election_notes/s16.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Season 16 Election Notes\n",
    "\n",
    ">**FORBIDDEN KNOWLEDGE WARNING**\n",
    ">\n",
    ">This document contains some information that is not currently present on the main site and may be considered spoilers.\n",
    ">Continue at your own discretion. Some information in this document cannot be shared on the Discord without spoiler tags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "%matplotlib inline\n",
    "from blaseball_mike.models import *\n",
    "import plotly.express as plot\n",
    "import plotly.io as _pio\n",
    "import plotly.subplots as subplot\n",
    "from IPython.display import display, Markdown\n",
    "\n",
    "import os\n",
    "import sys\n",
    "pdir = os.path.abspath(os.path.join(os.path.dirname(''), os.path.pardir))\n",
    "sys.path.append(pdir)\n",
    "from display import *\n",
    "from blessings import *\n",
    "sys.path.remove(pdir)\n",
    "\n",
    "_pio.renderers.default = \"notebook_connected\"\n",
    "\n",
    "pies = Team.load_by_name(\"Philly Pies\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "**Last Updated Season 16, Day 77**"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim = SimulationData.load()\n",
    "display(Markdown(f\"**Last Updated Season {sim.season}, Day {sim.day}**\"))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Decrees\n",
    "\n",
    "Decrees are chosen by majority votes across all teams. `1` decree will pass this season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All this season's decrees specify the rates at which players and teams earn Item Crates, which will provide additional\n",
    "items."
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Goodie Bags\n",
    "\n",
    "**Anytime a Player accumulates 400 Runs (scoring as a baserunner or allowing as a pitcher), they'll earn an Item Crate for a random active Player on their Team.**\n",
    "\n",
    "See below for the Seasons per Crate analysis for each of our players based on Season 15."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "                 Seasons per Crate\nEduardo Woodman           5.882353\nBeasley Day               5.970149\nHuber Frumple             4.301075\nJ-x-n B-ck--y             6.060606\nLang Richardson           8.695652\nYusef Puddles            17.391304\nUsurper Violet            9.302326",
      "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>Seasons per Crate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>5.882353</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>5.970149</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.301075</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.060606</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>8.695652</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>17.391304</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>9.302326</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lineup_crates = {}\n",
    "for player in pies.lineup:\n",
    "    stats = reference.get_stats(type_=\"season\", group=\"hitting\", fields=[\"runs\"], season=15, player_id=player.id)\n",
    "    runs = stats[0][\"splits\"][0][\"stat\"][\"runs\"]\n",
    "    lineup_crates[player.name] = 400/runs\n",
    "pandas.DataFrame(lineup_crates.values(), index=lineup_crates.keys(), columns=[\"Seasons per Crate\"])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "                  Seasons per Crate\nHenry Marshallow           7.843137\nRuslan Greatness           5.738881\nZack Sanders               4.624277",
      "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>Seasons per Crate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>7.843137</td>\n    </tr>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>5.738881</td>\n    </tr>\n    <tr>\n      <th>Zack Sanders</th>\n      <td>4.624277</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lineup_crates = {}\n",
    "for player in pies.rotation:\n",
    "    stats = reference.get_stats(type_=\"season\", group=\"pitching\", fields=[\"runs_allowed\"], season=15, player_id=player.id)\n",
    "    runs = stats[0][\"splits\"]\n",
    "    if len(runs) < 1:\n",
    "        continue\n",
    "    runs = runs[0][\"stat\"][\"runs_allowed\"]\n",
    "    lineup_crates[player.name] = 400/runs\n",
    "pandas.DataFrame(lineup_crates.values(), index=lineup_crates.keys(), columns=[\"Seasons per Crate\"])\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Gift Baskets\n",
    "\n",
    "**Anytime a Division accumulates 99 Wins, each Team in that Division will receive an Item Crate for a random active Player on their Team.**\n",
    "\n",
    "See below for the Crate per Season analysis for each division based on Season 15."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "           Crates per Season\nWild High           2.878788\nWild Low            3.060606\nMild High           2.747475\nMild Low            3.323232",
      "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>Crates per Season</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Wild High</th>\n      <td>2.878788</td>\n    </tr>\n    <tr>\n      <th>Wild Low</th>\n      <td>3.060606</td>\n    </tr>\n    <tr>\n      <th>Mild High</th>\n      <td>2.747475</td>\n    </tr>\n    <tr>\n      <th>Mild Low</th>\n      <td>3.323232</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "division_crates = {}\n",
    "standings = Season.load(15).standings\n",
    "divisions = []\n",
    "for subleague in League.load().subleagues.values():\n",
    "    divisions.extend(subleague.divisions.values())\n",
    "for division in divisions:\n",
    "    team_ids = [x.id for x in division.teams.values()]\n",
    "    division_wins = sum([wins for team, wins in standings.wins.items() if team in team_ids])\n",
    "    division_crates[division.name] = division_wins/99\n",
    "pandas.DataFrame(division_crates.values(), index=division_crates.keys(), columns=[\"Crates per Season\"])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Community Chest\n",
    "\n",
    "**Anytime 3000 Runs are accumulated league-wide, every Team will receive an Item Crate for a random active Player on their Team.**\n",
    "\n",
    "See below for the Crate per Season analysis for the league based on Season 15."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The League will produce 3.1297999999999995 Crates per Season\n"
     ]
    }
   ],
   "source": [
    "all_runs = sum(standings.runs.values())\n",
    "print(f\"The League will produce {all_runs/3000} Crates per Season\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "## Wills\n",
    "\n",
    "Will are selected for each team by raffle. Each team will draw `2` random wills. The bottom 4 teams in the league by\n",
    "standings will draw `3`. The chosen wills are random, but wills with more votes are more likely to be selected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plunder\n",
    "**Steal a Player from the Idols board. Send a random Player from your Team back.**\n",
    "\n",
    "Due to the random nature of the target on our team, this tests the best case (swapping the Best Player on the Idol Board\n",
    "for a position with our worst player in that position) and the worst case (swapping the Best Player on the Idol Board\n",
    "for a position with our best player in that position).\n",
    "\n",
    "**Best Case Swap:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Batting: Swap Valentine Games for Yusef Puddles"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                         Pies\nbatting_change      +12.7525%\npitching_change      +0.0000%\nbaserunning_change   +7.8614%\ndefense_change       -2.0998%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+12.7525%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+7.8614%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>-2.0998%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idols = [x.player for x in Idol.load().values() if x.player.league_team_id != pies]\n",
    "\n",
    "idols.sort(key=lambda x: x.batting_rating, reverse=True)\n",
    "best_batting_idol = idols[0]\n",
    "idols.sort(key=lambda x: x.pitching_rating, reverse=True)\n",
    "best_pitching_idol = idols[0]\n",
    "\n",
    "worst_batter = sort_lineup(pies, 1)[0]\n",
    "display(Markdown(f\"Batting: Swap {best_batting_idol.name} for {worst_batter.name}\"))\n",
    "\n",
    "pandas.DataFrame(trade_players(pies, worst_batter, best_batting_idol))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Pitching: Swap Pitching Machine for Zack Sanders"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                         Pies\nbatting_change       +0.0000%\npitching_change     +14.8079%\nbaserunning_change   +0.0000%\ndefense_change       +0.0000%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+14.8079%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+0.0000%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "worst_pitcher = sort_rotation(pies, 1)[0]\n",
    "display(Markdown(f\"Pitching: Swap {best_pitching_idol.name} for {worst_pitcher.name}\"))\n",
    "\n",
    "pandas.DataFrame(trade_players(pies, worst_pitcher, best_pitching_idol))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Worst Case Swap:**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Batting: Swap Valentine Games for J-x-n B-ck--y"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +0.0525%\npitching_change     +0.0000%\nbaserunning_change  +3.2516%\ndefense_change      -1.2209%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+0.0525%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+3.2516%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>-1.2209%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_batter = sort_lineup(pies, 1, order=\"best\")[0]\n",
    "display(Markdown(f\"Batting: Swap {best_batting_idol.name} for {best_batter.name}\"))\n",
    "\n",
    "pandas.DataFrame(trade_players(pies, best_batter, best_batting_idol))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Pitching: Swap Pitching Machine for Nerd Pacheco"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +0.0000%\npitching_change     +8.6706%\nbaserunning_change  +0.0000%\ndefense_change      +0.0000%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+8.6706%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+0.0000%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_pitcher = sort_rotation(pies, 1, order=\"best\")[0]\n",
    "display(Markdown(f\"Pitching: Swap {best_pitching_idol.name} for {best_pitcher.name}\"))\n",
    "\n",
    "pandas.DataFrame(trade_players(pies, best_pitcher, best_pitching_idol))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Equivalent Exchange\n",
    "**Swap a Player from a Team in the opposite Subleague with a Player from your Team. They must be within 2 combined stars of each other.**\n",
    "\n",
    "See below for the 10 best swap candidates for a particular player, sorted by highest stats in the applicable position."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "wild = Subleague.load(\"aabc11a1-81af-4036-9f18-229c759ca8a9\")\n",
    "all_wild = []\n",
    "for team in wild.teams.values():\n",
    "    all_wild.extend(team.lineup + team.rotation)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Eduardo Woodman"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nEduardo Woodman           4.0       2.0          3.5      3.5\nJessica Telephone         5.5       2.5          4.0      3.0\nJacob Haynes              5.5       3.0          2.0      1.5\nMath Velazquez            5.0       3.5          4.0      2.5\nComfort Septemberish      5.0       1.0          5.0      2.5\nBaby Triumphant           4.5       2.0          2.5      3.0\nScores Baserunner         4.5       1.5          3.0      4.0\nYusef Fenestrate          4.5       2.5          4.0      3.5\nAugust Sky                4.5       4.0          2.0      2.5\nDudley Mueller            4.5       2.5          3.0      4.0\nBauer Zimmerman           4.5       1.5          3.0      2.5\nAvila Guzman              4.5       1.0          5.0      4.0\nBrock Watson              4.5       3.0          4.0      4.0\nReese Clark               4.5       3.0          2.0      4.0\nGrollis Zephyr            4.5       3.0          3.5      2.5\nDenzel Scott              4.5       2.5          2.5      2.5\nPeanutiel Duffy           4.0       3.5          1.5      3.5\nFrancisca Sasquatch       4.0       2.5          4.0      3.0\nPaula Turnip              4.0       1.0          3.5      3.0\nLogan Horseman            4.0       2.0          4.5      3.0\nLance Serotonin           4.0       1.5          4.0      3.5",
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  }#T_0c852_row19_col7{\n            background-color:  #ce2827;\n            color:  #f1f1f1;\n            background-color:  #15904c;\n            color:  #000000;\n        }#T_0c852_row20_col2{\n            background-color:  #7fc866;\n            color:  #000000;\n        }#T_0c852_row20_col4{\n            background-color:  #f36b42;\n            color:  #000000;\n        }#T_0c852_row20_col6{\n            background-color:  #fdbb6c;\n            color:  #000000;\n        }#T_0c852_row20_col8{\n            background-color:  #feea9b;\n            color:  #000000;\n        }</style><table id=\"T_0c852_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_0c852_level0_row0\" class=\"row_heading level0 row0\" >Eduardo Woodman</th>\n                        <td id=\"T_0c852_row0_col0\" class=\"data row0 col0\" >0.833060</td>\n                        <td id=\"T_0c852_row0_col1\" class=\"data row0 col1\" >1.019391</td>\n                        <td id=\"T_0c852_row0_col2\" class=\"data row0 col2\" >0.846540</td>\n                        <td id=\"T_0c852_row0_col3\" class=\"data row0 col3\" >0.650666</td>\n                        <td id=\"T_0c852_row0_col4\" class=\"data row0 col4\" >0.575519</td>\n                        <td id=\"T_0c852_row0_col5\" class=\"data row0 col5\" >0.595517</td>\n                        <td id=\"T_0c852_row0_col6\" class=\"data row0 col6\" >0.574554</td>\n                        <td id=\"T_0c852_row0_col7\" class=\"data row0 col7\" >0.100000</td>\n                        <td id=\"T_0c852_row0_col8\" class=\"data row0 col8\" >0.705869</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row1\" class=\"row_heading level0 row1\" >Jessica Telephone</th>\n                        <td id=\"T_0c852_row1_col0\" class=\"data row1 col0\" >1.129590</td>\n                        <td id=\"T_0c852_row1_col1\" class=\"data row1 col1\" >1.113282</td>\n                        <td id=\"T_0c852_row1_col2\" class=\"data row1 col2\" >1.216455</td>\n                        <td id=\"T_0c852_row1_col3\" class=\"data row1 col3\" >1.326294</td>\n                        <td id=\"T_0c852_row1_col4\" class=\"data row1 col4\" >0.982475</td>\n                        <td id=\"T_0c852_row1_col5\" class=\"data row1 col5\" >0.215902</td>\n                        <td id=\"T_0c852_row1_col6\" class=\"data row1 col6\" >1.574396</td>\n                        <td id=\"T_0c852_row1_col7\" class=\"data row1 col7\" >0.100000</td>\n                        <td id=\"T_0c852_row1_col8\" class=\"data row1 col8\" >0.919039</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row2\" class=\"row_heading level0 row2\" >Jacob Haynes</th>\n                        <td id=\"T_0c852_row2_col0\" class=\"data row2 col0\" >1.066191</td>\n                        <td id=\"T_0c852_row2_col1\" class=\"data row2 col1\" >1.263815</td>\n                        <td id=\"T_0c852_row2_col2\" class=\"data row2 col2\" >0.942263</td>\n                        <td id=\"T_0c852_row2_col3\" class=\"data row2 col3\" >1.101913</td>\n                        <td id=\"T_0c852_row2_col4\" class=\"data row2 col4\" >1.219008</td>\n                        <td id=\"T_0c852_row2_col5\" class=\"data row2 col5\" >0.001000</td>\n                        <td id=\"T_0c852_row2_col6\" class=\"data row2 col6\" >0.396483</td>\n                        <td id=\"T_0c852_row2_col7\" class=\"data row2 col7\" >0.060000</td>\n                        <td id=\"T_0c852_row2_col8\" class=\"data row2 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row3\" class=\"row_heading level0 row3\" >Math Velazquez</th>\n                        <td id=\"T_0c852_row3_col0\" class=\"data row3 col0\" >0.981884</td>\n                        <td id=\"T_0c852_row3_col1\" class=\"data row3 col1\" >1.027667</td>\n                        <td id=\"T_0c852_row3_col2\" class=\"data row3 col2\" >1.067639</td>\n                        <td id=\"T_0c852_row3_col3\" class=\"data row3 col3\" >0.709586</td>\n                        <td id=\"T_0c852_row3_col4\" class=\"data row3 col4\" >1.146343</td>\n                        <td id=\"T_0c852_row3_col5\" class=\"data row3 col5\" >0.395484</td>\n                        <td id=\"T_0c852_row3_col6\" class=\"data row3 col6\" >0.622834</td>\n                        <td id=\"T_0c852_row3_col7\" class=\"data row3 col7\" >0.060000</td>\n                        <td id=\"T_0c852_row3_col8\" class=\"data row3 col8\" >0.682863</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row4\" class=\"row_heading level0 row4\" >Comfort Septemberish</th>\n                        <td id=\"T_0c852_row4_col0\" class=\"data row4 col0\" >0.978574</td>\n                        <td id=\"T_0c852_row4_col1\" class=\"data row4 col1\" >1.177996</td>\n                        <td id=\"T_0c852_row4_col2\" class=\"data row4 col2\" >1.187902</td>\n                        <td id=\"T_0c852_row4_col3\" class=\"data row4 col3\" >0.375357</td>\n                        <td id=\"T_0c852_row4_col4\" class=\"data row4 col4\" >0.767285</td>\n                        <td id=\"T_0c852_row4_col5\" class=\"data row4 col5\" >0.611622</td>\n                        <td id=\"T_0c852_row4_col6\" class=\"data row4 col6\" >1.105479</td>\n                        <td id=\"T_0c852_row4_col7\" class=\"data row4 col7\" >0.060000</td>\n                        <td id=\"T_0c852_row4_col8\" class=\"data row4 col8\" >0.832023</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row5\" class=\"row_heading level0 row5\" >Baby Triumphant</th>\n                        <td id=\"T_0c852_row5_col0\" class=\"data row5 col0\" >0.927529</td>\n                        <td id=\"T_0c852_row5_col1\" class=\"data row5 col1\" >0.939663</td>\n                        <td id=\"T_0c852_row5_col2\" class=\"data row5 col2\" >1.109047</td>\n                        <td id=\"T_0c852_row5_col3\" class=\"data row5 col3\" >0.626394</td>\n                        <td id=\"T_0c852_row5_col4\" class=\"data row5 col4\" >0.730501</td>\n                        <td id=\"T_0c852_row5_col5\" class=\"data row5 col5\" >0.001000</td>\n                        <td id=\"T_0c852_row5_col6\" class=\"data row5 col6\" >0.217618</td>\n                        <td id=\"T_0c852_row5_col7\" class=\"data row5 col7\" >0.047784</td>\n                        <td id=\"T_0c852_row5_col8\" class=\"data row5 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row6\" class=\"row_heading level0 row6\" >Scores Baserunner</th>\n                        <td id=\"T_0c852_row6_col0\" class=\"data row6 col0\" >0.919824</td>\n                        <td id=\"T_0c852_row6_col1\" class=\"data row6 col1\" >1.152613</td>\n                        <td id=\"T_0c852_row6_col2\" class=\"data row6 col2\" >0.934063</td>\n                        <td id=\"T_0c852_row6_col3\" class=\"data row6 col3\" >0.610101</td>\n                        <td id=\"T_0c852_row6_col4\" class=\"data row6 col4\" >0.478674</td>\n                        <td id=\"T_0c852_row6_col5\" class=\"data row6 col5\" >0.001000</td>\n                        <td id=\"T_0c852_row6_col6\" class=\"data row6 col6\" >0.426670</td>\n                        <td id=\"T_0c852_row6_col7\" class=\"data row6 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row6_col8\" class=\"data row6 col8\" >0.369985</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row7\" class=\"row_heading level0 row7\" >Yusef Fenestrate</th>\n                        <td id=\"T_0c852_row7_col0\" class=\"data row7 col0\" >0.917904</td>\n                        <td id=\"T_0c852_row7_col1\" class=\"data row7 col1\" >0.707016</td>\n                        <td id=\"T_0c852_row7_col2\" class=\"data row7 col2\" >1.167877</td>\n                        <td id=\"T_0c852_row7_col3\" class=\"data row7 col3\" >0.770614</td>\n                        <td id=\"T_0c852_row7_col4\" class=\"data row7 col4\" >1.241785</td>\n                        <td id=\"T_0c852_row7_col5\" class=\"data row7 col5\" >0.311063</td>\n                        <td id=\"T_0c852_row7_col6\" class=\"data row7 col6\" >1.179928</td>\n                        <td id=\"T_0c852_row7_col7\" class=\"data row7 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row7_col8\" class=\"data row7 col8\" >0.803840</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row8\" class=\"row_heading level0 row8\" >August Sky</th>\n                        <td id=\"T_0c852_row8_col0\" class=\"data row8 col0\" >0.896214</td>\n                        <td id=\"T_0c852_row8_col1\" class=\"data row8 col1\" >1.023915</td>\n                        <td id=\"T_0c852_row8_col2\" class=\"data row8 col2\" >0.872428</td>\n                        <td id=\"T_0c852_row8_col3\" class=\"data row8 col3\" >0.931996</td>\n                        <td id=\"T_0c852_row8_col4\" class=\"data row8 col4\" >0.703057</td>\n                        <td id=\"T_0c852_row8_col5\" class=\"data row8 col5\" >0.321205</td>\n                        <td id=\"T_0c852_row8_col6\" class=\"data row8 col6\" >0.386864</td>\n                        <td id=\"T_0c852_row8_col7\" class=\"data row8 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row8_col8\" class=\"data row8 col8\" >0.389760</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row9\" class=\"row_heading level0 row9\" >Dudley Mueller</th>\n                        <td id=\"T_0c852_row9_col0\" class=\"data row9 col0\" >0.889823</td>\n                        <td id=\"T_0c852_row9_col1\" class=\"data row9 col1\" >1.434186</td>\n                        <td id=\"T_0c852_row9_col2\" class=\"data row9 col2\" >0.605426</td>\n                        <td id=\"T_0c852_row9_col3\" class=\"data row9 col3\" >0.775583</td>\n                        <td id=\"T_0c852_row9_col4\" class=\"data row9 col4\" >0.813133</td>\n                        <td id=\"T_0c852_row9_col5\" class=\"data row9 col5\" >0.409998</td>\n                        <td id=\"T_0c852_row9_col6\" class=\"data row9 col6\" >0.809489</td>\n                        <td id=\"T_0c852_row9_col7\" class=\"data row9 col7\" >0.191011</td>\n                        <td id=\"T_0c852_row9_col8\" class=\"data row9 col8\" >1.459612</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row10\" class=\"row_heading level0 row10\" >Bauer Zimmerman</th>\n                        <td id=\"T_0c852_row10_col0\" class=\"data row10 col0\" >0.884063</td>\n                        <td id=\"T_0c852_row10_col1\" class=\"data row10 col1\" >0.963640</td>\n                        <td id=\"T_0c852_row10_col2\" class=\"data row10 col2\" >0.967942</td>\n                        <td id=\"T_0c852_row10_col3\" class=\"data row10 col3\" >0.413869</td>\n                        <td id=\"T_0c852_row10_col4\" class=\"data row10 col4\" >0.969917</td>\n                        <td id=\"T_0c852_row10_col5\" class=\"data row10 col5\" >0.426705</td>\n                        <td id=\"T_0c852_row10_col6\" class=\"data row10 col6\" >0.926229</td>\n                        <td id=\"T_0c852_row10_col7\" class=\"data row10 col7\" >0.100000</td>\n                        <td id=\"T_0c852_row10_col8\" class=\"data row10 col8\" >0.225597</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row11\" class=\"row_heading level0 row11\" >Avila Guzman</th>\n                        <td id=\"T_0c852_row11_col0\" class=\"data row11 col0\" >0.877579</td>\n                        <td id=\"T_0c852_row11_col1\" class=\"data row11 col1\" >0.473915</td>\n                        <td id=\"T_0c852_row11_col2\" class=\"data row11 