_results_df)\n",
    "\n",
    "    # Step 4: Format the results\n",
    "    boulder_elo_results = format_elo_results(boulder_ratings, boulder_metadata)\n",
    "    lead_elo_results = format_elo_results(lead_ratings, lead_metadata)\n",
    "\n",
    "    # Return the results for further use\n",
    "    return boulder_elo_results, lead_elo_results\n",
    "\n",
    "boulder_elo_results, lead_elo_results = run_elo_mmr_pipeline(athlete_results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Process data and save as CSV\n",
    "We will add athlete names and countries to our elo data and save as a csv."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to format Elo results for a given discipline\n",
    "def prepare_elo_data(elo_results, discipline, athlete_info_df):\n",
    "    elo_data = []\n",
    "    \n",
    "    for athlete_id, events in elo_results.items():\n",
    "        for event in events:\n",
    "            # Merge with athlete_info to get name and country\n",
    "            athlete_info = athlete_info_df[athlete_info_df['athlete_id'] == int(athlete_id)]\n",
    "            if not athlete_info.empty:\n",
    "                athlete_name = f\"{athlete_info.iloc[0]['firstname']} {athlete_info.iloc[0]['lastname']}\"\n",
    "                country = athlete_info.iloc[0]['country']\n",
    "                gender = athlete_info.iloc[0]['gender']\n",
    "            else:\n",
    "                athlete_name = 'Unknown'\n",
    "                country = 'Unknown'\n",
    "\n",
    "            # Add a row for each Elo event\n",
    "            elo_data.append({\n",
    "                'athlete_id': athlete_id,\n",
    "                'athlete_name': athlete_name,\n",
    "                'gender': gender,\n",
    "                'country': country,\n",
    "                'discipline': discipline,\n",
    "                'date': event['date'],\n",
    "                'elo_rating': event['rating_mu'],\n",
    "                'rating_sigma': event['rating_sig'],\n",
    "                'performance_score': event['perf_score'],\n",
    "                'place': event['place'],\n",
    "                'event_id': event['event_id']\n",
    "            })\n",
    "    \n",
    "    return pd.DataFrame(elo_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "boulder_elo_df = prepare_elo_data(boulder_elo_results, 'boulder', able_bodied)\n",
    "lead_elo_df = prepare_elo_data(lead_elo_results, 'lead', able_bodied)\n",
    "\n",
    "# Combine boulder and lead results into a single DataFrame\n",
    "combined_elo_df = pd.concat([boulder_elo_df, lead_elo_df], ignore_index=True)\n",
    "combined_elo_df.to_csv('d3-viz/elo_ratings_over_time.csv', index=False)"
   ]
  }
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