col2\" >1.413259</td>\n                        <td id=\"T_0c852_row11_col3\" class=\"data row11 col3\" >1.078152</td>\n                        <td id=\"T_0c852_row11_col4\" class=\"data row11 col4\" >1.325349</td>\n                        <td id=\"T_0c852_row11_col5\" class=\"data row11 col5\" >0.205733</td>\n                        <td id=\"T_0c852_row11_col6\" class=\"data row11 col6\" >0.758002</td>\n                        <td id=\"T_0c852_row11_col7\" class=\"data row11 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row11_col8\" class=\"data row11 col8\" >0.764657</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row12\" class=\"row_heading level0 row12\" >Brock Watson</th>\n                        <td id=\"T_0c852_row12_col0\" class=\"data row12 col0\" >0.874652</td>\n                        <td id=\"T_0c852_row12_col1\" class=\"data row12 col1\" >0.503273</td>\n                        <td id=\"T_0c852_row12_col2\" class=\"data row12 col2\" >1.309383</td>\n                        <td id=\"T_0c852_row12_col3\" class=\"data row12 col3\" >1.178311</td>\n                        <td id=\"T_0c852_row12_col4\" class=\"data row12 col4\" >1.250319</td>\n                        <td id=\"T_0c852_row12_col5\" class=\"data row12 col5\" >0.216144</td>\n                        <td id=\"T_0c852_row12_col6\" class=\"data row12 col6\" >0.785394</td>\n                        <td id=\"T_0c852_row12_col7\" class=\"data row12 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row12_col8\" class=\"data row12 col8\" >1.081014</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row13\" class=\"row_heading level0 row13\" >Reese Clark</th>\n                        <td id=\"T_0c852_row13_col0\" class=\"data row13 col0\" >0.866074</td>\n                        <td id=\"T_0c852_row13_col1\" class=\"data row13 col1\" >0.897601</td>\n                        <td id=\"T_0c852_row13_col2\" class=\"data row13 col2\" >0.825922</td>\n                        <td id=\"T_0c852_row13_col3\" class=\"data row13 col3\" >0.776604</td>\n                        <td id=\"T_0c852_row13_col4\" class=\"data row13 col4\" >1.028210</td>\n                        <td id=\"T_0c852_row13_col5\" class=\"data row13 col5\" >0.358106</td>\n                        <td id=\"T_0c852_row13_col6\" class=\"data row13 col6\" >1.031754</td>\n                        <td id=\"T_0c852_row13_col7\" class=\"data row13 col7\" >0.060000</td>\n                        <td id=\"T_0c852_row13_col8\" class=\"data row13 col8\" >0.896331</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row14\" class=\"row_heading level0 row14\" >Grollis Zephyr</th>\n                        <td id=\"T_0c852_row14_col0\" class=\"data row14 col0\" >0.856640</td>\n                        <td id=\"T_0c852_row14_col1\" class=\"data row14 col1\" >0.943301</td>\n                        <td id=\"T_0c852_row14_col2\" class=\"data row14 col2\" >1.089719</td>\n                        <td id=\"T_0c852_row14_col3\" class=\"data row14 col3\" >0.432773</td>\n                        <td id=\"T_0c852_row14_col4\" class=\"data row14 col4\" >0.595033</td>\n                        <td id=\"T_0c852_row14_col5\" class=\"data row14 col5\" >0.687510</td>\n                        <td id=\"T_0c852_row14_col6\" class=\"data row14 col6\" >0.800121</td>\n                        <td id=\"T_0c852_row14_col7\" class=\"data row14 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row14_col8\" class=\"data row14 col8\" >0.324144</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row15\" class=\"row_heading level0 row15\" >Denzel Scott</th>\n                        <td id=\"T_0c852_row15_col0\" class=\"data row15 col0\" >0.850411</td>\n                        <td id=\"T_0c852_row15_col1\" class=\"data row15 col1\" >0.963515</td>\n                        <td id=\"T_0c852_row15_col2\" class=\"data row15 col2\" >0.849616</td>\n                        <td id=\"T_0c852_row15_col3\" class=\"data row15 col3\" >0.566107</td>\n                        <td id=\"T_0c852_row15_col4\" class=\"data row15 col4\" >0.627399</td>\n                        <td id=\"T_0c852_row15_col5\" class=\"data row15 col5\" >0.119743</td>\n                        <td id=\"T_0c852_row15_col6\" class=\"data row15 col6\" >0.673793</td>\n                        <td id=\"T_0c852_row15_col7\" class=\"data row15 col7\" >0.007747</td>\n                        <td id=\"T_0c852_row15_col8\" class=\"data row15 col8\" >0.949707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row16\" class=\"row_heading level0 row16\" >Peanutiel Duffy</th>\n                        <td id=\"T_0c852_row16_col0\" class=\"data row16 col0\" >0.841420</td>\n                        <td id=\"T_0c852_row16_col1\" class=\"data row16 col1\" >1.038584</td>\n                        <td id=\"T_0c852_row16_col2\" class=\"data row16 col2\" >0.738454</td>\n                        <td id=\"T_0c852_row16_col3\" class=\"data row16 col3\" >0.996131</td>\n                        <td id=\"T_0c852_row16_col4\" class=\"data row16 col4\" >0.670202</td>\n                        <td id=\"T_0c852_row16_col5\" class=\"data row16 col5\" >0.418180</td>\n                        <td id=\"T_0c852_row16_col6\" class=\"data row16 col6\" >0.343720</td>\n                        <td id=\"T_0c852_row16_col7\" class=\"data row16 col7\" >0.100000</td>\n                        <td id=\"T_0c852_row16_col8\" class=\"data row16 col8\" >0.240592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row17\" class=\"row_heading level0 row17\" >Francisca Sasquatch</th>\n                        <td id=\"T_0c852_row17_col0\" class=\"data row17 col0\" >0.840101</td>\n                        <td id=\"T_0c852_row17_col1\" class=\"data row17 col1\" >1.328295</td>\n                        <td id=\"T_0c852_row17_col2\" class=\"data row17 col2\" >0.582141</td>\n                        <td id=\"T_0c852_row17_col3\" class=\"data row17 col3\" >0.854700</td>\n                        <td id=\"T_0c852_row17_col4\" class=\"data row17 col4\" >0.407664</td>\n                        <td id=\"T_0c852_row17_col5\" class=\"data row17 col5\" >0.145847</td>\n                        <td id=\"T_0c852_row17_col6\" class=\"data row17 col6\" >1.146511</td>\n                        <td id=\"T_0c852_row17_col7\" class=\"data row17 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row17_col8\" class=\"data row17 col8\" >1.253584</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row18\" class=\"row_heading level0 row18\" >Paula Turnip</th>\n                        <td id=\"T_0c852_row18_col0\" class=\"data row18 col0\" >0.816815</td>\n                        <td id=\"T_0c852_row18_col1\" class=\"data row18 col1\" >0.766132</td>\n                        <td id=\"T_0c852_row18_col2\" class=\"data row18 col2\" >1.017299</td>\n                        <td id=\"T_0c852_row18_col3\" class=\"data row18 col3\" >0.583585</td>\n                        <td id=\"T_0c852_row18_col4\" class=\"data row18 col4\" >0.885149</td>\n                        <td id=\"T_0c852_row18_col5\" class=\"data row18 col5\" >0.544858</td>\n                        <td id=\"T_0c852_row18_col6\" class=\"data row18 col6\" >0.284335</td>\n                        <td id=\"T_0c852_row18_col7\" class=\"data row18 col7\" >0.100000</td>\n                        <td id=\"T_0c852_row18_col8\" class=\"data row18 col8\" >0.261251</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row19\" class=\"row_heading level0 row19\" >Logan Horseman</th>\n                        <td id=\"T_0c852_row19_col0\" class=\"data row19 col0\" >0.815407</td>\n                        <td id=\"T_0c852_row19_col1\" class=\"data row19 col1\" >1.129292</td>\n                        <td id=\"T_0c852_row19_col2\" class=\"data row19 col2\" >0.686340</td>\n                        <td id=\"T_0c852_row19_col3\" class=\"data row19 col3\" >0.372715</td>\n                        <td id=\"T_0c852_row19_col4\" class=\"data row19 col4\" >1.090192</td>\n                        <td id=\"T_0c852_row19_col5\" class=\"data row19 col5\" >0.569993</td>\n                        <td id=\"T_0c852_row19_col6\" class=\"data row19 col6\" >0.827252</td>\n                        <td id=\"T_0c852_row19_col7\" class=\"data row19 col7\" >0.126799</td>\n                        <td id=\"T_0c852_row19_col8\" class=\"data row19 col8\" >0.480255</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c852_level0_row20\" class=\"row_heading level0 row20\" >Lance Serotonin</th>\n                        <td id=\"T_0c852_row20_col0\" class=\"data row20 col0\" >0.814767</td>\n                        <td id=\"T_0c852_row20_col1\" class=\"data row20 col1\" >0.816505</td>\n                        <td id=\"T_0c852_row20_col2\" class=\"data row20 col2\" >1.140926</td>\n                        <td id=\"T_0c852_row20_col3\" class=\"data row20 col3\" >0.687202</td>\n                        <td id=\"T_0c852_row20_col4\" class=\"data row20 col4\" >0.298760</td>\n                        <td id=\"T_0c852_row20_col5\" class=\"data row20 col5\" >0.609836</td>\n                        <td id=\"T_0c852_row20_col6\" class=\"data row20 col6\" >0.490864</td>\n                        <td id=\"T_0c852_row20_col7\" class=\"data row20 col7\" >0.001000</td>\n                        <td id=\"T_0c852_row20_col8\" class=\"data row20 col8\" >0.645436</td>\n            </tr>\n    </tbody></table>"
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      "text/markdown": "####Beasley Day"
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      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nBeasley Day               4.5       3.0          3.5      3.0\nJessica Telephone         5.5       2.5          4.0      3.0\nBaby Doyle                5.5       2.5          3.0      4.5\nVessalius Sundae          5.5       3.0          4.0      3.0\nJacob Haynes              5.5       3.0          2.0      1.5\nMargarito Nava            5.0       3.5          4.0      2.5\nGerund Pantheocide        5.0       3.5          3.0      4.0\nMath Velazquez            5.0       3.5          4.0      2.5\nComfort Septemberish      5.0       1.0          5.0      2.5\nHiroto Cerna              5.0       4.0          4.0      3.0\nLenny Spruce              4.5       2.0          4.5      4.5\nBaby Triumphant           4.5       2.0          2.5      3.0\nScores Baserunner         4.5       1.5          3.0      4.0\nYusef Fenestrate          4.5       2.5          4.0      3.5\nSwamuel Mora              4.5       2.0          4.5      4.5\nAugust Sky                4.5       4.0          2.0      2.5\nDudley Mueller            4.5       2.5          3.0      4.0\nAvila Guzman              4.5       1.0          5.0      4.0\nBrock Watson              4.5       3.0          4.0      4.0\nReese Clark               4.5       3.0          2.0      4.0\nGrollis Zephyr            4.5       3.0          3.5      2.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Jessica Telephone</th>\n      <td>5.5</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Baby Doyle</th>\n      <td>5.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Vessalius Sundae</th>\n      <td>5.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Jacob Haynes</th>\n      <td>5.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Margarito Nava</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Gerund Pantheocide</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Math Velazquez</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Comfort Septemberish</th>\n      <td>5.0</td>\n      <td>1.0</td>\n      <td>5.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Hiroto Cerna</th>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lenny Spruce</th>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>4.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Baby Triumphant</th>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Scores Baserunner</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Yusef Fenestrate</th>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Swamuel Mora</th>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>4.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>August Sky</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Dudley Mueller</th>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Avila Guzman</th>\n      <td>4.5</td>\n      <td>1.0</td>\n      <td>5.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Brock Watson</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Reese Clark</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Grollis Zephyr</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>2.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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background-color:  #2da155;\n            color:  #000000;\n        }#T_33f6e_row18_col4{\n            background-color:  #4bb05c;\n            color:  #000000;\n        }#T_33f6e_row18_col6{\n            background-color:  #f5fbb2;\n            color:  #000000;\n        }#T_33f6e_row19_col0{\n            background-color:  #e2f397;\n            color:  #000000;\n        }#T_33f6e_row19_col5{\n            background-color:  #f8864f;\n            color:  #000000;\n            background-color:  #7fc866;\n            color:  #000000;\n        }#T_33f6e_row20_col0{\n            background-color:  #e3f399;\n            color:  #000000;\n        }#T_33f6e_row20_col3{\n            background-color:  #fca55d;\n            color:  #000000;\n        }#T_33f6e_row20_col4{\n            background-color:  #fede89;\n            color:  #000000;\n        }#T_33f6e_row20_col5{\n            background-color:  #fff2aa;\n            color:  #000000;\n            background-color:  #eff8aa;\n            color:  #000000;\n        }#T_33f6e_row20_col8{\n            background-color:  #f57748;\n            color:  #000000;\n        }</style><table id=\"T_33f6e_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_33f6e_level0_row0\" class=\"row_heading level0 row0\" >Beasley Day</th>\n                        <td id=\"T_33f6e_row0_col0\" class=\"data row0 col0\" >0.854906</td>\n                        <td id=\"T_33f6e_row0_col1\" class=\"data row0 col1\" >1.045160</td>\n                        <td id=\"T_33f6e_row0_col2\" class=\"data row0 col2\" >0.904890</td>\n                        <td id=\"T_33f6e_row0_col3\" class=\"data row0 col3\" >0.372953</td>\n                        <td id=\"T_33f6e_row0_col4\" class=\"data row0 col4\" >0.547377</td>\n                        <td id=\"T_33f6e_row0_col5\" class=\"data row0 col5\" >0.211371</td>\n                        <td id=\"T_33f6e_row0_col6\" class=\"data row0 col6\" >0.733784</td>\n                        <td id=\"T_33f6e_row0_col7\" class=\"data row0 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row0_col8\" class=\"data row0 col8\" >1.009991</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row1\" class=\"row_heading level0 row1\" >Jessica Telephone</th>\n                        <td id=\"T_33f6e_row1_col0\" class=\"data row1 col0\" >1.129590</td>\n                        <td id=\"T_33f6e_row1_col1\" class=\"data row1 col1\" >1.113282</td>\n                        <td id=\"T_33f6e_row1_col2\" class=\"data row1 col2\" >1.216455</td>\n                        <td id=\"T_33f6e_row1_col3\" class=\"data row1 col3\" >1.326294</td>\n                        <td id=\"T_33f6e_row1_col4\" class=\"data row1 col4\" >0.982475</td>\n                        <td id=\"T_33f6e_row1_col5\" class=\"data row1 col5\" >0.215902</td>\n                        <td id=\"T_33f6e_row1_col6\" class=\"data row1 col6\" >1.574396</td>\n                        <td id=\"T_33f6e_row1_col7\" class=\"data row1 col7\" >0.100000</td>\n                        <td id=\"T_33f6e_row1_col8\" class=\"data row1 col8\" >0.919039</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row2\" class=\"row_heading level0 row2\" >Baby Doyle</th>\n                        <td id=\"T_33f6e_row2_col0\" class=\"data row2 col0\" >1.124430</td>\n                        <td id=\"T_33f6e_row2_col1\" class=\"data row2 col1\" >1.354587</td>\n                        <td id=\"T_33f6e_row2_col2\" class=\"data row2 col2\" >1.063011</td>\n                        <td id=\"T_33f6e_row2_col3\" class=\"data row2 col3\" >1.403270</td>\n                        <td id=\"T_33f6e_row2_col4\" class=\"data row2 col4\" >0.680199</td>\n                        <td id=\"T_33f6e_row2_col5\" class=\"data row2 col5\" >0.211433</td>\n                        <td id=\"T_33f6e_row2_col6\" class=\"data row2 col6\" >1.286896</td>\n                        <td id=\"T_33f6e_row2_col7\" class=\"data row2 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row2_col8\" class=\"data row2 col8\" >1.341413</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row3\" class=\"row_heading level0 row3\" >Vessalius Sundae</th>\n                        <td id=\"T_33f6e_row3_col0\" class=\"data row3 col0\" >1.085161</td>\n                        <td id=\"T_33f6e_row3_col1\" class=\"data row3 col1\" >0.901458</td>\n                        <td id=\"T_33f6e_row3_col2\" class=\"data row3 col2\" >1.455532</td>\n                        <td id=\"T_33f6e_row3_col3\" class=\"data row3 col3\" >0.589826</td>\n                        <td id=\"T_33f6e_row3_col4\" class=\"data row3 col4\" >1.334141</td>\n                        <td id=\"T_33f6e_row3_col5\" class=\"data row3 col5\" >0.001000</td>\n                        <td id=\"T_33f6e_row3_col6\" class=\"data row3 col6\" >1.264359</td>\n                        <td id=\"T_33f6e_row3_col7\" class=\"data row3 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row3_col8\" class=\"data row3 col8\" >0.637839</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row4\" class=\"row_heading level0 row4\" >Jacob Haynes</th>\n                        <td id=\"T_33f6e_row4_col0\" class=\"data row4 col0\" >1.066191</td>\n                        <td id=\"T_33f6e_row4_col1\" class=\"data row4 col1\" >1.263815</td>\n                        <td id=\"T_33f6e_row4_col2\" class=\"data row4 col2\" >0.942263</td>\n                        <td id=\"T_33f6e_row4_col3\" class=\"data row4 col3\" >1.101913</td>\n                        <td id=\"T_33f6e_row4_col4\" class=\"data row4 col4\" >1.219008</td>\n                        <td id=\"T_33f6e_row4_col5\" class=\"data row4 col5\" >0.001000</td>\n                        <td id=\"T_33f6e_row4_col6\" class=\"data row4 col6\" >0.396483</td>\n                        <td id=\"T_33f6e_row4_col7\" class=\"data row4 col7\" >0.060000</td>\n                        <td id=\"T_33f6e_row4_col8\" class=\"data row4 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row5\" class=\"row_heading level0 row5\" >Margarito Nava</th>\n                        <td id=\"T_33f6e_row5_col0\" class=\"data row5 col0\" >1.039012</td>\n                        <td id=\"T_33f6e_row5_col1\" class=\"data row5 col1\" >0.828340</td>\n                        <td id=\"T_33f6e_row5_col2\" class=\"data row5 col2\" >1.284494</td>\n                        <td id=\"T_33f6e_row5_col3\" class=\"data row5 col3\" >1.284454</td>\n                        <td id=\"T_33f6e_row5_col4\" class=\"data row5 col4\" >1.444628</td>\n                        <td id=\"T_33f6e_row5_col5\" class=\"data row5 col5\" >0.482716</td>\n                        <td id=\"T_33f6e_row5_col6\" class=\"data row5 col6\" >1.171332</td>\n                        <td id=\"T_33f6e_row5_col7\" class=\"data row5 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row5_col8\" class=\"data row5 col8\" >0.826623</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row6\" class=\"row_heading level0 row6\" >Gerund Pantheocide</th>\n                        <td id=\"T_33f6e_row6_col0\" class=\"data row6 col0\" >1.027445</td>\n                        <td id=\"T_33f6e_row6_col1\" class=\"data row6 col1\" >1.300367</td>\n                        <td id=\"T_33f6e_row6_col2\" class=\"data row6 col2\" >1.034786</td>\n                        <td id=\"T_33f6e_row6_col3\" class=\"data row6 col3\" >0.893386</td>\n                        <td id=\"T_33f6e_row6_col4\" class=\"data row6 col4\" >0.575666</td>\n                        <td id=\"T_33f6e_row6_col5\" class=\"data row6 col5\" >0.270360</td>\n                        <td id=\"T_33f6e_row6_col6\" class=\"data row6 col6\" >0.571867</td>\n                        <td id=\"T_33f6e_row6_col7\" class=\"data row6 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row6_col8\" class=\"data row6 col8\" >0.289087</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row7\" class=\"row_heading level0 row7\" >Math Velazquez</th>\n                        <td id=\"T_33f6e_row7_col0\" class=\"data row7 col0\" >0.981884</td>\n                        <td id=\"T_33f6e_row7_col1\" class=\"data row7 col1\" >1.027667</td>\n                        <td id=\"T_33f6e_row7_col2\" class=\"data row7 col2\" >1.067639</td>\n                        <td id=\"T_33f6e_row7_col3\" class=\"data row7 col3\" >0.709586</td>\n                        <td id=\"T_33f6e_row7_col4\" class=\"data row7 col4\" >1.146343</td>\n                        <td id=\"T_33f6e_row7_col5\" class=\"data row7 col5\" >0.395484</td>\n                        <td id=\"T_33f6e_row7_col6\" class=\"data row7 col6\" >0.622834</td>\n                        <td id=\"T_33f6e_row7_col7\" class=\"data row7 col7\" >0.060000</td>\n                        <td id=\"T_33f6e_row7_col8\" class=\"data row7 col8\" >0.682863</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row8\" class=\"row_heading level0 row8\" >Comfort Septemberish</th>\n                        <td id=\"T_33f6e_row8_col0\" class=\"data row8 col0\" >0.978574</td>\n                        <td id=\"T_33f6e_row8_col1\" class=\"data row8 col1\" >1.177996</td>\n                        <td id=\"T_33f6e_row8_col2\" class=\"data row8 col2\" >1.187902</td>\n                        <td id=\"T_33f6e_row8_col3\" class=\"data row8 col3\" >0.375357</td>\n                        <td id=\"T_33f6e_row8_col4\" class=\"data row8 col4\" >0.767285</td>\n                        <td id=\"T_33f6e_row8_col5\" class=\"data row8 col5\" >0.611622</td>\n                        <td id=\"T_33f6e_row8_col6\" class=\"data row8 col6\" >1.105479</td>\n                        <td id=\"T_33f6e_row8_col7\" class=\"data row8 col7\" >0.060000</td>\n                        <td id=\"T_33f6e_row8_col8\" class=\"data row8 col8\" >0.832023</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row9\" class=\"row_heading level0 row9\" >Hiroto Cerna</th>\n                        <td id=\"T_33f6e_row9_col0\" class=\"data row9 col0\" >0.956233</td>\n                        <td id=\"T_33f6e_row9_col1\" class=\"data row9 col1\" >0.741791</td>\n                        <td id=\"T_33f6e_row9_col2\" class=\"data row9 col2\" >1.259347</td>\n                        <td id=\"T_33f6e_row9_col3\" class=\"data row9 col3\" >1.336983</td>\n                        <td id=\"T_33f6e_row9_col4\" class=\"data row9 col4\" >0.548480</td>\n                        <td id=\"T_33f6e_row9_col5\" class=\"data row9 col5\" >0.001000</td>\n                        <td id=\"T_33f6e_row9_col6\" class=\"data row9 col6\" >1.162512</td>\n                        <td id=\"T_33f6e_row9_col7\" class=\"data row9 col7\" >0.060000</td>\n                        <td id=\"T_33f6e_row9_col8\" class=\"data row9 col8\" >0.630008</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row10\" class=\"row_heading level0 row10\" >Lenny Spruce</th>\n                        <td id=\"T_33f6e_row10_col0\" class=\"data row10 col0\" >0.928510</td>\n                        <td id=\"T_33f6e_row10_col1\" class=\"data row10 col1\" >0.945429</td>\n                        <td id=\"T_33f6e_row10_col2\" class=\"data row10 col2\" >1.106799</td>\n                        <td id=\"T_33f6e_row10_col3\" class=\"data row10 col3\" >0.449458</td>\n                        <td id=\"T_33f6e_row10_col4\" class=\"data row10 col4\" >0.800851</td>\n                        <td id=\"T_33f6e_row10_col5\" class=\"data row10 col5\" >0.302169</td>\n                        <td id=\"T_33f6e_row10_col6\" class=\"data row10 col6\" >1.257667</td>\n                        <td id=\"T_33f6e_row10_col7\" class=\"data row10 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row10_col8\" class=\"data row10 col8\" >0.977118</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row11\" class=\"row_heading level0 row11\" >Baby Triumphant</th>\n                        <td id=\"T_33f6e_row11_col0\" class=\"data row11 col0\" >0.927529</td>\n                        <td id=\"T_33f6e_row11_col1\" class=\"data row11 col1\" >0.939663</td>\n                        <td id=\"T_33f6e_row11_col2\" class=\"data row11 col2\" >1.109047</td>\n                        <td id=\"T_33f6e_row11_col3\" class=\"data row11 col3\" >0.626394</td>\n                        <td id=\"T_33f6e_row11_col4\" class=\"data row11 col4\" >0.730501</td>\n                        <td id=\"T_33f6e_row11_col5\" class=\"data row11 col5\" >0.001000</td>\n                        <td id=\"T_33f6e_row11_col6\" class=\"data row11 col6\" >0.217618</td>\n                        <td id=\"T_33f6e_row11_col7\" class=\"data row11 col7\" >0.047784</td>\n                        <td id=\"T_33f6e_row11_col8\" class=\"data row11 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row12\" class=\"row_heading level0 row12\" >Scores Baserunner</th>\n                        <td id=\"T_33f6e_row12_col0\" class=\"data row12 col0\" >0.919824</td>\n                        <td id=\"T_33f6e_row12_col1\" class=\"data row12 col1\" >1.152613</td>\n                        <td id=\"T_33f6e_row12_col2\" class=\"data row12 col2\" >0.934063</td>\n                        <td id=\"T_33f6e_row12_col3\" class=\"data row12 col3\" >0.610101</td>\n                        <td id=\"T_33f6e_row12_col4\" class=\"data row12 col4\" >0.478674</td>\n                        <td id=\"T_33f6e_row12_col5\" class=\"data row12 col5\" >0.001000</td>\n                        <td id=\"T_33f6e_row12_col6\" class=\"data row12 col6\" >0.426670</td>\n                        <td id=\"T_33f6e_row12_col7\" class=\"data row12 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row12_col8\" class=\"data row12 col8\" >0.369985</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row13\" class=\"row_heading level0 row13\" >Yusef Fenestrate</th>\n                        <td id=\"T_33f6e_row13_col0\" class=\"data row13 col0\" >0.917904</td>\n                        <td id=\"T_33f6e_row13_col1\" class=\"data row13 col1\" >0.707016</td>\n                        <td id=\"T_33f6e_row13_col2\" class=\"data row13 col2\" >1.167877</td>\n                        <td id=\"T_33f6e_row13_col3\" class=\"data row13 col3\" >0.770614</td>\n                        <td id=\"T_33f6e_row13_col4\" class=\"data row13 col4\" >1.241785</td>\n                        <td id=\"T_33f6e_row13_col5\" class=\"data row13 col5\" >0.311063</td>\n                        <td id=\"T_33f6e_row13_col6\" class=\"data row13 col6\" >1.179928</td>\n                        <td id=\"T_33f6e_row13_col7\" class=\"data row13 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row13_col8\" class=\"data row13 col8\" >0.803840</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row14\" class=\"row_heading level0 row14\" >Swamuel Mora</th>\n                        <td id=\"T_33f6e_row14_col0\" class=\"data row14 col0\" >0.913197</td>\n                        <td id=\"T_33f6e_row14_col1\" class=\"data row14 col1\" >0.708837</td>\n                        <td id=\"T_33f6e_row14_col2\" class=\"data row14 col2\" >1.095372</td>\n                        <td id=\"T_33f6e_row14_col3\" class=\"data row14 col3\" >1.318632</td>\n                        <td id=\"T_33f6e_row14_col4\" class=\"data row14 col4\" >0.893338</td>\n                        <td id=\"T_33f6e_row14_col5\" class=\"data row14 col5\" >0.093564</td>\n                        <td id=\"T_33f6e_row14_col6\" class=\"data row14 col6\" >0.618643</td>\n                        <td id=\"T_33f6e_row14_col7\" class=\"data row14 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row14_col8\" class=\"data row14 col8\" >1.074175</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row15\" class=\"row_heading level0 row15\" >August Sky</th>\n                        <td id=\"T_33f6e_row15_col0\" class=\"data row15 col0\" >0.896214</td>\n                        <td id=\"T_33f6e_row15_col1\" class=\"data row15 col1\" >1.023915</td>\n                        <td id=\"T_33f6e_row15_col2\" class=\"data row15 col2\" >0.872428</td>\n                        <td id=\"T_33f6e_row15_col3\" class=\"data row15 col3\" >0.931996</td>\n                        <td id=\"T_33f6e_row15_col4\" class=\"data row15 col4\" >0.703057</td>\n                        <td id=\"T_33f6e_row15_col5\" class=\"data row15 col5\" >0.321205</td>\n                        <td id=\"T_33f6e_row15_col6\" class=\"data row15 col6\" >0.386864</td>\n                        <td id=\"T_33f6e_row15_col7\" class=\"data row15 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row15_col8\" class=\"data row15 col8\" >0.389760</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row16\" class=\"row_heading level0 row16\" >Dudley Mueller</th>\n                        <td id=\"T_33f6e_row16_col0\" class=\"data row16 col0\" >0.889823</td>\n                        <td id=\"T_33f6e_row16_col1\" class=\"data row16 col1\" >1.434186</td>\n                        <td id=\"T_33f6e_row16_col2\" class=\"data row16 col2\" >0.605426</td>\n                        <td id=\"T_33f6e_row16_col3\" class=\"data row16 col3\" >0.775583</td>\n                        <td id=\"T_33f6e_row16_col4\" class=\"data row16 col4\" >0.813133</td>\n                        <td id=\"T_33f6e_row16_col5\" class=\"data row16 col5\" >0.409998</td>\n                        <td id=\"T_33f6e_row16_col6\" class=\"data row16 col6\" >0.809489</td>\n                        <td id=\"T_33f6e_row16_col7\" class=\"data row16 col7\" >0.191011</td>\n                        <td id=\"T_33f6e_row16_col8\" class=\"data row16 col8\" >1.459612</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row17\" class=\"row_heading level0 row17\" >Avila Guzman</th>\n                        <td id=\"T_33f6e_row17_col0\" class=\"data row17 col0\" >0.877579</td>\n                        <td id=\"T_33f6e_row17_col1\" class=\"data row17 col1\" >0.473915</td>\n                        <td id=\"T_33f6e_row17_col2\" class=\"data row17 col2\" >1.413259</td>\n                        <td id=\"T_33f6e_row17_col3\" class=\"data row17 col3\" >1.078152</td>\n                        <td id=\"T_33f6e_row17_col4\" class=\"data row17 col4\" >1.325349</td>\n                        <td id=\"T_33f6e_row17_col5\" class=\"data row17 col5\" >0.205733</td>\n                        <td id=\"T_33f6e_row17_col6\" class=\"data row17 col6\" >0.758002</td>\n                        <td id=\"T_33f6e_row17_col7\" class=\"data row17 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row17_col8\" class=\"data row17 col8\" >0.764657</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row18\" class=\"row_heading level0 row18\" >Brock Watson</th>\n                        <td id=\"T_33f6e_row18_col0\" class=\"data row18 col0\" >0.874652</td>\n                        <td id=\"T_33f6e_row18_col1\" class=\"data row18 col1\" >0.503273</td>\n                        <td id=\"T_33f6e_row18_col2\" class=\"data row18 col2\" >1.309383</td>\n                        <td id=\"T_33f6e_row18_col3\" class=\"data row18 col3\" >1.178311</td>\n                        <td id=\"T_33f6e_row18_col4\" class=\"data row18 col4\" >1.250319</td>\n                        <td id=\"T_33f6e_row18_col5\" class=\"data row18 col5\" >0.216144</td>\n                        <td id=\"T_33f6e_row18_col6\" class=\"data row18 col6\" >0.785394</td>\n                        <td id=\"T_33f6e_row18_col7\" class=\"data row18 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row18_col8\" class=\"data row18 col8\" >1.081014</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row19\" class=\"row_heading level0 row19\" >Reese Clark</th>\n                        <td id=\"T_33f6e_row19_col0\" class=\"data row19 col0\" >0.866074</td>\n                        <td id=\"T_33f6e_row19_col1\" class=\"data row19 col1\" >0.897601</td>\n                        <td id=\"T_33f6e_row19_col2\" class=\"data row19 col2\" >0.825922</td>\n                        <td id=\"T_33f6e_row19_col3\" class=\"data row19 col3\" >0.776604</td>\n                        <td id=\"T_33f6e_row19_col4\" class=\"data row19 col4\" >1.028210</td>\n                        <td id=\"T_33f6e_row19_col5\" class=\"data row19 col5\" >0.358106</td>\n                        <td id=\"T_33f6e_row19_col6\" class=\"data row19 col6\" >1.031754</td>\n                        <td id=\"T_33f6e_row19_col7\" class=\"data row19 col7\" >0.060000</td>\n                        <td id=\"T_33f6e_row19_col8\" class=\"data row19 col8\" >0.896331</td>\n            </tr>\n            <tr>\n                        <th id=\"T_33f6e_level0_row20\" class=\"row_heading level0 row20\" >Grollis Zephyr</th>\n                        <td id=\"T_33f6e_row20_col0\" class=\"data row20 col0\" >0.856640</td>\n                        <td id=\"T_33f6e_row20_col1\" class=\"data row20 col1\" >0.943301</td>\n                        <td id=\"T_33f6e_row20_col2\" class=\"data row20 col2\" >1.089719</td>\n                        <td id=\"T_33f6e_row20_col3\" class=\"data row20 col3\" >0.432773</td>\n                        <td id=\"T_33f6e_row20_col4\" class=\"data row20 col4\" >0.595033</td>\n                        <td id=\"T_33f6e_row20_col5\" class=\"data row20 col5\" >0.687510</td>\n                        <td id=\"T_33f6e_row20_col6\" class=\"data row20 col6\" >0.800121</td>\n                        <td id=\"T_33f6e_row20_col7\" class=\"data row20 col7\" >0.001000</td>\n                        <td id=\"T_33f6e_row20_col8\" class=\"data row20 col8\" >0.324144</td>\n            </tr>\n    </tbody></table>"
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      "text/markdown": "####Huber Frumple"
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      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nHuber Frumple             4.5       1.5          4.0      3.0\nJacob Haynes              5.5       3.0          2.0      1.5\nComfort Septemberish      5.0       1.0          5.0      2.5\nBaby Triumphant           4.5       2.0          2.5      3.0\nScores Baserunner         4.5       1.5          3.0      4.0\nAugust Sky                4.5       4.0          2.0      2.5\nDudley Mueller            4.5       2.5          3.0      4.0\nBauer Zimmerman           4.5       1.5          3.0      2.5\nReese Clark               4.5       3.0          2.0      4.0\nGrollis Zephyr            4.5       3.0          3.5      2.5\nDenzel Scott              4.5       2.5          2.5      2.5\nPeanutiel Duffy           4.0       3.5          1.5      3.5\nFrancisca Sasquatch       4.0       2.5          4.0      3.0\nRat Mason                 4.0       1.5          2.5      3.0\nPaula Turnip              4.0       1.0          3.5      3.0\nLogan Horseman            4.0       2.0          4.5      3.0\nLance Serotonin           4.0       1.5          4.0      3.5\nHahn Fox                  4.0       2.5          4.0      2.5\nCoolname Galvanic         4.0       3.0          3.5      3.5\nKaz Fiasco                4.0       3.5          3.5      3.5\nPaula Mason               4.0       2.5          3.0      2.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Jacob Haynes</th>\n      <td>5.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Comfort Septemberish</th>\n      <td>5.0</td>\n      <td>1.0</td>\n      <td>5.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Baby Triumphant</th>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Scores Baserunner</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>August Sky</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Dudley Mueller</th>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Bauer Zimmerman</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>3.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Reese Clark</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Grollis Zephyr</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Denzel Scott</th>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Peanutiel Duffy</th>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Francisca Sasquatch</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Rat Mason</th>\n      <td>4.0</td>\n      <td>1.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Paula Turnip</th>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Logan Horseman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>4.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lance Serotonin</th>\n      <td>4.0</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Hahn Fox</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Coolname Galvanic</th>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Kaz Fiasco</th>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Paula Mason</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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      }#T_0c57b_row15_col4{\n            background-color:  #93d168;\n            color:  #000000;\n        }#T_0c57b_row15_col5{\n            background-color:  #fed683;\n            color:  #000000;\n            background-color:  #cfeb85;\n            color:  #000000;\n        }#T_0c57b_row15_col7{\n            background-color:  #ce2827;\n            color:  #f1f1f1;\n            background-color:  #15904c;\n            color:  #000000;\n        }#T_0c57b_row16_col2{\n            background-color:  #7fc866;\n            color:  #000000;\n        }#T_0c57b_row16_col4{\n            background-color:  #f36b42;\n            color:  #000000;\n        }#T_0c57b_row16_col6{\n            background-color:  #fdbb6c;\n            color:  #000000;\n        }#T_0c57b_row16_col8{\n            background-color:  #feea9b;\n            color:  #000000;\n        }#T_0c57b_row17_col0,#T_0c57b_row18_col0{\n            background-color:  #f1f9ac;\n            color:  #000000;\n        }#T_0c57b_row17_col3{\n            background-color:  #feec9f;\n            color:  #000000;\n        }#T_0c57b_row17_col5{\n            background-color:  #feeb9d;\n            color:  #000000;\n            background-color:  #e6f59d;\n            color:  #000000;\n        }#T_0c57b_row17_col7{\n            background-color:  #d93429;\n            color:  #f1f1f1;\n            background-color:  #1e9a51;\n            color:  #000000;\n        }#T_0c57b_row17_col8{\n            background-color:  #f99153;\n            color:  #000000;\n        }#T_0c57b_row18_col4{\n            background-color:  #fee999;\n            color:  #000000;\n        }#T_0c57b_row18_col5{\n            background-color:  #f99153;\n            color:  #000000;\n            background-color:  #89cc67;\n            color:  #000000;\n        }#T_0c57b_row18_col8{\n            background-color:  #fca85e;\n            color:  #000000;\n        }#T_0c57b_row19_col0{\n            background-color:  #f4fab0;\n            color:  #000000;\n        }#T_0c57b_row19_col1{\n            background-color:  #fff7b2;\n            color:  #000000;\n        }#T_0c57b_row19_col3{\n            background-color:  #51b35e;\n            color:  #000000;\n        }#T_0c57b_row19_col6{\n            background-color:  #d1ec86;\n            color:  #000000;\n        }#T_0c57b_row19_col7{\n            background-color:  #f99355;\n            color:  #000000;\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_0c57b_row20_col1{\n            background-color:  #feeb9d;\n            color:  #000000;\n        }#T_0c57b_row20_col8{\n            background-color:  #ef633f;\n            color:  #000000;\n        }</style><table id=\"T_0c57b_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_0c57b_level0_row0\" class=\"row_heading level0 row0\" >Huber Frumple</th>\n                        <td id=\"T_0c57b_row0_col0\" class=\"data row0 col0\" >0.857449</td>\n                        <td id=\"T_0c57b_row0_col1\" class=\"data row0 col1\" >0.507458</td>\n                        <td id=\"T_0c57b_row0_col2\" class=\"data row0 col2\" >1.310733</td>\n                        <td id=\"T_0c57b_row0_col3\" class=\"data row0 col3\" >0.932690</td>\n                        <td id=\"T_0c57b_row0_col4\" class=\"data row0 col4\" >1.221501</td>\n                        <td id=\"T_0c57b_row0_col5\" class=\"data row0 col5\" >0.226988</td>\n                        <td id=\"T_0c57b_row0_col6\" class=\"data row0 col6\" >0.685091</td>\n                        <td id=\"T_0c57b_row0_col7\" class=\"data row0 col7\" >0.041371</td>\n                        <td id=\"T_0c57b_row0_col8\" class=\"data row0 col8\" >1.113159</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row1\" class=\"row_heading level0 row1\" >Jacob Haynes</th>\n                        <td id=\"T_0c57b_row1_col0\" class=\"data row1 col0\" >1.066191</td>\n                        <td id=\"T_0c57b_row1_col1\" class=\"data row1 col1\" >1.263815</td>\n                        <td id=\"T_0c57b_row1_col2\" class=\"data row1 col2\" >0.942263</td>\n                        <td id=\"T_0c57b_row1_col3\" class=\"data row1 col3\" >1.101913</td>\n                        <td id=\"T_0c57b_row1_col4\" class=\"data row1 col4\" >1.219008</td>\n                        <td id=\"T_0c57b_row1_col5\" class=\"data row1 col5\" >0.001000</td>\n                        <td id=\"T_0c57b_row1_col6\" class=\"data row1 col6\" >0.396483</td>\n                        <td id=\"T_0c57b_row1_col7\" class=\"data row1 col7\" >0.060000</td>\n                        <td id=\"T_0c57b_row1_col8\" class=\"data row1 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row2\" class=\"row_heading level0 row2\" >Comfort Septemberish</th>\n                        <td id=\"T_0c57b_row2_col0\" class=\"data row2 col0\" >0.978574</td>\n                        <td id=\"T_0c57b_row2_col1\" class=\"data row2 col1\" >1.177996</td>\n                        <td id=\"T_0c57b_row2_col2\" class=\"data row2 col2\" >1.187902</td>\n                        <td id=\"T_0c57b_row2_col3\" class=\"data row2 col3\" >0.375357</td>\n                        <td id=\"T_0c57b_row2_col4\" class=\"data row2 col4\" >0.767285</td>\n                        <td id=\"T_0c57b_row2_col5\" class=\"data row2 col5\" >0.611622</td>\n                        <td id=\"T_0c57b_row2_col6\" class=\"data row2 col6\" >1.105479</td>\n                        <td id=\"T_0c57b_row2_col7\" class=\"data row2 col7\" >0.060000</td>\n                        <td id=\"T_0c57b_row2_col8\" class=\"data row2 col8\" >0.832023</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row3\" class=\"row_heading level0 row3\" >Baby Triumphant</th>\n                        <td id=\"T_0c57b_row3_col0\" class=\"data row3 col0\" >0.927529</td>\n                        <td id=\"T_0c57b_row3_col1\" class=\"data row3 col1\" >0.939663</td>\n                        <td id=\"T_0c57b_row3_col2\" class=\"data row3 col2\" >1.109047</td>\n                        <td id=\"T_0c57b_row3_col3\" class=\"data row3 col3\" >0.626394</td>\n                        <td id=\"T_0c57b_row3_col4\" class=\"data row3 col4\" >0.730501</td>\n                        <td id=\"T_0c57b_row3_col5\" class=\"data row3 col5\" >0.001000</td>\n                        <td id=\"T_0c57b_row3_col6\" class=\"data row3 col6\" >0.217618</td>\n                        <td id=\"T_0c57b_row3_col7\" class=\"data row3 col7\" >0.047784</td>\n                        <td id=\"T_0c57b_row3_col8\" class=\"data row3 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row4\" class=\"row_heading level0 row4\" >Scores Baserunner</th>\n                        <td id=\"T_0c57b_row4_col0\" class=\"data row4 col0\" >0.919824</td>\n                        <td id=\"T_0c57b_row4_col1\" class=\"data row4 col1\" >1.152613</td>\n                        <td id=\"T_0c57b_row4_col2\" class=\"data row4 col2\" >0.934063</td>\n                        <td id=\"T_0c57b_row4_col3\" class=\"data row4 col3\" >0.610101</td>\n                        <td id=\"T_0c57b_row4_col4\" class=\"data row4 col4\" >0.478674</td>\n                        <td id=\"T_0c57b_row4_col5\" class=\"data row4 col5\" >0.001000</td>\n                        <td id=\"T_0c57b_row4_col6\" class=\"data row4 col6\" >0.426670</td>\n                        <td id=\"T_0c57b_row4_col7\" class=\"data row4 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row4_col8\" class=\"data row4 col8\" >0.369985</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row5\" class=\"row_heading level0 row5\" >August Sky</th>\n                        <td id=\"T_0c57b_row5_col0\" class=\"data row5 col0\" >0.896214</td>\n                        <td id=\"T_0c57b_row5_col1\" class=\"data row5 col1\" >1.023915</td>\n                        <td id=\"T_0c57b_row5_col2\" class=\"data row5 col2\" >0.872428</td>\n                        <td id=\"T_0c57b_row5_col3\" class=\"data row5 col3\" >0.931996</td>\n                        <td id=\"T_0c57b_row5_col4\" class=\"data row5 col4\" >0.703057</td>\n                        <td id=\"T_0c57b_row5_col5\" class=\"data row5 col5\" >0.321205</td>\n                        <td id=\"T_0c57b_row5_col6\" class=\"data row5 col6\" >0.386864</td>\n                        <td id=\"T_0c57b_row5_col7\" class=\"data row5 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row5_col8\" class=\"data row5 col8\" >0.389760</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row6\" class=\"row_heading level0 row6\" >Dudley Mueller</th>\n                        <td id=\"T_0c57b_row6_col0\" class=\"data row6 col0\" >0.889823</td>\n                        <td id=\"T_0c57b_row6_col1\" class=\"data row6 col1\" >1.434186</td>\n                        <td id=\"T_0c57b_row6_col2\" class=\"data row6 col2\" >0.605426</td>\n                        <td id=\"T_0c57b_row6_col3\" class=\"data row6 col3\" >0.775583</td>\n                        <td id=\"T_0c57b_row6_col4\" class=\"data row6 col4\" >0.813133</td>\n                        <td id=\"T_0c57b_row6_col5\" class=\"data row6 col5\" >0.409998</td>\n                        <td id=\"T_0c57b_row6_col6\" class=\"data row6 col6\" >0.809489</td>\n                        <td id=\"T_0c57b_row6_col7\" class=\"data row6 col7\" >0.191011</td>\n                        <td id=\"T_0c57b_row6_col8\" class=\"data row6 col8\" >1.459612</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row7\" class=\"row_heading level0 row7\" >Bauer Zimmerman</th>\n                        <td id=\"T_0c57b_row7_col0\" class=\"data row7 col0\" >0.884063</td>\n                        <td id=\"T_0c57b_row7_col1\" class=\"data row7 col1\" >0.963640</td>\n                        <td id=\"T_0c57b_row7_col2\" class=\"data row7 col2\" >0.967942</td>\n                        <td id=\"T_0c57b_row7_col3\" class=\"data row7 col3\" >0.413869</td>\n                        <td id=\"T_0c57b_row7_col4\" class=\"data row7 col4\" >0.969917</td>\n                        <td id=\"T_0c57b_row7_col5\" class=\"data row7 col5\" >0.426705</td>\n                        <td id=\"T_0c57b_row7_col6\" class=\"data row7 col6\" >0.926229</td>\n                        <td id=\"T_0c57b_row7_col7\" class=\"data row7 col7\" >0.100000</td>\n                        <td id=\"T_0c57b_row7_col8\" class=\"data row7 col8\" >0.225597</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row8\" class=\"row_heading level0 row8\" >Reese Clark</th>\n                        <td id=\"T_0c57b_row8_col0\" class=\"data row8 col0\" >0.866074</td>\n                        <td id=\"T_0c57b_row8_col1\" class=\"data row8 col1\" >0.897601</td>\n                        <td id=\"T_0c57b_row8_col2\" class=\"data row8 col2\" >0.825922</td>\n                        <td id=\"T_0c57b_row8_col3\" class=\"data row8 col3\" >0.776604</td>\n                        <td id=\"T_0c57b_row8_col4\" class=\"data row8 col4\" >1.028210</td>\n                        <td id=\"T_0c57b_row8_col5\" class=\"data row8 col5\" >0.358106</td>\n                        <td id=\"T_0c57b_row8_col6\" class=\"data row8 col6\" >1.031754</td>\n                        <td id=\"T_0c57b_row8_col7\" class=\"data row8 col7\" >0.060000</td>\n                        <td id=\"T_0c57b_row8_col8\" class=\"data row8 col8\" >0.896331</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row9\" class=\"row_heading level0 row9\" >Grollis Zephyr</th>\n                        <td id=\"T_0c57b_row9_col0\" class=\"data row9 col0\" >0.856640</td>\n                        <td id=\"T_0c57b_row9_col1\" class=\"data row9 col1\" >0.943301</td>\n                        <td id=\"T_0c57b_row9_col2\" class=\"data row9 col2\" >1.089719</td>\n                        <td id=\"T_0c57b_row9_col3\" class=\"data row9 col3\" >0.432773</td>\n                        <td id=\"T_0c57b_row9_col4\" class=\"data row9 col4\" >0.595033</td>\n                        <td id=\"T_0c57b_row9_col5\" class=\"data row9 col5\" >0.687510</td>\n                        <td id=\"T_0c57b_row9_col6\" class=\"data row9 col6\" >0.800121</td>\n                        <td id=\"T_0c57b_row9_col7\" class=\"data row9 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row9_col8\" class=\"data row9 col8\" >0.324144</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row10\" class=\"row_heading level0 row10\" >Denzel Scott</th>\n                        <td id=\"T_0c57b_row10_col0\" class=\"data row10 col0\" >0.850411</td>\n                        <td id=\"T_0c57b_row10_col1\" class=\"data row10 col1\" >0.963515</td>\n                        <td id=\"T_0c57b_row10_col2\" class=\"data row10 col2\" >0.849616</td>\n                        <td id=\"T_0c57b_row10_col3\" class=\"data row10 col3\" >0.566107</td>\n                        <td id=\"T_0c57b_row10_col4\" class=\"data row10 col4\" >0.627399</td>\n                        <td id=\"T_0c57b_row10_col5\" class=\"data row10 col5\" >0.119743</td>\n                        <td id=\"T_0c57b_row10_col6\" class=\"data row10 col6\" >0.673793</td>\n                        <td id=\"T_0c57b_row10_col7\" class=\"data row10 col7\" >0.007747</td>\n                        <td id=\"T_0c57b_row10_col8\" class=\"data row10 col8\" >0.949707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row11\" class=\"row_heading level0 row11\" >Peanutiel Duffy</th>\n                        <td id=\"T_0c57b_row11_col0\" class=\"data row11 col0\" >0.841420</td>\n                        <td id=\"T_0c57b_row11_col1\" class=\"data row11 col1\" >1.038584</td>\n                        <td id=\"T_0c57b_row11_col2\" class=\"data row11 col2\" >0.738454</td>\n                        <td id=\"T_0c57b_row11_col3\" class=\"data row11 col3\" >0.996131</td>\n                        <td id=\"T_0c57b_row11_col4\" class=\"data row11 col4\" >0.670202</td>\n                        <td id=\"T_0c57b_row11_col5\" class=\"data row11 col5\" >0.418180</td>\n                        <td id=\"T_0c57b_row11_col6\" class=\"data row11 col6\" >0.343720</td>\n                        <td id=\"T_0c57b_row11_col7\" class=\"data row11 col7\" >0.100000</td>\n                        <td id=\"T_0c57b_row11_col8\" class=\"data row11 col8\" >0.240592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row12\" class=\"row_heading level0 row12\" >Francisca Sasquatch</th>\n                        <td id=\"T_0c57b_row12_col0\" class=\"data row12 col0\" >0.840101</td>\n                        <td id=\"T_0c57b_row12_col1\" class=\"data row12 col1\" >1.328295</td>\n                        <td id=\"T_0c57b_row12_col2\" class=\"data row12 col2\" >0.582141</td>\n                        <td id=\"T_0c57b_row12_col3\" class=\"data row12 col3\" >0.854700</td>\n                        <td id=\"T_0c57b_row12_col4\" class=\"data row12 col4\" >0.407664</td>\n                        <td id=\"T_0c57b_row12_col5\" class=\"data row12 col5\" >0.145847</td>\n                        <td id=\"T_0c57b_row12_col6\" class=\"data row12 col6\" >1.146511</td>\n                        <td id=\"T_0c57b_row12_col7\" class=\"data row12 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row12_col8\" class=\"data row12 col8\" >1.253584</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row13\" class=\"row_heading level0 row13\" >Rat Mason</th>\n                        <td id=\"T_0c57b_row13_col0\" class=\"data row13 col0\" >0.831824</td>\n                        <td id=\"T_0c57b_row13_col1\" class=\"data row13 col1\" >1.089116</td>\n                        <td id=\"T_0c57b_row13_col2\" class=\"data row13 col2\" >0.635958</td>\n                        <td id=\"T_0c57b_row13_col3\" class=\"data row13 col3\" >0.783859</td>\n                        <td id=\"T_0c57b_row13_col4\" class=\"data row13 col4\" >0.732174</td>\n                        <td id=\"T_0c57b_row13_col5\" class=\"data row13 col5\" >0.207444</td>\n                        <td id=\"T_0c57b_row13_col6\" class=\"data row13 col6\" >0.899090</td>\n                        <td id=\"T_0c57b_row13_col7\" class=\"data row13 col7\" >0.019604</td>\n                        <td id=\"T_0c57b_row13_col8\" class=\"data row13 col8\" >0.485050</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row14\" class=\"row_heading level0 row14\" >Paula Turnip</th>\n                        <td id=\"T_0c57b_row14_col0\" class=\"data row14 col0\" >0.816815</td>\n                        <td id=\"T_0c57b_row14_col1\" class=\"data row14 col1\" >0.766132</td>\n                        <td id=\"T_0c57b_row14_col2\" class=\"data row14 col2\" >1.017299</td>\n                        <td id=\"T_0c57b_row14_col3\" class=\"data row14 col3\" >0.583585</td>\n                        <td id=\"T_0c57b_row14_col4\" class=\"data row14 col4\" >0.885149</td>\n                        <td id=\"T_0c57b_row14_col5\" class=\"data row14 col5\" >0.544858</td>\n                        <td id=\"T_0c57b_row14_col6\" class=\"data row14 col6\" >0.284335</td>\n                        <td id=\"T_0c57b_row14_col7\" class=\"data row14 col7\" >0.100000</td>\n                        <td id=\"T_0c57b_row14_col8\" class=\"data row14 col8\" >0.261251</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row15\" class=\"row_heading level0 row15\" >Logan Horseman</th>\n                        <td id=\"T_0c57b_row15_col0\" class=\"data row15 col0\" >0.815407</td>\n                        <td id=\"T_0c57b_row15_col1\" class=\"data row15 col1\" >1.129292</td>\n                        <td id=\"T_0c57b_row15_col2\" class=\"data row15 col2\" >0.686340</td>\n                        <td id=\"T_0c57b_row15_col3\" class=\"data row15 col3\" >0.372715</td>\n                        <td id=\"T_0c57b_row15_col4\" class=\"data row15 col4\" >1.090192</td>\n                        <td id=\"T_0c57b_row15_col5\" class=\"data row15 col5\" >0.569993</td>\n                        <td id=\"T_0c57b_row15_col6\" class=\"data row15 col6\" >0.827252</td>\n                        <td id=\"T_0c57b_row15_col7\" class=\"data row15 col7\" >0.126799</td>\n                        <td id=\"T_0c57b_row15_col8\" class=\"data row15 col8\" >0.480255</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row16\" class=\"row_heading level0 row16\" >Lance Serotonin</th>\n                        <td id=\"T_0c57b_row16_col0\" class=\"data row16 col0\" >0.814767</td>\n                        <td id=\"T_0c57b_row16_col1\" class=\"data row16 col1\" >0.816505</td>\n                        <td id=\"T_0c57b_row16_col2\" class=\"data row16 col2\" >1.140926</td>\n                        <td id=\"T_0c57b_row16_col3\" class=\"data row16 col3\" >0.687202</td>\n                        <td id=\"T_0c57b_row16_col4\" class=\"data row16 col4\" >0.298760</td>\n                        <td id=\"T_0c57b_row16_col5\" class=\"data row16 col5\" >0.609836</td>\n                        <td id=\"T_0c57b_row16_col6\" class=\"data row16 col6\" >0.490864</td>\n                        <td id=\"T_0c57b_row16_col7\" class=\"data row16 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row16_col8\" class=\"data row16 col8\" >0.645436</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row17\" class=\"row_heading level0 row17\" >Hahn Fox</th>\n                        <td id=\"T_0c57b_row17_col0\" class=\"data row17 col0\" >0.806886</td>\n                        <td id=\"T_0c57b_row17_col1\" class=\"data row17 col1\" >0.889348</td>\n                        <td id=\"T_0c57b_row17_col2\" class=\"data row17 col2\" >0.971066</td>\n                        <td id=\"T_0c57b_row17_col3\" class=\"data row17 col3\" >0.656774</td>\n                        <td id=\"T_0c57b_row17_col4\" class=\"data row17 col4\" >0.409341</td>\n                        <td id=\"T_0c57b_row17_col5\" class=\"data row17 col5\" >0.653772</td>\n                        <td id=\"T_0c57b_row17_col6\" class=\"data row17 col6\" >0.607895</td>\n                        <td id=\"T_0c57b_row17_col7\" class=\"data row17 col7\" >0.160000</td>\n                        <td id=\"T_0c57b_row17_col8\" class=\"data row17 col8\" >0.386523</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row18\" class=\"row_heading level0 row18\" >Coolname Galvanic</th>\n                        <td id=\"T_0c57b_row18_col0\" class=\"data row18 col0\" >0.805884</td>\n                        <td id=\"T_0c57b_row18_col1\" class=\"data row18 col1\" >0.917492</td>\n                        <td id=\"T_0c57b_row18_col2\" class=\"data row18 col2\" >0.856134</td>\n                        <td id=\"T_0c57b_row18_col3\" class=\"data row18 col3\" >0.482467</td>\n                        <td id=\"T_0c57b_row18_col4\" class=\"data row18 col4\" >0.644103</td>\n                        <td id=\"T_0c57b_row18_col5\" class=\"data row18 col5\" >0.384447</td>\n                        <td id=\"T_0c57b_row18_col6\" class=\"data row18 col6\" >0.379385</td>\n                        <td id=\"T_0c57b_row18_col7\" class=\"data row18 col7\" >0.001000</td>\n                        <td id=\"T_0c57b_row18_col8\" class=\"data row18 col8\" >0.438762</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row19\" class=\"row_heading level0 row19\" >Kaz Fiasco</th>\n                        <td id=\"T_0c57b_row19_col0\" class=\"data row19 col0\" >0.791580</td>\n                        <td id=\"T_0c57b_row19_col1\" class=\"data row19 col1\" >0.709203</td>\n                        <td id=\"T_0c57b_row19_col2\" class=\"data row19 col2\" >0.849141</td>\n                        <td id=\"T_0c57b_row19_col3\" class=\"data row19 col3\" >1.239992</td>\n                        <td id=\"T_0c57b_row19_col4\" class=\"data row19 col4\" >0.415998</td>\n                        <td id=\"T_0c57b_row19_col5\" class=\"data row19 col5\" >0.001000</td>\n                        <td id=\"T_0c57b_row19_col6\" class=\"data row19 col6\" >0.923906</td>\n                        <td id=\"T_0c57b_row19_col7\" class=\"data row19 col7\" >0.390065</td>\n                        <td id=\"T_0c57b_row19_col8\" class=\"data row19 col8\" >0.972474</td>\n            </tr>\n            <tr>\n                        <th id=\"T_0c57b_level0_row20\" class=\"row_heading level0 row20\" >Paula Mason</th>\n                        <td id=\"T_0c57b_row20_col0\" class=\"data row20 col0\" >0.776714</td>\n                        <td id=\"T_0c57b_row20_col1\" class=\"data row20 col1\" >0.652438</td>\n                        <td id=\"T_0c57b_row20_col2\" class=\"data row20 col2\" >0.982483</td>\n                        <td id=\"T_0c57b_row20_col3\" class=\"data row20 col3\" >0.483644</td>\n                        <td id=\"T_0c57b_row20_col4\" class=\"data row20 col4\" >0.608965</td>\n                        <td id=\"T_0c57b_row20_col5\" class=\"data row20 col5\" >0.010000</td>\n                        <td id=\"T_0c57b_row20_col6\" class=\"data row20 col6\" >0.827057</td>\n                        <td id=\"T_0c57b_row20_col7\" class=\"data row20 col7\" >0.100000</td>\n                        <td id=\"T_0c57b_row20_col8\" class=\"data row20 col8\" >0.277885</td>\n            </tr>\n    </tbody></table>"
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      "text/markdown": "####J-x-n B-ck--y"
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     "data": {
      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nJ-x-n B-ck--y             6.5       3.5          4.5      3.5\nKnight Tri---h-nt         5.5       4.5          4.0      5.0\nFitzgerald Blackburn      5.5       4.5          2.5      4.5\nAldon Cashmoney           5.0       3.5          6.0      3.0\nMcdowell Mason            5.0       3.0          5.0      5.0\nRivers Clembons           4.5       3.5          4.5      4.5\nSexton Wheerer            4.5       4.0          3.5      5.0\nS--atc- D-le--e           4.5       3.5          5.5      4.0\nLoubert Ji-Eun            4.5       3.5          5.5      4.0\nPitching Machine          4.5       6.5          3.5      4.0\nSosa Hayes                4.0       3.0          5.0      5.0\nBurke Gonzales            3.5       6.0          4.0      4.0\nYummy Elliott             3.5       4.5          4.0      4.0\nRigby Friedrich           3.5       5.0          4.5      4.0\nWesley Poole              3.5       4.0          5.5      5.5\nIsaac Johnson             3.5       2.5          4.0      6.5\nEngine Eberhardt          3.5       4.5          5.0      4.0\nXandra Pancakes           2.5       5.0          4.0      4.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.5</td>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Knight Tri---h-nt</th>\n      <td>5.5</td>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Fitzgerald Blackburn</th>\n      <td>5.5</td>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Aldon Cashmoney</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>6.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Mcdowell Mason</th>\n      <td>5.0</td>\n      <td>3.0</td>\n      <td>5.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Rivers Clembons</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Sexton Wheerer</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>S--atc- D-le--e</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>5.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Loubert Ji-Eun</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>5.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Pitching Machine</th>\n      <td>4.5</td>\n      <td>6.5</td>\n      <td>3.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Sosa Hayes</th>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>5.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Burke Gonzales</th>\n      <td>3.5</td>\n      <td>6.0</td>\n      <td>4.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Yummy Elliott</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Rigby Friedrich</th>\n      <td>3.5</td>\n      <td>5.0</td>\n      <td>4.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Wesley Poole</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>5.5</td>\n      <td>5.5</td>\n    </tr>\n    <tr>\n      <th>Isaac Johnson</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>Engine Eberhardt</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>5.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Xandra Pancakes</th>\n      <td>2.5</td>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>4.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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}#T_54d7c_row16_col2{\n            background-color:  #f7814c;\n            color:  #000000;\n        }#T_54d7c_row16_col3{\n            background-color:  #7ac665;\n            color:  #000000;\n        }#T_54d7c_row16_col4{\n            background-color:  #feec9f;\n            color:  #000000;\n        }#T_54d7c_row17_col0{\n            background-color:  #fecc7b;\n            color:  #000000;\n        }#T_54d7c_row17_col3{\n            background-color:  #da362a;\n            color:  #f1f1f1;\n        }#T_54d7c_row17_col7{\n            background-color:  #d5ed88;\n            color:  #000000;\n            background-color:  #fedc88;\n            color:  #000000;\n        }#T_54d7c_row17_col8{\n            background-color:  #fedc88;\n            color:  #000000;\n        }</style><table id=\"T_54d7c_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_54d7c_level0_row0\" class=\"row_heading level0 row0\" >J-x-n B-ck--y</th>\n                        <td id=\"T_54d7c_row0_col0\" class=\"data row0 col0\" >1.318562</td>\n                        <td id=\"T_54d7c_row0_col1\" class=\"data row0 col1\" >1.567382</td>\n                        <td id=\"T_54d7c_row0_col2\" class=\"data row0 col2\" >1.042101</td>\n                        <td id=\"T_54d7c_row0_col3\" class=\"data row0 col3\" >1.746709</td>\n                        <td id=\"T_54d7c_row0_col4\" class=\"data row0 col4\" >1.930045</td>\n                        <td id=\"T_54d7c_row0_col5\" class=\"data row0 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row0_col6\" class=\"data row0 col6\" >1.986793</td>\n                        <td id=\"T_54d7c_row0_col7\" class=\"data row0 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row0_col8\" class=\"data row0 col8\" >1.393504</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row1\" class=\"row_heading level0 row1\" >Knight Tri---h-nt</th>\n                        <td id=\"T_54d7c_row1_col0\" class=\"data row1 col0\" >1.091335</td>\n                        <td id=\"T_54d7c_row1_col1\" class=\"data row1 col1\" >1.286487</td>\n                        <td id=\"T_54d7c_row1_col2\" class=\"data row1 col2\" >0.911714</td>\n                        <td id=\"T_54d7c_row1_col3\" class=\"data row1 col3\" >1.372054</td>\n                        <td id=\"T_54d7c_row1_col4\" class=\"data row1 col4\" >1.179907</td>\n                        <td id=\"T_54d7c_row1_col5\" class=\"data row1 col5\" >0.134104</td>\n                        <td id=\"T_54d7c_row1_col6\" class=\"data row1 col6\" >1.142264</td>\n                        <td id=\"T_54d7c_row1_col7\" class=\"data row1 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row1_col8\" class=\"data row1 col8\" >0.755333</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row2\" class=\"row_heading level0 row2\" >Fitzgerald Blackburn</th>\n                        <td id=\"T_54d7c_row2_col0\" class=\"data row2 col0\" >1.073500</td>\n                        <td id=\"T_54d7c_row2_col1\" class=\"data row2 col1\" >0.842679</td>\n                        <td id=\"T_54d7c_row2_col2\" class=\"data row2 col2\" >1.597854</td>\n                        <td id=\"T_54d7c_row2_col3\" class=\"data row2 col3\" >0.901843</td>\n                        <td id=\"T_54d7c_row2_col4\" class=\"data row2 col4\" >1.012111</td>\n                        <td id=\"T_54d7c_row2_col5\" class=\"data row2 col5\" >0.405462</td>\n                        <td id=\"T_54d7c_row2_col6\" class=\"data row2 col6\" >1.013905</td>\n                        <td id=\"T_54d7c_row2_col7\" class=\"data row2 col7\" >0.061032</td>\n                        <td id=\"T_54d7c_row2_col8\" class=\"data row2 col8\" >1.521494</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row3\" class=\"row_heading level0 row3\" >Aldon Cashmoney</th>\n                        <td id=\"T_54d7c_row3_col0\" class=\"data row3 col0\" >1.026237</td>\n                        <td id=\"T_54d7c_row3_col1\" class=\"data row3 col1\" >1.044073</td>\n                        <td id=\"T_54d7c_row3_col2\" class=\"data row3 col2\" >1.122097</td>\n                        <td id=\"T_54d7c_row3_col3\" class=\"data row3 col3\" >0.729312</td>\n                        <td id=\"T_54d7c_row3_col4\" class=\"data row3 col4\" >1.199005</td>\n                        <td id=\"T_54d7c_row3_col5\" class=\"data row3 col5\" >0.229409</td>\n                        <td id=\"T_54d7c_row3_col6\" class=\"data row3 col6\" >0.764498</td>\n                        <td id=\"T_54d7c_row3_col7\" class=\"data row3 col7\" >0.100000</td>\n                        <td id=\"T_54d7c_row3_col8\" class=\"data row3 col8\" >0.548276</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row4\" class=\"row_heading level0 row4\" >Mcdowell Mason</th>\n                        <td id=\"T_54d7c_row4_col0\" class=\"data row4 col0\" >0.957993</td>\n                        <td id=\"T_54d7c_row4_col1\" class=\"data row4 col1\" >0.644408</td>\n                        <td id=\"T_54d7c_row4_col2\" class=\"data row4 col2\" >1.336949</td>\n                        <td id=\"T_54d7c_row4_col3\" class=\"data row4 col3\" >1.128806</td>\n                        <td id=\"T_54d7c_row4_col4\" class=\"data row4 col4\" >0.905926</td>\n                        <td id=\"T_54d7c_row4_col5\" class=\"data row4 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row4_col6\" class=\"data row4 col6\" >1.469001</td>\n                        <td id=\"T_54d7c_row4_col7\" class=\"data row4 col7\" >0.007180</td>\n                        <td id=\"T_54d7c_row4_col8\" class=\"data row4 col8\" >0.797260</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row5\" class=\"row_heading level0 row5\" >Rivers Clembons</th>\n                        <td id=\"T_54d7c_row5_col0\" class=\"data row5 col0\" >0.936328</td>\n                        <td id=\"T_54d7c_row5_col1\" class=\"data row5 col1\" >0.773827</td>\n                        <td id=\"T_54d7c_row5_col2\" class=\"data row5 col2\" >1.230433</td>\n                        <td id=\"T_54d7c_row5_col3\" class=\"data row5 col3\" >0.415569</td>\n                        <td id=\"T_54d7c_row5_col4\" class=\"data row5 col4\" >1.301714</td>\n                        <td id=\"T_54d7c_row5_col5\" class=\"data row5 col5\" >0.076166</td>\n                        <td id=\"T_54d7c_row5_col6\" class=\"data row5 col6\" >1.074024</td>\n                        <td id=\"T_54d7c_row5_col7\" class=\"data row5 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row5_col8\" class=\"data row5 col8\" >1.004663</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row6\" class=\"row_heading level0 row6\" >Sexton Wheerer</th>\n                        <td id=\"T_54d7c_row6_col0\" class=\"data row6 col0\" >0.931873</td>\n                        <td id=\"T_54d7c_row6_col1\" class=\"data row6 col1\" >0.734018</td>\n                        <td id=\"T_54d7c_row6_col2\" class=\"data row6 col2\" >1.230132</td>\n                        <td id=\"T_54d7c_row6_col3\" class=\"data row6 col3\" >0.754446</td>\n                        <td id=\"T_54d7c_row6_col4\" class=\"data row6 col4\" >0.991244</td>\n                        <td id=\"T_54d7c_row6_col5\" class=\"data row6 col5\" >0.027839</td>\n                        <td id=\"T_54d7c_row6_col6\" class=\"data row6 col6\" >0.559617</td>\n                        <td id=\"T_54d7c_row6_col7\" class=\"data row6 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row6_col8\" class=\"data row6 col8\" >0.971950</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row7\" class=\"row_heading level0 row7\" >S--atc- D-le--e</th>\n                        <td id=\"T_54d7c_row7_col0\" class=\"data row7 col0\" >0.900960</td>\n                        <td id=\"T_54d7c_row7_col1\" class=\"data row7 col1\" >1.125916</td>\n                        <td id=\"T_54d7c_row7_col2\" class=\"data row7 col2\" >0.595994</td>\n                        <td id=\"T_54d7c_row7_col3\" class=\"data row7 col3\" >1.205473</td>\n                        <td id=\"T_54d7c_row7_col4\" class=\"data row7 col4\" >1.310680</td>\n                        <td id=\"T_54d7c_row7_col5\" class=\"data row7 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row7_col6\" class=\"data row7 col6\" >1.273637</td>\n                        <td id=\"T_54d7c_row7_col7\" class=\"data row7 col7\" >0.313625</td>\n                        <td id=\"T_54d7c_row7_col8\" class=\"data row7 col8\" >1.479767</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row8\" class=\"row_heading level0 row8\" >Loubert Ji-Eun</th>\n                        <td id=\"T_54d7c_row8_col0\" class=\"data row8 col0\" >0.894272</td>\n                        <td id=\"T_54d7c_row8_col1\" class=\"data row8 col1\" >1.174171</td>\n                        <td id=\"T_54d7c_row8_col2\" class=\"data row8 col2\" >0.747799</td>\n                        <td id=\"T_54d7c_row8_col3\" class=\"data row8 col3\" >1.266132</td>\n                        <td id=\"T_54d7c_row8_col4\" class=\"data row8 col4\" >0.372224</td>\n                        <td id=\"T_54d7c_row8_col5\" class=\"data row8 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row8_col6\" class=\"data row8 col6\" >0.614355</td>\n                        <td id=\"T_54d7c_row8_col7\" class=\"data row8 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row8_col8\" class=\"data row8 col8\" >0.434761</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row9\" class=\"row_heading level0 row9\" >Pitching Machine</th>\n                        <td id=\"T_54d7c_row9_col0\" class=\"data row9 col0\" >0.868446</td>\n                        <td id=\"T_54d7c_row9_col1\" class=\"data row9 col1\" >0.551484</td>\n                        <td id=\"T_54d7c_row9_col2\" class=\"data row9 col2\" >1.142098</td>\n                        <td id=\"T_54d7c_row9_col3\" class=\"data row9 col3\" >1.295510</td>\n                        <td id=\"T_54d7c_row9_col4\" class=\"data row9 col4\" >1.270224</td>\n                        <td id=\"T_54d7c_row9_col5\" class=\"data row9 col5\" >0.299709</td>\n                        <td id=\"T_54d7c_row9_col6\" class=\"data row9 col6\" >1.078521</td>\n                        <td id=\"T_54d7c_row9_col7\" class=\"data row9 col7\" >0.030463</td>\n                        <td id=\"T_54d7c_row9_col8\" class=\"data row9 col8\" >1.296145</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row10\" class=\"row_heading level0 row10\" >Sosa Hayes</th>\n                        <td id=\"T_54d7c_row10_col0\" class=\"data row10 col0\" >0.768927</td>\n                        <td id=\"T_54d7c_row10_col1\" class=\"data row10 col1\" >0.982523</td>\n                        <td id=\"T_54d7c_row10_col2\" class=\"data row10 col2\" >0.614668</td>\n                        <td id=\"T_54d7c_row10_col3\" class=\"data row10 col3\" >1.117348</td>\n                        <td id=\"T_54d7c_row10_col4\" class=\"data row10 col4\" >0.582486</td>\n                        <td id=\"T_54d7c_row10_col5\" class=\"data row10 col5\" >0.662091</td>\n                        <td id=\"T_54d7c_row10_col6\" class=\"data row10 col6\" >1.010972</td>\n                        <td id=\"T_54d7c_row10_col7\" class=\"data row10 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row10_col8\" class=\"data row10 col8\" >0.373725</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row11\" class=\"row_heading level0 row11\" >Burke Gonzales</th>\n                        <td id=\"T_54d7c_row11_col0\" class=\"data row11 col0\" >0.745085</td>\n                        <td id=\"T_54d7c_row11_col1\" class=\"data row11 col1\" >0.841587</td>\n                        <td id=\"T_54d7c_row11_col2\" class=\"data row11 col2\" >0.547095</td>\n                        <td id=\"T_54d7c_row11_col3\" class=\"data row11 col3\" >0.876847</td>\n                        <td id=\"T_54d7c_row11_col4\" class=\"data row11 col4\" >1.126117</td>\n                        <td id=\"T_54d7c_row11_col5\" class=\"data row11 col5\" >0.010000</td>\n                        <td id=\"T_54d7c_row11_col6\" class=\"data row11 col6\" >0.345669</td>\n                        <td id=\"T_54d7c_row11_col7\" class=\"data row11 col7\" >0.010000</td>\n                        <td id=\"T_54d7c_row11_col8\" class=\"data row11 col8\" >1.084688</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row12\" class=\"row_heading level0 row12\" >Yummy Elliott</th>\n                        <td id=\"T_54d7c_row12_col0\" class=\"data row12 col0\" >0.743472</td>\n                        <td id=\"T_54d7c_row12_col1\" class=\"data row12 col1\" >0.815749</td>\n                        <td id=\"T_54d7c_row12_col2\" class=\"data row12 col2\" >0.972959</td>\n                        <td id=\"T_54d7c_row12_col3\" class=\"data row12 col3\" >0.261429</td>\n                        <td id=\"T_54d7c_row12_col4\" class=\"data row12 col4\" >0.564895</td>\n                        <td id=\"T_54d7c_row12_col5\" class=\"data row12 col5\" >0.718450</td>\n                        <td id=\"T_54d7c_row12_col6\" class=\"data row12 col6\" >0.646727</td>\n                        <td id=\"T_54d7c_row12_col7\" class=\"data row12 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row12_col8\" class=\"data row12 col8\" >0.711972</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row13\" class=\"row_heading level0 row13\" >Rigby Friedrich</th>\n                        <td id=\"T_54d7c_row13_col0\" class=\"data row13 col0\" >0.739940</td>\n                        <td id=\"T_54d7c_row13_col1\" class=\"data row13 col1\" >0.816514</td>\n                        <td id=\"T_54d7c_row13_col2\" class=\"data row13 col2\" >0.612344</td>\n                        <td id=\"T_54d7c_row13_col3\" class=\"data row13 col3\" >1.169659</td>\n                        <td id=\"T_54d7c_row13_col4\" class=\"data row13 col4\" >0.528282</td>\n                        <td id=\"T_54d7c_row13_col5\" class=\"data row13 col5\" >0.153826</td>\n                        <td id=\"T_54d7c_row13_col6\" class=\"data row13 col6\" >0.493903</td>\n                        <td id=\"T_54d7c_row13_col7\" class=\"data row13 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row13_col8\" class=\"data row13 col8\" >0.990731</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row14\" class=\"row_heading level0 row14\" >Wesley Poole</th>\n                        <td id=\"T_54d7c_row14_col0\" class=\"data row14 col0\" >0.721194</td>\n                        <td id=\"T_54d7c_row14_col1\" class=\"data row14 col1\" >1.008383</td>\n                        <td id=\"T_54d7c_row14_col2\" class=\"data row14 col2\" >0.476494</td>\n                        <td id=\"T_54d7c_row14_col3\" class=\"data row14 col3\" >0.913536</td>\n                        <td id=\"T_54d7c_row14_col4\" class=\"data row14 col4\" >0.479476</td>\n                        <td id=\"T_54d7c_row14_col5\" class=\"data row14 col5\" >0.166996</td>\n                        <td id=\"T_54d7c_row14_col6\" class=\"data row14 col6\" >1.059152</td>\n                        <td id=\"T_54d7c_row14_col7\" class=\"data row14 col7\" >0.040691</td>\n                        <td id=\"T_54d7c_row14_col8\" class=\"data row14 col8\" >0.804348</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row15\" class=\"row_heading level0 row15\" >Isaac Johnson</th>\n                        <td id=\"T_54d7c_row15_col0\" class=\"data row15 col0\" >0.669080</td>\n                        <td id=\"T_54d7c_row15_col1\" class=\"data row15 col1\" >0.705737</td>\n                        <td id=\"T_54d7c_row15_col2\" class=\"data row15 col2\" >0.594943</td>\n                        <td id=\"T_54d7c_row15_col3\" class=\"data row15 col3\" >0.883392</td>\n                        <td id=\"T_54d7c_row15_col4\" class=\"data row15 col4\" >0.419747</td>\n                        <td id=\"T_54d7c_row15_col5\" class=\"data row15 col5\" >0.111383</td>\n                        <td id=\"T_54d7c_row15_col6\" class=\"data row15 col6\" >0.422888</td>\n                        <td id=\"T_54d7c_row15_col7\" class=\"data row15 col7\" >0.057962</td>\n                        <td id=\"T_54d7c_row15_col8\" class=\"data row15 col8\" >0.460581</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row16\" class=\"row_heading level0 row16\" >Engine Eberhardt</th>\n                        <td id=\"T_54d7c_row16_col0\" class=\"data row16 col0\" >0.652047</td>\n                        <td id=\"T_54d7c_row16_col1\" class=\"data row16 col1\" >0.939149</td>\n                        <td id=\"T_54d7c_row16_col2\" class=\"data row16 col2\" >0.349228</td>\n                        <td id=\"T_54d7c_row16_col3\" class=\"data row16 col3\" >1.153275</td>\n                        <td id=\"T_54d7c_row16_col4\" class=\"data row16 col4\" >0.661453</td>\n                        <td id=\"T_54d7c_row16_col5\" class=\"data row16 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row16_col6\" class=\"data row16 col6\" >0.425469</td>\n                        <td id=\"T_54d7c_row16_col7\" class=\"data row16 col7\" >0.001000</td>\n                        <td id=\"T_54d7c_row16_col8\" class=\"data row16 col8\" >0.673389</td>\n            </tr>\n            <tr>\n                        <th id=\"T_54d7c_level0_row17\" class=\"row_heading level0 row17\" >Xandra Pancakes</th>\n                        <td id=\"T_54d7c_row17_col0\" class=\"data row17 col0\" >0.544788</td>\n                        <td id=\"T_54d7c_row17_col1\" class=\"data row17 col1\" >0.492951</td>\n                        <td id=\"T_54d7c_row17_col2\" class=\"data row17 col2\" >0.584227</td>\n                        <td id=\"T_54d7c_row17_col3\" class=\"data row17 col3\" >0.164447</td>\n                        <td id=\"T_54d7c_row17_col4\" class=\"data row17 col4\" >0.876225</td>\n                        <td id=\"T_54d7c_row17_col5\" class=\"data row17 col5\" >0.001000</td>\n                        <td id=\"T_54d7c_row17_col6\" class=\"data row17 col6\" >0.894009</td>\n                        <td id=\"T_54d7c_row17_col7\" class=\"data row17 col7\" >0.910075</td>\n                        <td id=\"T_54d7c_row17_col8\" class=\"data row17 col8\" >0.590532</td>\n            </tr>\n    </tbody></table>"
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     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Lang Richardson"
     },
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    },
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nLang Richardson      3.0       0.5          3.5      3.5\nJacob Haynes         5.5       3.0          2.0      1.5\nBaby Triumphant      4.5       2.0          2.5      3.0\nAugust Sky           4.5       4.0          2.0      2.5\nBauer Zimmerman      4.5       1.5          3.0      2.5\nDenzel Scott         4.5       2.5          2.5      2.5\nPeanutiel Duffy      4.0       3.5          1.5      3.5\nRat Mason            4.0       1.5          2.5      3.0\nPaula Turnip         4.0       1.0          3.5      3.0\nHahn Fox             4.0       2.5          4.0      2.5\nPaula Mason          4.0       2.5          3.0      2.0\nWanda Schenn         4.0       2.5          2.5      4.0\nNic Winkler          4.0       1.5          3.0      1.5\nOrtiz Lopez          4.0       3.5          2.5      2.5\nRandy Dennis         4.0       1.5          2.5      3.5\nSlosh Truk           4.0       3.5          2.5      3.0\nSteph Weeks          4.0       2.0          4.0      3.0\nGoobie Ballson       3.5       3.0          1.5      1.0\nFran Beans           3.5       2.5          2.0      2.0\nFarrell Seagull      3.5       2.5          3.0      2.5\nElwin McGhee         3.5       1.5          4.0      3.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Jacob Haynes</th>\n      <td>5.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Baby Triumphant</th>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>August Sky</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Bauer Zimmerman</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>3.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Denzel Scott</th>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Peanutiel Duffy</th>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Rat Mason</th>\n      <td>4.0</td>\n      <td>1.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Paula Turnip</th>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Hahn Fox</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Paula Mason</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Wanda Schenn</th>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Nic Winkler</th>\n      <td>4.0</td>\n      <td>1.5</td>\n      <td>3.0</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Ortiz Lopez</th>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Randy Dennis</th>\n      <td>4.0</td>\n      <td>1.5</td>\n      <td>2.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Slosh Truk</th>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Steph Weeks</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Goobie Ballson</th>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>Fran Beans</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Farrell Seagull</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Elwin McGhee</th>\n      <td>3.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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class=\"data row0 col1\" >0.812722</td>\n                        <td id=\"T_78c34_row0_col2\" class=\"data row0 col2\" >0.400621</td>\n                        <td id=\"T_78c34_row0_col3\" class=\"data row0 col3\" >0.622843</td>\n                        <td id=\"T_78c34_row0_col4\" class=\"data row0 col4\" >0.941821</td>\n                        <td id=\"T_78c34_row0_col5\" class=\"data row0 col5\" >0.205246</td>\n                        <td id=\"T_78c34_row0_col6\" class=\"data row0 col6\" >0.498400</td>\n                        <td id=\"T_78c34_row0_col7\" class=\"data row0 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row0_col8\" class=\"data row0 col8\" >0.551015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row1\" class=\"row_heading level0 row1\" >Jacob Haynes</th>\n                        <td id=\"T_78c34_row1_col0\" class=\"data row1 col0\" >1.066191</td>\n                        <td id=\"T_78c34_row1_col1\" class=\"data row1 col1\" >1.263815</td>\n                        <td id=\"T_78c34_row1_col2\" class=\"data row1 col2\" >0.942263</td>\n                        <td id=\"T_78c34_row1_col3\" class=\"data row1 col3\" >1.101913</td>\n                        <td id=\"T_78c34_row1_col4\" class=\"data row1 col4\" >1.219008</td>\n                        <td id=\"T_78c34_row1_col5\" class=\"data row1 col5\" >0.001000</td>\n                        <td id=\"T_78c34_row1_col6\" class=\"data row1 col6\" >0.396483</td>\n                        <td id=\"T_78c34_row1_col7\" class=\"data row1 col7\" >0.060000</td>\n                        <td id=\"T_78c34_row1_col8\" class=\"data row1 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row2\" class=\"row_heading level0 row2\" >Baby Triumphant</th>\n                        <td id=\"T_78c34_row2_col0\" class=\"data row2 col0\" >0.927529</td>\n                        <td id=\"T_78c34_row2_col1\" class=\"data row2 col1\" >0.939663</td>\n                        <td id=\"T_78c34_row2_col2\" class=\"data row2 col2\" >1.109047</td>\n                        <td id=\"T_78c34_row2_col3\" class=\"data row2 col3\" >0.626394</td>\n                        <td id=\"T_78c34_row2_col4\" class=\"data row2 col4\" >0.730501</td>\n                        <td id=\"T_78c34_row2_col5\" class=\"data row2 col5\" >0.001000</td>\n                        <td id=\"T_78c34_row2_col6\" class=\"data row2 col6\" >0.217618</td>\n                        <td id=\"T_78c34_row2_col7\" class=\"data row2 col7\" >0.047784</td>\n                        <td id=\"T_78c34_row2_col8\" class=\"data row2 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row3\" class=\"row_heading level0 row3\" >August Sky</th>\n                        <td id=\"T_78c34_row3_col0\" class=\"data row3 col0\" >0.896214</td>\n                        <td id=\"T_78c34_row3_col1\" class=\"data row3 col1\" >1.023915</td>\n                        <td id=\"T_78c34_row3_col2\" class=\"data row3 col2\" >0.872428</td>\n                        <td id=\"T_78c34_row3_col3\" class=\"data row3 col3\" >0.931996</td>\n                        <td id=\"T_78c34_row3_col4\" class=\"data row3 col4\" >0.703057</td>\n                        <td id=\"T_78c34_row3_col5\" class=\"data row3 col5\" >0.321205</td>\n                        <td id=\"T_78c34_row3_col6\" class=\"data row3 col6\" >0.386864</td>\n                        <td id=\"T_78c34_row3_col7\" class=\"data row3 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row3_col8\" class=\"data row3 col8\" >0.389760</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row4\" class=\"row_heading level0 row4\" >Bauer Zimmerman</th>\n                        <td id=\"T_78c34_row4_col0\" class=\"data row4 col0\" >0.884063</td>\n                        <td id=\"T_78c34_row4_col1\" class=\"data row4 col1\" >0.963640</td>\n                        <td id=\"T_78c34_row4_col2\" class=\"data row4 col2\" >0.967942</td>\n                        <td id=\"T_78c34_row4_col3\" class=\"data row4 col3\" >0.413869</td>\n                        <td id=\"T_78c34_row4_col4\" class=\"data row4 col4\" >0.969917</td>\n                        <td id=\"T_78c34_row4_col5\" class=\"data row4 col5\" >0.426705</td>\n                        <td id=\"T_78c34_row4_col6\" class=\"data row4 col6\" >0.926229</td>\n                        <td id=\"T_78c34_row4_col7\" class=\"data row4 col7\" >0.100000</td>\n                        <td id=\"T_78c34_row4_col8\" class=\"data row4 col8\" >0.225597</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row5\" class=\"row_heading level0 row5\" >Denzel Scott</th>\n                        <td id=\"T_78c34_row5_col0\" class=\"data row5 col0\" >0.850411</td>\n                        <td id=\"T_78c34_row5_col1\" class=\"data row5 col1\" >0.963515</td>\n                        <td id=\"T_78c34_row5_col2\" class=\"data row5 col2\" >0.849616</td>\n                        <td id=\"T_78c34_row5_col3\" class=\"data row5 col3\" >0.566107</td>\n                        <td id=\"T_78c34_row5_col4\" class=\"data row5 col4\" >0.627399</td>\n                        <td id=\"T_78c34_row5_col5\" class=\"data row5 col5\" >0.119743</td>\n                        <td id=\"T_78c34_row5_col6\" class=\"data row5 col6\" >0.673793</td>\n                        <td id=\"T_78c34_row5_col7\" class=\"data row5 col7\" >0.007747</td>\n                        <td id=\"T_78c34_row5_col8\" class=\"data row5 col8\" >0.949707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row6\" class=\"row_heading level0 row6\" >Peanutiel Duffy</th>\n                        <td id=\"T_78c34_row6_col0\" class=\"data row6 col0\" >0.841420</td>\n                        <td id=\"T_78c34_row6_col1\" class=\"data row6 col1\" >1.038584</td>\n                        <td id=\"T_78c34_row6_col2\" class=\"data row6 col2\" >0.738454</td>\n                        <td id=\"T_78c34_row6_col3\" class=\"data row6 col3\" >0.996131</td>\n                        <td id=\"T_78c34_row6_col4\" class=\"data row6 col4\" >0.670202</td>\n                        <td id=\"T_78c34_row6_col5\" class=\"data row6 col5\" >0.418180</td>\n                        <td id=\"T_78c34_row6_col6\" class=\"data row6 col6\" >0.343720</td>\n                        <td id=\"T_78c34_row6_col7\" class=\"data row6 col7\" >0.100000</td>\n                        <td id=\"T_78c34_row6_col8\" class=\"data row6 col8\" >0.240592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row7\" class=\"row_heading level0 row7\" >Rat Mason</th>\n                        <td id=\"T_78c34_row7_col0\" class=\"data row7 col0\" >0.831824</td>\n                        <td id=\"T_78c34_row7_col1\" class=\"data row7 col1\" >1.089116</td>\n                        <td id=\"T_78c34_row7_col2\" class=\"data row7 col2\" >0.635958</td>\n                        <td id=\"T_78c34_row7_col3\" class=\"data row7 col3\" >0.783859</td>\n                        <td id=\"T_78c34_row7_col4\" class=\"data row7 col4\" >0.732174</td>\n                        <td id=\"T_78c34_row7_col5\" class=\"data row7 col5\" >0.207444</td>\n                        <td id=\"T_78c34_row7_col6\" class=\"data row7 col6\" >0.899090</td>\n                        <td id=\"T_78c34_row7_col7\" class=\"data row7 col7\" >0.019604</td>\n                        <td id=\"T_78c34_row7_col8\" class=\"data row7 col8\" >0.485050</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row8\" class=\"row_heading level0 row8\" >Paula Turnip</th>\n                        <td id=\"T_78c34_row8_col0\" class=\"data row8 col0\" >0.816815</td>\n                        <td id=\"T_78c34_row8_col1\" class=\"data row8 col1\" >0.766132</td>\n                        <td id=\"T_78c34_row8_col2\" class=\"data row8 col2\" >1.017299</td>\n                        <td id=\"T_78c34_row8_col3\" class=\"data row8 col3\" >0.583585</td>\n                        <td id=\"T_78c34_row8_col4\" class=\"data row8 col4\" >0.885149</td>\n                        <td id=\"T_78c34_row8_col5\" class=\"data row8 col5\" >0.544858</td>\n                        <td id=\"T_78c34_row8_col6\" class=\"data row8 col6\" >0.284335</td>\n                        <td id=\"T_78c34_row8_col7\" class=\"data row8 col7\" >0.100000</td>\n                        <td id=\"T_78c34_row8_col8\" class=\"data row8 col8\" >0.261251</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row9\" class=\"row_heading level0 row9\" >Hahn Fox</th>\n                        <td id=\"T_78c34_row9_col0\" class=\"data row9 col0\" >0.806886</td>\n                        <td id=\"T_78c34_row9_col1\" class=\"data row9 col1\" >0.889348</td>\n                        <td id=\"T_78c34_row9_col2\" class=\"data row9 col2\" >0.971066</td>\n                        <td id=\"T_78c34_row9_col3\" class=\"data row9 col3\" >0.656774</td>\n                        <td id=\"T_78c34_row9_col4\" class=\"data row9 col4\" >0.409341</td>\n                        <td id=\"T_78c34_row9_col5\" class=\"data row9 col5\" >0.653772</td>\n                        <td id=\"T_78c34_row9_col6\" class=\"data row9 col6\" >0.607895</td>\n                        <td id=\"T_78c34_row9_col7\" class=\"data row9 col7\" >0.160000</td>\n                        <td id=\"T_78c34_row9_col8\" class=\"data row9 col8\" >0.386523</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row10\" class=\"row_heading level0 row10\" >Paula Mason</th>\n                        <td id=\"T_78c34_row10_col0\" class=\"data row10 col0\" >0.776714</td>\n                        <td id=\"T_78c34_row10_col1\" class=\"data row10 col1\" >0.652438</td>\n                        <td id=\"T_78c34_row10_col2\" class=\"data row10 col2\" >0.982483</td>\n                        <td id=\"T_78c34_row10_col3\" class=\"data row10 col3\" >0.483644</td>\n                        <td id=\"T_78c34_row10_col4\" class=\"data row10 col4\" >0.608965</td>\n                        <td id=\"T_78c34_row10_col5\" class=\"data row10 col5\" >0.010000</td>\n                        <td id=\"T_78c34_row10_col6\" class=\"data row10 col6\" >0.827057</td>\n                        <td id=\"T_78c34_row10_col7\" class=\"data row10 col7\" >0.100000</td>\n                        <td id=\"T_78c34_row10_col8\" class=\"data row10 col8\" >0.277885</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row11\" class=\"row_heading level0 row11\" >Wanda Schenn</th>\n                        <td id=\"T_78c34_row11_col0\" class=\"data row11 col0\" >0.773087</td>\n                        <td id=\"T_78c34_row11_col1\" class=\"data row11 col1\" >0.507807</td>\n                        <td id=\"T_78c34_row11_col2\" class=\"data row11 col2\" >1.188279</td>\n                        <td id=\"T_78c34_row11_col3\" class=\"data row11 col3\" >1.204166</td>\n                        <td id=\"T_78c34_row11_col4\" class=\"data row11 col4\" >0.468774</td>\n                        <td id=\"T_78c34_row11_col5\" class=\"data row11 col5\" >0.037260</td>\n                        <td id=\"T_78c34_row11_col6\" class=\"data row11 col6\" >0.318748</td>\n                        <td id=\"T_78c34_row11_col7\" class=\"data row11 col7\" >0.724941</td>\n                        <td id=\"T_78c34_row11_col8\" class=\"data row11 col8\" >0.409040</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row12\" class=\"row_heading level0 row12\" >Nic Winkler</th>\n                        <td id=\"T_78c34_row12_col0\" class=\"data row12 col0\" >0.770606</td>\n                        <td id=\"T_78c34_row12_col1\" class=\"data row12 col1\" >0.571435</td>\n                        <td id=\"T_78c34_row12_col2\" class=\"data row12 col2\" >1.076621</td>\n                        <td id=\"T_78c34_row12_col3\" class=\"data row12 col3\" >0.415615</td>\n                        <td id=\"T_78c34_row12_col4\" class=\"data row12 col4\" >0.807003</td>\n                        <td id=\"T_78c34_row12_col5\" class=\"data row12 col5\" >0.001000</td>\n                        <td id=\"T_78c34_row12_col6\" class=\"data row12 col6\" >0.656715</td>\n                        <td id=\"T_78c34_row12_col7\" class=\"data row12 col7\" >0.016265</td>\n                        <td id=\"T_78c34_row12_col8\" class=\"data row12 col8\" >1.144405</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row13\" class=\"row_heading level0 row13\" >Ortiz Lopez</th>\n                        <td id=\"T_78c34_row13_col0\" class=\"data row13 col0\" >0.769846</td>\n                        <td id=\"T_78c34_row13_col1\" class=\"data row13 col1\" >0.626421</td>\n                        <td id=\"T_78c34_row13_col2\" class=\"data row13 col2\" >0.817599</td>\n                        <td id=\"T_78c34_row13_col3\" class=\"data row13 col3\" >0.735515</td>\n                        <td id=\"T_78c34_row13_col4\" class=\"data row13 col4\" >1.222511</td>\n                        <td id=\"T_78c34_row13_col5\" class=\"data row13 col5\" >0.118026</td>\n                        <td id=\"T_78c34_row13_col6\" class=\"data row13 col6\" >0.519093</td>\n                        <td id=\"T_78c34_row13_col7\" class=\"data row13 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row13_col8\" class=\"data row13 col8\" >1.194670</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row14\" class=\"row_heading level0 row14\" >Randy Dennis</th>\n                        <td id=\"T_78c34_row14_col0\" class=\"data row14 col0\" >0.766484</td>\n                        <td id=\"T_78c34_row14_col1\" class=\"data row14 col1\" >1.024745</td>\n                        <td id=\"T_78c34_row14_col2\" class=\"data row14 col2\" >0.795479</td>\n                        <td id=\"T_78c34_row14_col3\" class=\"data row14 col3\" >0.586494</td>\n                        <td id=\"T_78c34_row14_col4\" class=\"data row14 col4\" >0.328547</td>\n                        <td id=\"T_78c34_row14_col5\" class=\"data row14 col5\" >0.655578</td>\n                        <td id=\"T_78c34_row14_col6\" class=\"data row14 col6\" >0.428107</td>\n                        <td id=\"T_78c34_row14_col7\" class=\"data row14 col7\" >0.062983</td>\n                        <td id=\"T_78c34_row14_col8\" class=\"data row14 col8\" >1.072709</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row15\" class=\"row_heading level0 row15\" >Slosh Truk</th>\n                        <td id=\"T_78c34_row15_col0\" class=\"data row15 col0\" >0.762259</td>\n                        <td id=\"T_78c34_row15_col1\" class=\"data row15 col1\" >0.794891</td>\n                        <td id=\"T_78c34_row15_col2\" class=\"data row15 col2\" >0.606278</td>\n                        <td id=\"T_78c34_row15_col3\" class=\"data row15 col3\" >0.929424</td>\n                        <td id=\"T_78c34_row15_col4\" class=\"data row15 col4\" >0.885297</td>\n                        <td id=\"T_78c34_row15_col5\" class=\"data row15 col5\" >0.001000</td>\n                        <td id=\"T_78c34_row15_col6\" class=\"data row15 col6\" >0.937363</td>\n                        <td id=\"T_78c34_row15_col7\" class=\"data row15 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row15_col8\" class=\"data row15 col8\" >0.196448</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row16\" class=\"row_heading level0 row16\" >Steph Weeks</th>\n                        <td id=\"T_78c34_row16_col0\" class=\"data row16 col0\" >0.755797</td>\n                        <td id=\"T_78c34_row16_col1\" class=\"data row16 col1\" >0.924079</td>\n                        <td id=\"T_78c34_row16_col2\" class=\"data row16 col2\" >0.535894</td>\n                        <td id=\"T_78c34_row16_col3\" class=\"data row16 col3\" >0.995993</td>\n                        <td id=\"T_78c34_row16_col4\" class=\"data row16 col4\" >0.983331</td>\n                        <td id=\"T_78c34_row16_col5\" class=\"data row16 col5\" >0.468980</td>\n                        <td id=\"T_78c34_row16_col6\" class=\"data row16 col6\" >0.961211</td>\n                        <td id=\"T_78c34_row16_col7\" class=\"data row16 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row16_col8\" class=\"data row16 col8\" >0.691205</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row17\" class=\"row_heading level0 row17\" >Goobie Ballson</th>\n                        <td id=\"T_78c34_row17_col0\" class=\"data row17 col0\" >0.740323</td>\n                        <td id=\"T_78c34_row17_col1\" class=\"data row17 col1\" >0.914244</td>\n                        <td id=\"T_78c34_row17_col2\" class=\"data row17 col2\" >0.634407</td>\n                        <td id=\"T_78c34_row17_col3\" class=\"data row17 col3\" >0.847116</td>\n                        <td id=\"T_78c34_row17_col4\" class=\"data row17 col4\" >0.440134</td>\n                        <td id=\"T_78c34_row17_col5\" class=\"data row17 col5\" >0.457991</td>\n                        <td id=\"T_78c34_row17_col6\" class=\"data row17 col6\" >0.804753</td>\n                        <td id=\"T_78c34_row17_col7\" class=\"data row17 col7\" >0.100000</td>\n                        <td id=\"T_78c34_row17_col8\" class=\"data row17 col8\" >0.957262</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row18\" class=\"row_heading level0 row18\" >Fran Beans</th>\n                        <td id=\"T_78c34_row18_col0\" class=\"data row18 col0\" >0.723445</td>\n                        <td id=\"T_78c34_row18_col1\" class=\"data row18 col1\" >0.803697</td>\n                        <td id=\"T_78c34_row18_col2\" class=\"data row18 col2\" >0.907654</td>\n                        <td id=\"T_78c34_row18_col3\" class=\"data row18 col3\" >0.517198</td>\n                        <td id=\"T_78c34_row18_col4\" class=\"data row18 col4\" >0.410426</td>\n                        <td id=\"T_78c34_row18_col5\" class=\"data row18 col5\" >0.743872</td>\n                        <td id=\"T_78c34_row18_col6\" class=\"data row18 col6\" >0.240892</td>\n                        <td id=\"T_78c34_row18_col7\" class=\"data row18 col7\" >0.050484</td>\n                        <td id=\"T_78c34_row18_col8\" class=\"data row18 col8\" >0.806415</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row19\" class=\"row_heading level0 row19\" >Farrell Seagull</th>\n                        <td id=\"T_78c34_row19_col0\" class=\"data row19 col0\" >0.719333</td>\n                        <td id=\"T_78c34_row19_col1\" class=\"data row19 col1\" >0.915624</td>\n                        <td id=\"T_78c34_row19_col2\" class=\"data row19 col2\" >0.539203</td>\n                        <td id=\"T_78c34_row19_col3\" class=\"data row19 col3\" >0.311956</td>\n                        <td id=\"T_78c34_row19_col4\" class=\"data row19 col4\" >1.037038</td>\n                        <td id=\"T_78c34_row19_col5\" class=\"data row19 col5\" >0.001000</td>\n                        <td id=\"T_78c34_row19_col6\" class=\"data row19 col6\" >1.122015</td>\n                        <td id=\"T_78c34_row19_col7\" class=\"data row19 col7\" >0.001000</td>\n                        <td id=\"T_78c34_row19_col8\" class=\"data row19 col8\" >0.792720</td>\n            </tr>\n            <tr>\n                        <th id=\"T_78c34_level0_row20\" class=\"row_heading level0 row20\" >Elwin McGhee</th>\n                        <td id=\"T_78c34_row20_col0\" class=\"data row20 col0\" >0.703012</td>\n                        <td id=\"T_78c34_row20_col1\" class=\"data row20 col1\" >0.547615</td>\n                        <td id=\"T_78c34_row20_col2\" class=\"data row20 col2\" >0.989202</td>\n                        <td id=\"T_78c34_row20_col3\" class=\"data row20 col3\" >0.765081</td>\n                        <td id=\"T_78c34_row20_col4\" class=\"data row20 col4\" >0.537636</td>\n                        <td id=\"T_78c34_row20_col5\" class=\"data row20 col5\" >0.669070</td>\n                        <td id=\"T_78c34_row20_col6\" class=\"data row20 col6\" >0.852909</td>\n                        <td id=\"T_78c34_row20_col7\" class=\"data row20 col7\" >0.719645</td>\n                        <td id=\"T_78c34_row20_col8\" class=\"data row20 col8\" >0.545918</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Yusef Puddles"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    Batting  Pitching  Baserunning  Defense\nYusef Puddles           2.0       2.5          3.0      3.5\nJacob Haynes            5.5       3.0          2.0      1.5\nBaby Triumphant         4.5       2.0          2.5      3.0\nBauer Zimmerman         4.5       1.5          3.0      2.5\nDenzel Scott            4.5       2.5          2.5      2.5\nPeanutiel Duffy         4.0       3.5          1.5      3.5\nRat Mason               4.0       1.5          2.5      3.0\nPaula Turnip            4.0       1.0          3.5      3.0\nPaula Mason             4.0       2.5          3.0      2.0\nWanda Schenn            4.0       2.5          2.5      4.0\nNic Winkler             4.0       1.5          3.0      1.5\nOrtiz Lopez             4.0       3.5          2.5      2.5\nRandy Dennis            4.0       1.5          2.5      3.5\nSlosh Truk              4.0       3.5          2.5      3.0\nSteph Weeks             4.0       2.0          4.0      3.0\nGoobie Ballson          3.5       3.0          1.5      1.0\nFran Beans              3.5       2.5          2.0      2.0\nFarrell Seagull         3.5       2.5          3.0      2.5\nElwin McGhee            3.5       1.5          4.0      3.0\nErin Jesaulenko         3.5       1.5          3.0      2.5\nAlexandria Rosales      3.5       4.5          2.0      2.0",
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>Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_bf633_level0_row0\" class=\"row_heading level0 row0\" >Yusef Puddles</th>\n                        <td id=\"T_bf633_row0_col0\" class=\"data row0 col0\" >0.429562</td>\n                        <td id=\"T_bf633_row0_col1\" class=\"data row0 col1\" >1.033698</td>\n                        <td id=\"T_bf633_row0_col2\" class=\"data row0 col2\" >0.184577</td>\n                        <td id=\"T_bf633_row0_col3\" class=\"data row0 col3\" >0.675196</td>\n                        <td id=\"T_bf633_row0_col4\" class=\"data row0 col4\" >0.151908</td>\n                        <td id=\"T_bf633_row0_col5\" class=\"data row0 col5\" >0.630778</td>\n                        <td id=\"T_bf633_row0_col6\" class=\"data row0 col6\" >0.110821</td>\n                        <td id=\"T_bf633_row0_col7\" class=\"data row0 col7\" >0.057271</td>\n                        <td id=\"T_bf633_row0_col8\" class=\"data row0 col8\" >1.010015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row1\" class=\"row_heading level0 row1\" >Jacob Haynes</th>\n                        <td id=\"T_bf633_row1_col0\" class=\"data row1 col0\" >1.066191</td>\n                        <td id=\"T_bf633_row1_col1\" class=\"data row1 col1\" >1.263815</td>\n                        <td id=\"T_bf633_row1_col2\" class=\"data row1 col2\" >0.942263</td>\n                        <td id=\"T_bf633_row1_col3\" class=\"data row1 col3\" >1.101913</td>\n                        <td id=\"T_bf633_row1_col4\" class=\"data row1 col4\" >1.219008</td>\n                        <td id=\"T_bf633_row1_col5\" class=\"data row1 col5\" >0.001000</td>\n                        <td id=\"T_bf633_row1_col6\" class=\"data row1 col6\" >0.396483</td>\n                        <td id=\"T_bf633_row1_col7\" class=\"data row1 col7\" >0.060000</td>\n                        <td id=\"T_bf633_row1_col8\" class=\"data row1 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row2\" class=\"row_heading level0 row2\" >Baby Triumphant</th>\n                        <td id=\"T_bf633_row2_col0\" class=\"data row2 col0\" >0.927529</td>\n                        <td id=\"T_bf633_row2_col1\" class=\"data row2 col1\" >0.939663</td>\n                        <td id=\"T_bf633_row2_col2\" class=\"data row2 col2\" >1.109047</td>\n                        <td id=\"T_bf633_row2_col3\" class=\"data row2 col3\" >0.626394</td>\n                        <td id=\"T_bf633_row2_col4\" class=\"data row2 col4\" >0.730501</td>\n                        <td id=\"T_bf633_row2_col5\" class=\"data row2 col5\" >0.001000</td>\n                        <td id=\"T_bf633_row2_col6\" class=\"data row2 col6\" >0.217618</td>\n                        <td id=\"T_bf633_row2_col7\" class=\"data row2 col7\" >0.047784</td>\n                        <td id=\"T_bf633_row2_col8\" class=\"data row2 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row3\" class=\"row_heading level0 row3\" >Bauer Zimmerman</th>\n                        <td id=\"T_bf633_row3_col0\" class=\"data row3 col0\" >0.884063</td>\n                        <td id=\"T_bf633_row3_col1\" class=\"data row3 col1\" >0.963640</td>\n                        <td id=\"T_bf633_row3_col2\" class=\"data row3 col2\" >0.967942</td>\n                        <td id=\"T_bf633_row3_col3\" class=\"data row3 col3\" >0.413869</td>\n                        <td id=\"T_bf633_row3_col4\" class=\"data row3 col4\" >0.969917</td>\n                        <td id=\"T_bf633_row3_col5\" class=\"data row3 col5\" >0.426705</td>\n                        <td id=\"T_bf633_row3_col6\" class=\"data row3 col6\" >0.926229</td>\n                        <td id=\"T_bf633_row3_col7\" class=\"data row3 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row3_col8\" class=\"data row3 col8\" >0.225597</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row4\" class=\"row_heading level0 row4\" >Denzel Scott</th>\n                        <td id=\"T_bf633_row4_col0\" class=\"data row4 col0\" >0.850411</td>\n                        <td id=\"T_bf633_row4_col1\" class=\"data row4 col1\" >0.963515</td>\n                        <td id=\"T_bf633_row4_col2\" class=\"data row4 col2\" >0.849616</td>\n                        <td id=\"T_bf633_row4_col3\" class=\"data row4 col3\" >0.566107</td>\n                        <td id=\"T_bf633_row4_col4\" class=\"data row4 col4\" >0.627399</td>\n                        <td id=\"T_bf633_row4_col5\" class=\"data row4 col5\" >0.119743</td>\n                        <td id=\"T_bf633_row4_col6\" class=\"data row4 col6\" >0.673793</td>\n                        <td id=\"T_bf633_row4_col7\" class=\"data row4 col7\" >0.007747</td>\n                        <td id=\"T_bf633_row4_col8\" class=\"data row4 col8\" >0.949707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row5\" class=\"row_heading level0 row5\" >Peanutiel Duffy</th>\n                        <td id=\"T_bf633_row5_col0\" class=\"data row5 col0\" >0.841420</td>\n                        <td id=\"T_bf633_row5_col1\" class=\"data row5 col1\" >1.038584</td>\n                        <td id=\"T_bf633_row5_col2\" class=\"data row5 col2\" >0.738454</td>\n                        <td id=\"T_bf633_row5_col3\" class=\"data row5 col3\" >0.996131</td>\n                        <td id=\"T_bf633_row5_col4\" class=\"data row5 col4\" >0.670202</td>\n                        <td id=\"T_bf633_row5_col5\" class=\"data row5 col5\" >0.418180</td>\n                        <td id=\"T_bf633_row5_col6\" class=\"data row5 col6\" >0.343720</td>\n                        <td id=\"T_bf633_row5_col7\" class=\"data row5 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row5_col8\" class=\"data row5 col8\" >0.240592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row6\" class=\"row_heading level0 row6\" >Rat Mason</th>\n                        <td id=\"T_bf633_row6_col0\" class=\"data row6 col0\" >0.831824</td>\n                        <td id=\"T_bf633_row6_col1\" class=\"data row6 col1\" >1.089116</td>\n                        <td id=\"T_bf633_row6_col2\" class=\"data row6 col2\" >0.635958</td>\n                        <td id=\"T_bf633_row6_col3\" class=\"data row6 col3\" >0.783859</td>\n                        <td id=\"T_bf633_row6_col4\" class=\"data row6 col4\" >0.732174</td>\n                        <td id=\"T_bf633_row6_col5\" class=\"data row6 col5\" >0.207444</td>\n                        <td id=\"T_bf633_row6_col6\" class=\"data row6 col6\" >0.899090</td>\n                        <td id=\"T_bf633_row6_col7\" class=\"data row6 col7\" >0.019604</td>\n                        <td id=\"T_bf633_row6_col8\" class=\"data row6 col8\" >0.485050</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row7\" class=\"row_heading level0 row7\" >Paula Turnip</th>\n                        <td id=\"T_bf633_row7_col0\" class=\"data row7 col0\" >0.816815</td>\n                        <td id=\"T_bf633_row7_col1\" class=\"data row7 col1\" >0.766132</td>\n                        <td id=\"T_bf633_row7_col2\" class=\"data row7 col2\" >1.017299</td>\n                        <td id=\"T_bf633_row7_col3\" class=\"data row7 col3\" >0.583585</td>\n                        <td id=\"T_bf633_row7_col4\" class=\"data row7 col4\" >0.885149</td>\n                        <td id=\"T_bf633_row7_col5\" class=\"data row7 col5\" >0.544858</td>\n                        <td id=\"T_bf633_row7_col6\" class=\"data row7 col6\" >0.284335</td>\n                        <td id=\"T_bf633_row7_col7\" class=\"data row7 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row7_col8\" class=\"data row7 col8\" >0.261251</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row8\" class=\"row_heading level0 row8\" >Paula Mason</th>\n                        <td id=\"T_bf633_row8_col0\" class=\"data row8 col0\" >0.776714</td>\n                        <td id=\"T_bf633_row8_col1\" class=\"data row8 col1\" >0.652438</td>\n                        <td id=\"T_bf633_row8_col2\" class=\"data row8 col2\" >0.982483</td>\n                        <td id=\"T_bf633_row8_col3\" class=\"data row8 col3\" >0.483644</td>\n                        <td id=\"T_bf633_row8_col4\" class=\"data row8 col4\" >0.608965</td>\n                        <td id=\"T_bf633_row8_col5\" class=\"data row8 col5\" >0.010000</td>\n                        <td id=\"T_bf633_row8_col6\" class=\"data row8 col6\" >0.827057</td>\n                        <td id=\"T_bf633_row8_col7\" class=\"data row8 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row8_col8\" class=\"data row8 col8\" >0.277885</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row9\" class=\"row_heading level0 row9\" >Wanda Schenn</th>\n                        <td id=\"T_bf633_row9_col0\" class=\"data row9 col0\" >0.773087</td>\n                        <td id=\"T_bf633_row9_col1\" class=\"data row9 col1\" >0.507807</td>\n                        <td id=\"T_bf633_row9_col2\" class=\"data row9 col2\" >1.188279</td>\n                        <td id=\"T_bf633_row9_col3\" class=\"data row9 col3\" >1.204166</td>\n                        <td id=\"T_bf633_row9_col4\" class=\"data row9 col4\" >0.468774</td>\n                        <td id=\"T_bf633_row9_col5\" class=\"data row9 col5\" >0.037260</td>\n                        <td id=\"T_bf633_row9_col6\" class=\"data row9 col6\" >0.318748</td>\n                        <td id=\"T_bf633_row9_col7\" class=\"data row9 col7\" >0.724941</td>\n                        <td id=\"T_bf633_row9_col8\" class=\"data row9 col8\" >0.409040</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row10\" class=\"row_heading level0 row10\" >Nic Winkler</th>\n                        <td id=\"T_bf633_row10_col0\" class=\"data row10 col0\" >0.770606</td>\n                        <td id=\"T_bf633_row10_col1\" class=\"data row10 col1\" >0.571435</td>\n                        <td id=\"T_bf633_row10_col2\" class=\"data row10 col2\" >1.076621</td>\n                        <td id=\"T_bf633_row10_col3\" class=\"data row10 col3\" >0.415615</td>\n                        <td id=\"T_bf633_row10_col4\" class=\"data row10 col4\" >0.807003</td>\n                        <td id=\"T_bf633_row10_col5\" class=\"data row10 col5\" >0.001000</td>\n                        <td id=\"T_bf633_row10_col6\" class=\"data row10 col6\" >0.656715</td>\n                        <td id=\"T_bf633_row10_col7\" class=\"data row10 col7\" >0.016265</td>\n                        <td id=\"T_bf633_row10_col8\" class=\"data row10 col8\" >1.144405</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row11\" class=\"row_heading level0 row11\" >Ortiz Lopez</th>\n                        <td id=\"T_bf633_row11_col0\" class=\"data row11 col0\" >0.769846</td>\n                        <td id=\"T_bf633_row11_col1\" class=\"data row11 col1\" >0.626421</td>\n                        <td id=\"T_bf633_row11_col2\" class=\"data row11 col2\" >0.817599</td>\n                        <td id=\"T_bf633_row11_col3\" class=\"data row11 col3\" >0.735515</td>\n                        <td id=\"T_bf633_row11_col4\" class=\"data row11 col4\" >1.222511</td>\n                        <td id=\"T_bf633_row11_col5\" class=\"data row11 col5\" >0.118026</td>\n                        <td id=\"T_bf633_row11_col6\" class=\"data row11 col6\" >0.519093</td>\n                        <td id=\"T_bf633_row11_col7\" class=\"data row11 col7\" >0.001000</td>\n                        <td id=\"T_bf633_row11_col8\" class=\"data row11 col8\" >1.194670</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row12\" class=\"row_heading level0 row12\" >Randy Dennis</th>\n                        <td id=\"T_bf633_row12_col0\" class=\"data row12 col0\" >0.766484</td>\n                        <td id=\"T_bf633_row12_col1\" class=\"data row12 col1\" >1.024745</td>\n                        <td id=\"T_bf633_row12_col2\" class=\"data row12 col2\" >0.795479</td>\n                        <td id=\"T_bf633_row12_col3\" class=\"data row12 col3\" >0.586494</td>\n                        <td id=\"T_bf633_row12_col4\" class=\"data row12 col4\" >0.328547</td>\n                        <td id=\"T_bf633_row12_col5\" class=\"data row12 col5\" >0.655578</td>\n                        <td id=\"T_bf633_row12_col6\" class=\"data row12 col6\" >0.428107</td>\n                        <td id=\"T_bf633_row12_col7\" class=\"data row12 col7\" >0.062983</td>\n                        <td id=\"T_bf633_row12_col8\" class=\"data row12 col8\" >1.072709</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row13\" class=\"row_heading level0 row13\" >Slosh Truk</th>\n                        <td id=\"T_bf633_row13_col0\" class=\"data row13 col0\" >0.762259</td>\n                        <td id=\"T_bf633_row13_col1\" class=\"data row13 col1\" >0.794891</td>\n                        <td id=\"T_bf633_row13_col2\" class=\"data row13 col2\" >0.606278</td>\n                        <td id=\"T_bf633_row13_col3\" class=\"data row13 col3\" >0.929424</td>\n                        <td id=\"T_bf633_row13_col4\" class=\"data row13 col4\" >0.885297</td>\n                        <td id=\"T_bf633_row13_col5\" class=\"data row13 col5\" >0.001000</td>\n                        <td id=\"T_bf633_row13_col6\" class=\"data row13 col6\" >0.937363</td>\n                        <td id=\"T_bf633_row13_col7\" class=\"data row13 col7\" >0.001000</td>\n                        <td id=\"T_bf633_row13_col8\" class=\"data row13 col8\" >0.196448</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row14\" class=\"row_heading level0 row14\" >Steph Weeks</th>\n                        <td id=\"T_bf633_row14_col0\" class=\"data row14 col0\" >0.755797</td>\n                        <td id=\"T_bf633_row14_col1\" class=\"data row14 col1\" >0.924079</td>\n                        <td id=\"T_bf633_row14_col2\" class=\"data row14 col2\" >0.535894</td>\n                        <td id=\"T_bf633_row14_col3\" class=\"data row14 col3\" >0.995993</td>\n                        <td id=\"T_bf633_row14_col4\" class=\"data row14 col4\" >0.983331</td>\n                        <td id=\"T_bf633_row14_col5\" class=\"data row14 col5\" >0.468980</td>\n                        <td id=\"T_bf633_row14_col6\" class=\"data row14 col6\" >0.961211</td>\n                        <td id=\"T_bf633_row14_col7\" class=\"data row14 col7\" >0.001000</td>\n                        <td id=\"T_bf633_row14_col8\" class=\"data row14 col8\" >0.691205</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row15\" class=\"row_heading level0 row15\" >Goobie Ballson</th>\n                        <td id=\"T_bf633_row15_col0\" class=\"data row15 col0\" >0.740323</td>\n                        <td id=\"T_bf633_row15_col1\" class=\"data row15 col1\" >0.914244</td>\n                        <td id=\"T_bf633_row15_col2\" class=\"data row15 col2\" >0.634407</td>\n                        <td id=\"T_bf633_row15_col3\" class=\"data row15 col3\" >0.847116</td>\n                        <td id=\"T_bf633_row15_col4\" class=\"data row15 col4\" >0.440134</td>\n                        <td id=\"T_bf633_row15_col5\" class=\"data row15 col5\" >0.457991</td>\n                        <td id=\"T_bf633_row15_col6\" class=\"data row15 col6\" >0.804753</td>\n                        <td id=\"T_bf633_row15_col7\" class=\"data row15 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row15_col8\" class=\"data row15 col8\" >0.957262</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row16\" class=\"row_heading level0 row16\" >Fran Beans</th>\n                        <td id=\"T_bf633_row16_col0\" class=\"data row16 col0\" >0.723445</td>\n                        <td id=\"T_bf633_row16_col1\" class=\"data row16 col1\" >0.803697</td>\n                        <td id=\"T_bf633_row16_col2\" class=\"data row16 col2\" >0.907654</td>\n                        <td id=\"T_bf633_row16_col3\" class=\"data row16 col3\" >0.517198</td>\n                        <td id=\"T_bf633_row16_col4\" class=\"data row16 col4\" >0.410426</td>\n                        <td id=\"T_bf633_row16_col5\" class=\"data row16 col5\" >0.743872</td>\n                        <td id=\"T_bf633_row16_col6\" class=\"data row16 col6\" >0.240892</td>\n                        <td id=\"T_bf633_row16_col7\" class=\"data row16 col7\" >0.050484</td>\n                        <td id=\"T_bf633_row16_col8\" class=\"data row16 col8\" >0.806415</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row17\" class=\"row_heading level0 row17\" >Farrell Seagull</th>\n                        <td id=\"T_bf633_row17_col0\" class=\"data row17 col0\" >0.719333</td>\n                        <td id=\"T_bf633_row17_col1\" class=\"data row17 col1\" >0.915624</td>\n                        <td id=\"T_bf633_row17_col2\" class=\"data row17 col2\" >0.539203</td>\n                        <td id=\"T_bf633_row17_col3\" class=\"data row17 col3\" >0.311956</td>\n                        <td id=\"T_bf633_row17_col4\" class=\"data row17 col4\" >1.037038</td>\n                        <td id=\"T_bf633_row17_col5\" class=\"data row17 col5\" >0.001000</td>\n                        <td id=\"T_bf633_row17_col6\" class=\"data row17 col6\" >1.122015</td>\n                        <td id=\"T_bf633_row17_col7\" class=\"data row17 col7\" >0.001000</td>\n                        <td id=\"T_bf633_row17_col8\" class=\"data row17 col8\" >0.792720</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row18\" class=\"row_heading level0 row18\" >Elwin McGhee</th>\n                        <td id=\"T_bf633_row18_col0\" class=\"data row18 col0\" >0.703012</td>\n                        <td id=\"T_bf633_row18_col1\" class=\"data row18 col1\" >0.547615</td>\n                        <td id=\"T_bf633_row18_col2\" class=\"data row18 col2\" >0.989202</td>\n                        <td id=\"T_bf633_row18_col3\" class=\"data row18 col3\" >0.765081</td>\n                        <td id=\"T_bf633_row18_col4\" class=\"data row18 col4\" >0.537636</td>\n                        <td id=\"T_bf633_row18_col5\" class=\"data row18 col5\" >0.669070</td>\n                        <td id=\"T_bf633_row18_col6\" class=\"data row18 col6\" >0.852909</td>\n                        <td id=\"T_bf633_row18_col7\" class=\"data row18 col7\" >0.719645</td>\n                        <td id=\"T_bf633_row18_col8\" class=\"data row18 col8\" >0.545918</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row19\" class=\"row_heading level0 row19\" >Erin Jesaulenko</th>\n                        <td id=\"T_bf633_row19_col0\" class=\"data row19 col0\" >0.697676</td>\n                        <td id=\"T_bf633_row19_col1\" class=\"data row19 col1\" >0.504348</td>\n                        <td id=\"T_bf633_row19_col2\" class=\"data row19 col2\" >0.791199</td>\n                        <td id=\"T_bf633_row19_col3\" class=\"data row19 col3\" >0.779549</td>\n                        <td id=\"T_bf633_row19_col4\" class=\"data row19 col4\" >0.952603</td>\n                        <td id=\"T_bf633_row19_col5\" class=\"data row19 col5\" >0.220959</td>\n                        <td id=\"T_bf633_row19_col6\" class=\"data row19 col6\" >0.833480</td>\n                        <td id=\"T_bf633_row19_col7\" class=\"data row19 col7\" >0.001000</td>\n                        <td id=\"T_bf633_row19_col8\" class=\"data row19 col8\" >0.428419</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bf633_level0_row20\" class=\"row_heading level0 row20\" >Alexandria Rosales</th>\n                        <td id=\"T_bf633_row20_col0\" class=\"data row20 col0\" >0.697081</td>\n                        <td id=\"T_bf633_row20_col1\" class=\"data row20 col1\" >0.877552</td>\n                        <td id=\"T_bf633_row20_col2\" class=\"data row20 col2\" >0.582318</td>\n                        <td id=\"T_bf633_row20_col3\" class=\"data row20 col3\" >0.638936</td>\n                        <td id=\"T_bf633_row20_col4\" class=\"data row20 col4\" >0.549708</td>\n                        <td id=\"T_bf633_row20_col5\" class=\"data row20 col5\" >0.483412</td>\n                        <td id=\"T_bf633_row20_col6\" class=\"data row20 col6\" >0.513598</td>\n                        <td id=\"T_bf633_row20_col7\" class=\"data row20 col7\" >0.100000</td>\n                        <td id=\"T_bf633_row20_col8\" class=\"data row20 col8\" >0.293062</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Usurper Violet"
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      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nUsurper Violet       3.0       3.0          1.5      3.5\nJacob Haynes         5.5       3.0          2.0      1.5\nBaby Triumphant      4.5       2.0          2.5      3.0\nAugust Sky           4.5       4.0          2.0      2.5\nBauer Zimmerman      4.5       1.5          3.0      2.5\nDenzel Scott         4.5       2.5          2.5      2.5\nPeanutiel Duffy      4.0       3.5          1.5      3.5\nRat Mason            4.0       1.5          2.5      3.0\nPaula Turnip         4.0       1.0          3.5      3.0\nHahn Fox             4.0       2.5          4.0      2.5\nPaula Mason          4.0       2.5          3.0      2.0\nWanda Schenn         4.0       2.5          2.5      4.0\nNic Winkler          4.0       1.5          3.0      1.5\nOrtiz Lopez          4.0       3.5          2.5      2.5\nRandy Dennis         4.0       1.5          2.5      3.5\nSlosh Truk           4.0       3.5          2.5      3.0\nSteph Weeks          4.0       2.0          4.0      3.0\nGoobie Ballson       3.5       3.0          1.5      1.0\nFran Beans           3.5       2.5          2.0      2.0\nFarrell Seagull      3.5       2.5          3.0      2.5\nElwin McGhee         3.5       1.5          4.0      3.0",
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#000000;\n            background-color:  #ebf7a3;\n            color:  #000000;\n        }#T_d7ba6_row20_col7{\n            background-color:  #fff8b4;\n            color:  #000000;\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }</style><table id=\"T_d7ba6_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_d7ba6_level0_row0\" class=\"row_heading level0 row0\" >Usurper Violet</th>\n                        <td id=\"T_d7ba6_row0_col0\" class=\"data row0 col0\" >0.579715</td>\n                        <td id=\"T_d7ba6_row0_col1\" class=\"data row0 col1\" >0.894648</td>\n                        <td id=\"T_d7ba6_row0_col2\" class=\"data row0 col2\" >0.293503</td>\n                        <td id=\"T_d7ba6_row0_col3\" class=\"data row0 col3\" >1.022726</td>\n                        <td id=\"T_d7ba6_row0_col4\" class=\"data row0 col4\" >0.869795</td>\n                        <td id=\"T_d7ba6_row0_col5\" class=\"data row0 col5\" >0.569699</td>\n                        <td id=\"T_d7ba6_row0_col6\" class=\"data row0 col6\" >0.283561</td>\n                        <td id=\"T_d7ba6_row0_col7\" class=\"data row0 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row0_col8\" class=\"data row0 col8\" >0.487176</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row1\" class=\"row_heading level0 row1\" >Jacob Haynes</th>\n                        <td id=\"T_d7ba6_row1_col0\" class=\"data row1 col0\" >1.066191</td>\n                        <td id=\"T_d7ba6_row1_col1\" class=\"data row1 col1\" >1.263815</td>\n                        <td id=\"T_d7ba6_row1_col2\" class=\"data row1 col2\" >0.942263</td>\n                        <td id=\"T_d7ba6_row1_col3\" class=\"data row1 col3\" >1.101913</td>\n                        <td id=\"T_d7ba6_row1_col4\" class=\"data row1 col4\" >1.219008</td>\n                        <td id=\"T_d7ba6_row1_col5\" class=\"data row1 col5\" >0.001000</td>\n                        <td id=\"T_d7ba6_row1_col6\" class=\"data row1 col6\" >0.396483</td>\n                        <td id=\"T_d7ba6_row1_col7\" class=\"data row1 col7\" >0.060000</td>\n                        <td id=\"T_d7ba6_row1_col8\" class=\"data row1 col8\" >0.823724</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row2\" class=\"row_heading level0 row2\" >Baby Triumphant</th>\n                        <td id=\"T_d7ba6_row2_col0\" class=\"data row2 col0\" >0.927529</td>\n                        <td id=\"T_d7ba6_row2_col1\" class=\"data row2 col1\" >0.939663</td>\n                        <td id=\"T_d7ba6_row2_col2\" class=\"data row2 col2\" >1.109047</td>\n                        <td id=\"T_d7ba6_row2_col3\" class=\"data row2 col3\" >0.626394</td>\n                        <td id=\"T_d7ba6_row2_col4\" class=\"data row2 col4\" >0.730501</td>\n                        <td id=\"T_d7ba6_row2_col5\" class=\"data row2 col5\" >0.001000</td>\n                        <td id=\"T_d7ba6_row2_col6\" class=\"data row2 col6\" >0.217618</td>\n                        <td id=\"T_d7ba6_row2_col7\" class=\"data row2 col7\" >0.047784</td>\n                        <td id=\"T_d7ba6_row2_col8\" class=\"data row2 col8\" >0.847350</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row3\" class=\"row_heading level0 row3\" >August Sky</th>\n                        <td id=\"T_d7ba6_row3_col0\" class=\"data row3 col0\" >0.896214</td>\n                        <td id=\"T_d7ba6_row3_col1\" class=\"data row3 col1\" >1.023915</td>\n                        <td id=\"T_d7ba6_row3_col2\" class=\"data row3 col2\" >0.872428</td>\n                        <td id=\"T_d7ba6_row3_col3\" class=\"data row3 col3\" >0.931996</td>\n                        <td id=\"T_d7ba6_row3_col4\" class=\"data row3 col4\" >0.703057</td>\n                        <td id=\"T_d7ba6_row3_col5\" class=\"data row3 col5\" >0.321205</td>\n                        <td id=\"T_d7ba6_row3_col6\" class=\"data row3 col6\" >0.386864</td>\n                        <td id=\"T_d7ba6_row3_col7\" class=\"data row3 col7\" >0.001000</td>\n                        <td id=\"T_d7ba6_row3_col8\" class=\"data row3 col8\" >0.389760</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row4\" class=\"row_heading level0 row4\" >Bauer Zimmerman</th>\n                        <td id=\"T_d7ba6_row4_col0\" class=\"data row4 col0\" >0.884063</td>\n                        <td id=\"T_d7ba6_row4_col1\" class=\"data row4 col1\" >0.963640</td>\n                        <td id=\"T_d7ba6_row4_col2\" class=\"data row4 col2\" >0.967942</td>\n                        <td id=\"T_d7ba6_row4_col3\" class=\"data row4 col3\" >0.413869</td>\n                        <td id=\"T_d7ba6_row4_col4\" class=\"data row4 col4\" >0.969917</td>\n                        <td id=\"T_d7ba6_row4_col5\" class=\"data row4 col5\" >0.426705</td>\n                        <td id=\"T_d7ba6_row4_col6\" class=\"data row4 col6\" >0.926229</td>\n                        <td id=\"T_d7ba6_row4_col7\" class=\"data row4 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row4_col8\" class=\"data row4 col8\" >0.225597</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row5\" class=\"row_heading level0 row5\" >Denzel Scott</th>\n                        <td id=\"T_d7ba6_row5_col0\" class=\"data row5 col0\" >0.850411</td>\n                        <td id=\"T_d7ba6_row5_col1\" class=\"data row5 col1\" >0.963515</td>\n                        <td id=\"T_d7ba6_row5_col2\" class=\"data row5 col2\" >0.849616</td>\n                        <td id=\"T_d7ba6_row5_col3\" class=\"data row5 col3\" >0.566107</td>\n                        <td id=\"T_d7ba6_row5_col4\" class=\"data row5 col4\" >0.627399</td>\n                        <td id=\"T_d7ba6_row5_col5\" class=\"data row5 col5\" >0.119743</td>\n                        <td id=\"T_d7ba6_row5_col6\" class=\"data row5 col6\" >0.673793</td>\n                        <td id=\"T_d7ba6_row5_col7\" class=\"data row5 col7\" >0.007747</td>\n                        <td id=\"T_d7ba6_row5_col8\" class=\"data row5 col8\" >0.949707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row6\" class=\"row_heading level0 row6\" >Peanutiel Duffy</th>\n                        <td id=\"T_d7ba6_row6_col0\" class=\"data row6 col0\" >0.841420</td>\n                        <td id=\"T_d7ba6_row6_col1\" class=\"data row6 col1\" >1.038584</td>\n                        <td id=\"T_d7ba6_row6_col2\" class=\"data row6 col2\" >0.738454</td>\n                        <td id=\"T_d7ba6_row6_col3\" class=\"data row6 col3\" >0.996131</td>\n                        <td id=\"T_d7ba6_row6_col4\" class=\"data row6 col4\" >0.670202</td>\n                        <td id=\"T_d7ba6_row6_col5\" class=\"data row6 col5\" >0.418180</td>\n                        <td id=\"T_d7ba6_row6_col6\" class=\"data row6 col6\" >0.343720</td>\n                        <td id=\"T_d7ba6_row6_col7\" class=\"data row6 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row6_col8\" class=\"data row6 col8\" >0.240592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row7\" class=\"row_heading level0 row7\" >Rat Mason</th>\n                        <td id=\"T_d7ba6_row7_col0\" class=\"data row7 col0\" >0.831824</td>\n                        <td id=\"T_d7ba6_row7_col1\" class=\"data row7 col1\" >1.089116</td>\n                        <td id=\"T_d7ba6_row7_col2\" class=\"data row7 col2\" >0.635958</td>\n                        <td id=\"T_d7ba6_row7_col3\" class=\"data row7 col3\" >0.783859</td>\n                        <td id=\"T_d7ba6_row7_col4\" class=\"data row7 col4\" >0.732174</td>\n                        <td id=\"T_d7ba6_row7_col5\" class=\"data row7 col5\" >0.207444</td>\n                        <td id=\"T_d7ba6_row7_col6\" class=\"data row7 col6\" >0.899090</td>\n                        <td id=\"T_d7ba6_row7_col7\" class=\"data row7 col7\" >0.019604</td>\n                        <td id=\"T_d7ba6_row7_col8\" class=\"data row7 col8\" >0.485050</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row8\" class=\"row_heading level0 row8\" >Paula Turnip</th>\n                        <td id=\"T_d7ba6_row8_col0\" class=\"data row8 col0\" >0.816815</td>\n                        <td id=\"T_d7ba6_row8_col1\" class=\"data row8 col1\" >0.766132</td>\n                        <td id=\"T_d7ba6_row8_col2\" class=\"data row8 col2\" >1.017299</td>\n                        <td id=\"T_d7ba6_row8_col3\" class=\"data row8 col3\" >0.583585</td>\n                        <td id=\"T_d7ba6_row8_col4\" class=\"data row8 col4\" >0.885149</td>\n                        <td id=\"T_d7ba6_row8_col5\" class=\"data row8 col5\" >0.544858</td>\n                        <td id=\"T_d7ba6_row8_col6\" class=\"data row8 col6\" >0.284335</td>\n                        <td id=\"T_d7ba6_row8_col7\" class=\"data row8 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row8_col8\" class=\"data row8 col8\" >0.261251</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row9\" class=\"row_heading level0 row9\" >Hahn Fox</th>\n                        <td id=\"T_d7ba6_row9_col0\" class=\"data row9 col0\" >0.806886</td>\n                        <td id=\"T_d7ba6_row9_col1\" class=\"data row9 col1\" >0.889348</td>\n                        <td id=\"T_d7ba6_row9_col2\" class=\"data row9 col2\" >0.971066</td>\n                        <td id=\"T_d7ba6_row9_col3\" class=\"data row9 col3\" >0.656774</td>\n                        <td id=\"T_d7ba6_row9_col4\" class=\"data row9 col4\" >0.409341</td>\n                        <td id=\"T_d7ba6_row9_col5\" class=\"data row9 col5\" >0.653772</td>\n                        <td id=\"T_d7ba6_row9_col6\" class=\"data row9 col6\" >0.607895</td>\n                        <td id=\"T_d7ba6_row9_col7\" class=\"data row9 col7\" >0.160000</td>\n                        <td id=\"T_d7ba6_row9_col8\" class=\"data row9 col8\" >0.386523</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row10\" class=\"row_heading level0 row10\" >Paula Mason</th>\n                        <td id=\"T_d7ba6_row10_col0\" class=\"data row10 col0\" >0.776714</td>\n                        <td id=\"T_d7ba6_row10_col1\" class=\"data row10 col1\" >0.652438</td>\n                        <td id=\"T_d7ba6_row10_col2\" class=\"data row10 col2\" >0.982483</td>\n                        <td id=\"T_d7ba6_row10_col3\" class=\"data row10 col3\" >0.483644</td>\n                        <td id=\"T_d7ba6_row10_col4\" class=\"data row10 col4\" >0.608965</td>\n                        <td id=\"T_d7ba6_row10_col5\" class=\"data row10 col5\" >0.010000</td>\n                        <td id=\"T_d7ba6_row10_col6\" class=\"data row10 col6\" >0.827057</td>\n                        <td id=\"T_d7ba6_row10_col7\" class=\"data row10 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row10_col8\" class=\"data row10 col8\" >0.277885</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row11\" class=\"row_heading level0 row11\" >Wanda Schenn</th>\n                        <td id=\"T_d7ba6_row11_col0\" class=\"data row11 col0\" >0.773087</td>\n                        <td id=\"T_d7ba6_row11_col1\" class=\"data row11 col1\" >0.507807</td>\n                        <td id=\"T_d7ba6_row11_col2\" class=\"data row11 col2\" >1.188279</td>\n                        <td id=\"T_d7ba6_row11_col3\" class=\"data row11 col3\" >1.204166</td>\n                        <td id=\"T_d7ba6_row11_col4\" class=\"data row11 col4\" >0.468774</td>\n                        <td id=\"T_d7ba6_row11_col5\" class=\"data row11 col5\" >0.037260</td>\n                        <td id=\"T_d7ba6_row11_col6\" class=\"data row11 col6\" >0.318748</td>\n                        <td id=\"T_d7ba6_row11_col7\" class=\"data row11 col7\" >0.724941</td>\n                        <td id=\"T_d7ba6_row11_col8\" class=\"data row11 col8\" >0.409040</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row12\" class=\"row_heading level0 row12\" >Nic Winkler</th>\n                        <td id=\"T_d7ba6_row12_col0\" class=\"data row12 col0\" >0.770606</td>\n                        <td id=\"T_d7ba6_row12_col1\" class=\"data row12 col1\" >0.571435</td>\n                        <td id=\"T_d7ba6_row12_col2\" class=\"data row12 col2\" >1.076621</td>\n                        <td id=\"T_d7ba6_row12_col3\" class=\"data row12 col3\" >0.415615</td>\n                        <td id=\"T_d7ba6_row12_col4\" class=\"data row12 col4\" >0.807003</td>\n                        <td id=\"T_d7ba6_row12_col5\" class=\"data row12 col5\" >0.001000</td>\n                        <td id=\"T_d7ba6_row12_col6\" class=\"data row12 col6\" >0.656715</td>\n                        <td id=\"T_d7ba6_row12_col7\" class=\"data row12 col7\" >0.016265</td>\n                        <td id=\"T_d7ba6_row12_col8\" class=\"data row12 col8\" >1.144405</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row13\" class=\"row_heading level0 row13\" >Ortiz Lopez</th>\n                        <td id=\"T_d7ba6_row13_col0\" class=\"data row13 col0\" >0.769846</td>\n                        <td id=\"T_d7ba6_row13_col1\" class=\"data row13 col1\" >0.626421</td>\n                        <td id=\"T_d7ba6_row13_col2\" class=\"data row13 col2\" >0.817599</td>\n                        <td id=\"T_d7ba6_row13_col3\" class=\"data row13 col3\" >0.735515</td>\n                        <td id=\"T_d7ba6_row13_col4\" class=\"data row13 col4\" >1.222511</td>\n                        <td id=\"T_d7ba6_row13_col5\" class=\"data row13 col5\" >0.118026</td>\n                        <td id=\"T_d7ba6_row13_col6\" class=\"data row13 col6\" >0.519093</td>\n                        <td id=\"T_d7ba6_row13_col7\" class=\"data row13 col7\" >0.001000</td>\n                        <td id=\"T_d7ba6_row13_col8\" class=\"data row13 col8\" >1.194670</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row14\" class=\"row_heading level0 row14\" >Randy Dennis</th>\n                        <td id=\"T_d7ba6_row14_col0\" class=\"data row14 col0\" >0.766484</td>\n                        <td id=\"T_d7ba6_row14_col1\" class=\"data row14 col1\" >1.024745</td>\n                        <td id=\"T_d7ba6_row14_col2\" class=\"data row14 col2\" >0.795479</td>\n                        <td id=\"T_d7ba6_row14_col3\" class=\"data row14 col3\" >0.586494</td>\n                        <td id=\"T_d7ba6_row14_col4\" class=\"data row14 col4\" >0.328547</td>\n                        <td id=\"T_d7ba6_row14_col5\" class=\"data row14 col5\" >0.655578</td>\n                        <td id=\"T_d7ba6_row14_col6\" class=\"data row14 col6\" >0.428107</td>\n                        <td id=\"T_d7ba6_row14_col7\" class=\"data row14 col7\" >0.062983</td>\n                        <td id=\"T_d7ba6_row14_col8\" class=\"data row14 col8\" >1.072709</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row15\" class=\"row_heading level0 row15\" >Slosh Truk</th>\n                        <td id=\"T_d7ba6_row15_col0\" class=\"data row15 col0\" >0.762259</td>\n                        <td id=\"T_d7ba6_row15_col1\" class=\"data row15 col1\" >0.794891</td>\n                        <td id=\"T_d7ba6_row15_col2\" class=\"data row15 col2\" >0.606278</td>\n                        <td id=\"T_d7ba6_row15_col3\" class=\"data row15 col3\" >0.929424</td>\n                        <td id=\"T_d7ba6_row15_col4\" class=\"data row15 col4\" >0.885297</td>\n                        <td id=\"T_d7ba6_row15_col5\" class=\"data row15 col5\" >0.001000</td>\n                        <td id=\"T_d7ba6_row15_col6\" class=\"data row15 col6\" >0.937363</td>\n                        <td id=\"T_d7ba6_row15_col7\" class=\"data row15 col7\" >0.001000</td>\n                        <td id=\"T_d7ba6_row15_col8\" class=\"data row15 col8\" >0.196448</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row16\" class=\"row_heading level0 row16\" >Steph Weeks</th>\n                        <td id=\"T_d7ba6_row16_col0\" class=\"data row16 col0\" >0.755797</td>\n                        <td id=\"T_d7ba6_row16_col1\" class=\"data row16 col1\" >0.924079</td>\n                        <td id=\"T_d7ba6_row16_col2\" class=\"data row16 col2\" >0.535894</td>\n                        <td id=\"T_d7ba6_row16_col3\" class=\"data row16 col3\" >0.995993</td>\n                        <td id=\"T_d7ba6_row16_col4\" class=\"data row16 col4\" >0.983331</td>\n                        <td id=\"T_d7ba6_row16_col5\" class=\"data row16 col5\" >0.468980</td>\n                        <td id=\"T_d7ba6_row16_col6\" class=\"data row16 col6\" >0.961211</td>\n                        <td id=\"T_d7ba6_row16_col7\" class=\"data row16 col7\" >0.001000</td>\n                        <td id=\"T_d7ba6_row16_col8\" class=\"data row16 col8\" >0.691205</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row17\" class=\"row_heading level0 row17\" >Goobie Ballson</th>\n                        <td id=\"T_d7ba6_row17_col0\" class=\"data row17 col0\" >0.740323</td>\n                        <td id=\"T_d7ba6_row17_col1\" class=\"data row17 col1\" >0.914244</td>\n                        <td id=\"T_d7ba6_row17_col2\" class=\"data row17 col2\" >0.634407</td>\n                        <td id=\"T_d7ba6_row17_col3\" class=\"data row17 col3\" >0.847116</td>\n                        <td id=\"T_d7ba6_row17_col4\" class=\"data row17 col4\" >0.440134</td>\n                        <td id=\"T_d7ba6_row17_col5\" class=\"data row17 col5\" >0.457991</td>\n                        <td id=\"T_d7ba6_row17_col6\" class=\"data row17 col6\" >0.804753</td>\n                        <td id=\"T_d7ba6_row17_col7\" class=\"data row17 col7\" >0.100000</td>\n                        <td id=\"T_d7ba6_row17_col8\" class=\"data row17 col8\" >0.957262</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row18\" class=\"row_heading level0 row18\" >Fran Beans</th>\n                        <td id=\"T_d7ba6_row18_col0\" class=\"data row18 col0\" >0.723445</td>\n                        <td id=\"T_d7ba6_row18_col1\" class=\"data row18 col1\" >0.803697</td>\n                        <td id=\"T_d7ba6_row18_col2\" class=\"data row18 col2\" >0.907654</td>\n                        <td id=\"T_d7ba6_row18_col3\" class=\"data row18 col3\" >0.517198</td>\n                        <td id=\"T_d7ba6_row18_col4\" class=\"data row18 col4\" >0.410426</td>\n                        <td id=\"T_d7ba6_row18_col5\" class=\"data row18 col5\" >0.743872</td>\n                        <td id=\"T_d7ba6_row18_col6\" class=\"data row18 col6\" >0.240892</td>\n                        <td id=\"T_d7ba6_row18_col7\" class=\"data row18 col7\" >0.050484</td>\n                        <td id=\"T_d7ba6_row18_col8\" class=\"data row18 col8\" >0.806415</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row19\" class=\"row_heading level0 row19\" >Farrell Seagull</th>\n                        <td id=\"T_d7ba6_row19_col0\" class=\"data row19 col0\" >0.719333</td>\n                        <td id=\"T_d7ba6_row19_col1\" class=\"data row19 col1\" >0.915624</td>\n                        <td id=\"T_d7ba6_row19_col2\" class=\"data row19 col2\" >0.539203</td>\n                        <td id=\"T_d7ba6_row19_col3\" class=\"data row19 col3\" >0.311956</td>\n                        <td id=\"T_d7ba6_row19_col4\" class=\"data row19 col4\" >1.037038</td>\n                        <td id=\"T_d7ba6_row19_col5\" class=\"data row19 col5\" >0.001000</td>\n                        <td id=\"T_d7ba6_row19_col6\" class=\"data row19 col6\" >1.122015</td>\n                        <td id=\"T_d7ba6_row19_col7\" class=\"data row19 col7\" >0.001000</td>\n                        <td id=\"T_d7ba6_row19_col8\" class=\"data row19 col8\" >0.792720</td>\n            </tr>\n            <tr>\n                        <th id=\"T_d7ba6_level0_row20\" class=\"row_heading level0 row20\" >Elwin McGhee</th>\n                        <td id=\"T_d7ba6_row20_col0\" class=\"data row20 col0\" >0.703012</td>\n                        <td id=\"T_d7ba6_row20_col1\" class=\"data row20 col1\" >0.547615</td>\n                        <td id=\"T_d7ba6_row20_col2\" class=\"data row20 col2\" >0.989202</td>\n                        <td id=\"T_d7ba6_row20_col3\" class=\"data row20 col3\" >0.765081</td>\n                        <td id=\"T_d7ba6_row20_col4\" class=\"data row20 col4\" >0.537636</td>\n                        <td id=\"T_d7ba6_row20_col5\" class=\"data row20 col5\" >0.669070</td>\n                        <td id=\"T_d7ba6_row20_col6\" class=\"data row20 col6\" >0.852909</td>\n                        <td id=\"T_d7ba6_row20_col7\" class=\"data row20 col7\" >0.719645</td>\n                        <td id=\"T_d7ba6_row20_col8\" class=\"data row20 col8\" >0.545918</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_total_stars = get_total_stars(all_wild)\n",
    "for player in pies.lineup:\n",
    "    total_stars = get_total_stars(player)[player.id]\n",
    "    valid_total_stars = {k: v for k, v in all_total_stars.items() if total_stars-2 < v < total_stars+2}\n",
    "    player_matches = [x for x in all_wild if x.id in valid_total_stars.keys()]\n",
    "    player_matches.sort(key=lambda x: x.batting_rating, reverse=True)\n",
    "    display(Markdown(f\"####{player.name}\"))\n",
    "    display(get_stars([player] + player_matches[0:20]))\n",
    "    display(set_heatmap(get_batting_stlats([player] + player_matches[0:20]), maxVal=1.5))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Henry Marshallow"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                     Batting  Pitching  Baserunning  Defense\nHenry Marshallow         3.5       4.0          2.5      4.5\nElvis Figueroa           3.5       5.5          2.0      4.5\nXandra Pancakes          2.5       5.0          4.0      4.5\nSixpack Santiago         2.0       5.0          4.5      3.0\nRafael Davids            3.5       5.0          2.0      3.5\nSchneider Bendie         3.5       4.5          4.5      2.5\nCory Twelve              4.0       4.5          3.5      2.5\nYummy Elliott            3.5       4.5          4.0      4.0\nEngine Eberhardt         3.5       4.5          5.0      4.0\nYurts Buttercup          4.0       4.5          3.5      4.0\nWyatt Pothos             2.5       4.0          3.5      3.0\nRivers Rosa              3.5       4.0          4.5      4.0\nAugust Sky               4.5       4.0          2.0      2.5\nPatchwork Southwick      4.0       4.0          3.0      4.0\nLo-- --rb--              2.5       4.0          3.5      4.0\nHiroto Cerna             5.0       4.0          4.0      3.0\nTamara Crankit           3.5       4.0          3.0      3.0\nJacoby Podcast           3.0       4.0          2.5      4.0\nFrankie Hambone          4.0       4.0          2.5      4.0\nHercules Alighieri       4.0       4.0          3.0      4.5\nDunn Keyes               3.0       4.0          5.0      4.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Elvis Figueroa</th>\n      <td>3.5</td>\n      <td>5.5</td>\n      <td>2.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Xandra Pancakes</th>\n      <td>2.5</td>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Sixpack Santiago</th>\n      <td>2.0</td>\n      <td>5.0</td>\n      <td>4.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Rafael Davids</th>\n      <td>3.5</td>\n      <td>5.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Schneider Bendie</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>4.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Cory Twelve</th>\n      <td>4.0</td>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Yummy Elliott</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Engine Eberhardt</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>5.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Yurts Buttercup</th>\n      <td>4.0</td>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Wyatt Pothos</th>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Rivers Rosa</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>4.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>August Sky</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Patchwork Southwick</th>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Lo-- --rb--</th>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Hiroto Cerna</th>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Tamara Crankit</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Jacoby Podcast</th>\n      <td>3.0</td>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Frankie Hambone</th>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Hercules Alighieri</th>\n      <td>4.0</td>\n      <td>4.0</td>\n      <td>3.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Dunn Keyes</th>\n      <td>3.0</td>\n      <td>4.0</td>\n      <td>5.0</td>\n      <td>4.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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}#T_ece80_row19_col4{\n            background-color:  #f7814c;\n            color:  #000000;\n        }#T_ece80_row19_col5{\n            background-color:  #7fc866;\n            color:  #000000;\n        }#T_ece80_row19_col6{\n            background-color:  #fed683;\n            color:  #000000;\n        }#T_ece80_row20_col1{\n            background-color:  #3faa59;\n            color:  #000000;\n        }#T_ece80_row20_col2{\n            background-color:  #fed481;\n            color:  #000000;\n        }#T_ece80_row20_col3{\n            background-color:  #f98e52;\n            color:  #000000;\n        }#T_ece80_row20_col5{\n            background-color:  #70c164;\n            color:  #000000;\n        }</style><table id=\"T_ece80_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_ece80_level0_row0\" class=\"row_heading level0 row0\" >Henry Marshallow</th>\n                        <td id=\"T_ece80_row0_col0\" class=\"data row0 col0\" >0.768310</td>\n                        <td id=\"T_ece80_row0_col1\" class=\"data row0 col1\" >0.491270</td>\n                        <td id=\"T_ece80_row0_col2\" class=\"data row0 col2\" >1.171077</td>\n                        <td id=\"T_ece80_row0_col3\" class=\"data row0 col3\" >1.428524</td>\n                        <td id=\"T_ece80_row0_col4\" class=\"data row0 col4\" >0.822605</td>\n                        <td id=\"T_ece80_row0_col5\" class=\"data row0 col5\" >0.808351</td>\n                        <td id=\"T_ece80_row0_col6\" class=\"data row0 col6\" >0.876106</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row1\" class=\"row_heading level0 row1\" >Elvis Figueroa</th>\n                        <td id=\"T_ece80_row1_col0\" class=\"data row1 col0\" >1.096633</td>\n                        <td id=\"T_ece80_row1_col1\" class=\"data row1 col1\" >1.159675</td>\n                        <td id=\"T_ece80_row1_col2\" class=\"data row1 col2\" >1.136143</td>\n                        <td id=\"T_ece80_row1_col3\" class=\"data row1 col3\" >1.072682</td>\n                        <td id=\"T_ece80_row1_col4\" class=\"data row1 col4\" >0.786089</td>\n                        <td id=\"T_ece80_row1_col5\" class=\"data row1 col5\" >0.461405</td>\n                        <td id=\"T_ece80_row1_col6\" class=\"data row1 col6\" >0.721203</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row2\" class=\"row_heading level0 row2\" >Xandra Pancakes</th>\n                        <td id=\"T_ece80_row2_col0\" class=\"data row2 col0\" >0.983680</td>\n                        <td id=\"T_ece80_row2_col1\" class=\"data row2 col1\" >1.082650</td>\n                        <td id=\"T_ece80_row2_col2\" class=\"data row2 col2\" >1.004702</td>\n                        <td id=\"T_ece80_row2_col3\" class=\"data row2 col3\" >0.855130</td>\n                        <td id=\"T_ece80_row2_col4\" class=\"data row2 col4\" >0.854402</td>\n                        <td id=\"T_ece80_row2_col5\" class=\"data row2 col5\" >0.470938</td>\n                        <td id=\"T_ece80_row2_col6\" class=\"data row2 col6\" >0.725690</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row3\" class=\"row_heading level0 row3\" >Sixpack Santiago</th>\n                        <td id=\"T_ece80_row3_col0\" class=\"data row3 col0\" >0.969910</td>\n                        <td id=\"T_ece80_row3_col1\" class=\"data row3 col1\" >0.765921</td>\n                        <td id=\"T_ece80_row3_col2\" class=\"data row3 col2\" >1.199201</td>\n                        <td id=\"T_ece80_row3_col3\" class=\"data row3 col3\" >1.531857</td>\n                        <td id=\"T_ece80_row3_col4\" class=\"data row3 col4\" >0.747720</td>\n                        <td id=\"T_ece80_row3_col5\" class=\"data row3 col5\" >0.826116</td>\n                        <td id=\"T_ece80_row3_col6\" class=\"data row3 col6\" >0.559834</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row4\" class=\"row_heading level0 row4\" >Rafael Davids</th>\n                        <td id=\"T_ece80_row4_col0\" class=\"data row4 col0\" >0.950434</td>\n                        <td id=\"T_ece80_row4_col1\" class=\"data row4 col1\" >0.821531</td>\n                        <td id=\"T_ece80_row4_col2\" class=\"data row4 col2\" >1.097610</td>\n                        <td id=\"T_ece80_row4_col3\" class=\"data row4 col3\" >1.057661</td>\n                        <td id=\"T_ece80_row4_col4\" class=\"data row4 col4\" >1.006934</td>\n                        <td id=\"T_ece80_row4_col5\" class=\"data row4 col5\" >1.045070</td>\n                        <td id=\"T_ece80_row4_col6\" class=\"data row4 col6\" >1.161455</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row5\" class=\"row_heading level0 row5\" >Schneider Bendie</th>\n                        <td id=\"T_ece80_row5_col0\" class=\"data row5 col0\" >0.944823</td>\n                        <td id=\"T_ece80_row5_col1\" class=\"data row5 col1\" >0.944301</td>\n                        <td id=\"T_ece80_row5_col2\" class=\"data row5 col2\" >1.093810</td>\n                        <td id=\"T_ece80_row5_col3\" class=\"data row5 col3\" >0.979122</td>\n                        <td id=\"T_ece80_row5_col4\" class=\"data row5 col4\" >0.575652</td>\n                        <td id=\"T_ece80_row5_col5\" class=\"data row5 col5\" >0.799962</td>\n                        <td id=\"T_ece80_row5_col6\" class=\"data row5 col6\" >0.643485</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row6\" class=\"row_heading level0 row6\" >Cory Twelve</th>\n                        <td id=\"T_ece80_row6_col0\" class=\"data row6 col0\" >0.942071</td>\n                        <td id=\"T_ece80_row6_col1\" class=\"data row6 col1\" >1.059549</td>\n                        <td id=\"T_ece80_row6_col2\" class=\"data row6 col2\" >1.062618</td>\n                        <td id=\"T_ece80_row6_col3\" class=\"data row6 col3\" >0.701061</td>\n                        <td id=\"T_ece80_row6_col4\" class=\"data row6 col4\" >0.544233</td>\n                        <td id=\"T_ece80_row6_col5\" class=\"data row6 col5\" >1.050049</td>\n                        <td id=\"T_ece80_row6_col6\" class=\"data row6 col6\" >0.258487</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row7\" class=\"row_heading level0 row7\" >Yummy Elliott</th>\n                        <td id=\"T_ece80_row7_col0\" class=\"data row7 col0\" >0.912388</td>\n                        <td id=\"T_ece80_row7_col1\" class=\"data row7 col1\" >0.798342</td>\n                        <td id=\"T_ece80_row7_col2\" class=\"data row7 col2\" >1.147276</td>\n                        <td id=\"T_ece80_row7_col3\" class=\"data row7 col3\" >1.108293</td>\n                        <td id=\"T_ece80_row7_col4\" class=\"data row7 col4\" >0.617898</td>\n                        <td id=\"T_ece80_row7_col5\" class=\"data row7 col5\" >0.948697</td>\n                        <td id=\"T_ece80_row7_col6\" class=\"data row7 col6\" >0.932231</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row8\" class=\"row_heading level0 row8\" >Engine Eberhardt</th>\n                        <td id=\"T_ece80_row8_col0\" class=\"data row8 col0\" >0.870702</td>\n                        <td id=\"T_ece80_row8_col1\" class=\"data row8 col1\" >1.153561</td>\n                        <td id=\"T_ece80_row8_col2\" class=\"data row8 col2\" >0.757394</td>\n                        <td id=\"T_ece80_row8_col3\" class=\"data row8 col3\" >0.612956</td>\n                        <td id=\"T_ece80_row8_col4\" class=\"data row8 col4\" >0.819308</td>\n                        <td id=\"T_ece80_row8_col5\" class=\"data row8 col5\" >0.806215</td>\n                        <td id=\"T_ece80_row8_col6\" class=\"data row8 col6\" >0.779997</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row9\" class=\"row_heading level0 row9\" >Yurts Buttercup</th>\n                        <td id=\"T_ece80_row9_col0\" class=\"data row9 col0\" >0.852575</td>\n                        <td id=\"T_ece80_row9_col1\" class=\"data row9 col1\" >0.987203</td>\n                        <td id=\"T_ece80_row9_col2\" class=\"data row9 col2\" >1.095826</td>\n                        <td id=\"T_ece80_row9_col3\" class=\"data row9 col3\" >0.627572</td>\n                        <td id=\"T_ece80_row9_col4\" class=\"data row9 col4\" >0.287007</td>\n                        <td id=\"T_ece80_row9_col5\" class=\"data row9 col5\" >1.223968</td>\n                        <td id=\"T_ece80_row9_col6\" class=\"data row9 col6\" >0.584248</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row10\" class=\"row_heading level0 row10\" >Wyatt Pothos</th>\n                        <td id=\"T_ece80_row10_col0\" class=\"data row10 col0\" >0.844384</td>\n                        <td id=\"T_ece80_row10_col1\" class=\"data row10 col1\" >0.701425</td>\n                        <td id=\"T_ece80_row10_col2\" class=\"data row10 col2\" >1.063023</td>\n                        <td id=\"T_ece80_row10_col3\" class=\"data row10 col3\" >1.132335</td>\n                        <td id=\"T_ece80_row10_col4\" class=\"data row10 col4\" >0.691922</td>\n                        <td id=\"T_ece80_row10_col5\" class=\"data row10 col5\" >1.079506</td>\n                        <td id=\"T_ece80_row10_col6\" class=\"data row10 col6\" >0.799864</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row11\" class=\"row_heading level0 row11\" >Rivers Rosa</th>\n                        <td id=\"T_ece80_row11_col0\" class=\"data row11 col0\" >0.808070</td>\n                        <td id=\"T_ece80_row11_col1\" class=\"data row11 col1\" >0.612831</td>\n                        <td id=\"T_ece80_row11_col2\" class=\"data row11 col2\" >1.154332</td>\n                        <td id=\"T_ece80_row11_col3\" class=\"data row11 col3\" >1.206265</td>\n                        <td id=\"T_ece80_row11_col4\" class=\"data row11 col4\" >0.735692</td>\n                        <td id=\"T_ece80_row11_col5\" class=\"data row11 col5\" >0.396654</td>\n                        <td id=\"T_ece80_row11_col6\" class=\"data row11 col6\" >0.657722</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row12\" class=\"row_heading level0 row12\" >August Sky</th>\n                        <td id=\"T_ece80_row12_col0\" class=\"data row12 col0\" >0.790347</td>\n                        <td id=\"T_ece80_row12_col1\" class=\"data row12 col1\" >0.853987</td>\n                        <td id=\"T_ece80_row12_col2\" class=\"data row12 col2\" >0.957562</td>\n                        <td id=\"T_ece80_row12_col3\" class=\"data row12 col3\" >1.105831</td>\n                        <td id=\"T_ece80_row12_col4\" class=\"data row12 col4\" >0.224839</td>\n                        <td id=\"T_ece80_row12_col5\" class=\"data row12 col5\" >0.822995</td>\n                        <td id=\"T_ece80_row12_col6\" class=\"data row12 col6\" >0.880402</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row13\" class=\"row_heading level0 row13\" >Patchwork Southwick</th>\n                        <td id=\"T_ece80_row13_col0\" class=\"data row13 col0\" >0.788895</td>\n                        <td id=\"T_ece80_row13_col1\" class=\"data row13 col1\" >1.253402</td>\n                        <td id=\"T_ece80_row13_col2\" class=\"data row13 col2\" >0.517352</td>\n                        <td id=\"T_ece80_row13_col3\" class=\"data row13 col3\" >1.171234</td>\n                        <td id=\"T_ece80_row13_col4\" class=\"data row13 col4\" >0.318985</td>\n                        <td id=\"T_ece80_row13_col5\" class=\"data row13 col5\" >1.178816</td>\n                        <td id=\"T_ece80_row13_col6\" class=\"data row13 col6\" >0.720663</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row14\" class=\"row_heading level0 row14\" >Lo-- --rb--</th>\n                        <td id=\"T_ece80_row14_col0\" class=\"data row14 col0\" >0.780885</td>\n                        <td id=\"T_ece80_row14_col1\" class=\"data row14 col1\" >1.156714</td>\n                        <td id=\"T_ece80_row14_col2\" class=\"data row14 col2\" >0.552445</td>\n                        <td id=\"T_ece80_row14_col3\" class=\"data row14 col3\" >0.496683</td>\n                        <td id=\"T_ece80_row14_col4\" class=\"data row14 col4\" >1.460711</td>\n                        <td id=\"T_ece80_row14_col5\" class=\"data row14 col5\" >0.534085</td>\n                        <td id=\"T_ece80_row14_col6\" class=\"data row14 col6\" >1.387567</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row15\" class=\"row_heading level0 row15\" >Hiroto Cerna</th>\n                        <td id=\"T_ece80_row15_col0\" class=\"data row15 col0\" >0.777837</td>\n                        <td id=\"T_ece80_row15_col1\" class=\"data row15 col1\" >0.776017</td>\n                        <td id=\"T_ece80_row15_col2\" class=\"data row15 col2\" >1.051935</td>\n                        <td id=\"T_ece80_row15_col3\" class=\"data row15 col3\" >0.627609</td>\n                        <td id=\"T_ece80_row15_col4\" class=\"data row15 col4\" >0.458533</td>\n                        <td id=\"T_ece80_row15_col5\" class=\"data row15 col5\" >1.134154</td>\n                        <td id=\"T_ece80_row15_col6\" class=\"data row15 col6\" >0.508447</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row16\" class=\"row_heading level0 row16\" >Tamara Crankit</th>\n                        <td id=\"T_ece80_row16_col0\" class=\"data row16 col0\" >0.776343</td>\n                        <td id=\"T_ece80_row16_col1\" class=\"data row16 col1\" >1.086496</td>\n                        <td id=\"T_ece80_row16_col2\" class=\"data row16 col2\" >0.744126</td>\n                        <td id=\"T_ece80_row16_col3\" class=\"data row16 col3\" >0.613793</td>\n                        <td id=\"T_ece80_row16_col4\" class=\"data row16 col4\" >0.424461</td>\n                        <td id=\"T_ece80_row16_col5\" class=\"data row16 col5\" >0.496321</td>\n                        <td id=\"T_ece80_row16_col6\" class=\"data row16 col6\" >0.556063</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row17\" class=\"row_heading level0 row17\" >Jacoby Podcast</th>\n                        <td id=\"T_ece80_row17_col0\" class=\"data row17 col0\" >0.775008</td>\n                        <td id=\"T_ece80_row17_col1\" class=\"data row17 col1\" >0.655825</td>\n                        <td id=\"T_ece80_row17_col2\" class=\"data row17 col2\" >1.074474</td>\n                        <td id=\"T_ece80_row17_col3\" class=\"data row17 col3\" >0.642677</td>\n                        <td id=\"T_ece80_row17_col4\" class=\"data row17 col4\" >0.932817</td>\n                        <td id=\"T_ece80_row17_col5\" class=\"data row17 col5\" >1.023811</td>\n                        <td id=\"T_ece80_row17_col6\" class=\"data row17 col6\" >0.197180</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row18\" class=\"row_heading level0 row18\" >Frankie Hambone</th>\n                        <td id=\"T_ece80_row18_col0\" class=\"data row18 col0\" >0.772107</td>\n                        <td id=\"T_ece80_row18_col1\" class=\"data row18 col1\" >0.762857</td>\n                        <td id=\"T_ece80_row18_col2\" class=\"data row18 col2\" >0.767852</td>\n                        <td id=\"T_ece80_row18_col3\" class=\"data row18 col3\" >0.980555</td>\n                        <td id=\"T_ece80_row18_col4\" class=\"data row18 col4\" >0.882696</td>\n                        <td id=\"T_ece80_row18_col5\" class=\"data row18 col5\" >0.915613</td>\n                        <td id=\"T_ece80_row18_col6\" class=\"data row18 col6\" >1.045288</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row19\" class=\"row_heading level0 row19\" >Hercules Alighieri</th>\n                        <td id=\"T_ece80_row19_col0\" class=\"data row19 col0\" >0.763780</td>\n                        <td id=\"T_ece80_row19_col1\" class=\"data row19 col1\" >1.062974</td>\n                        <td id=\"T_ece80_row19_col2\" class=\"data row19 col2\" >0.837245</td>\n                        <td id=\"T_ece80_row19_col3\" class=\"data row19 col3\" >0.431633</td>\n                        <td id=\"T_ece80_row19_col4\" class=\"data row19 col4\" >0.345942</td>\n                        <td id=\"T_ece80_row19_col5\" class=\"data row19 col5\" >1.137448</td>\n                        <td id=\"T_ece80_row19_col6\" class=\"data row19 col6\" >0.574212</td>\n            </tr>\n            <tr>\n                        <th id=\"T_ece80_level0_row20\" class=\"row_heading level0 row20\" >Dunn Keyes</th>\n                        <td id=\"T_ece80_row20_col0\" class=\"data row20 col0\" >0.759477</td>\n                        <td id=\"T_ece80_row20_col1\" class=\"data row20 col1\" >1.277044</td>\n                        <td id=\"T_ece80_row20_col2\" class=\"data row20 col2\" >0.564006</td>\n                        <td id=\"T_ece80_row20_col3\" class=\"data row20 col3\" >0.380601</td>\n                        <td id=\"T_ece80_row20_col4\" class=\"data row20 col4\" >0.759739</td>\n                        <td id=\"T_ece80_row20_col5\" class=\"data row20 col5\" >1.176112</td>\n                        <td id=\"T_ece80_row20_col6\" class=\"data row20 col6\" >0.534927</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Nerd Pacheco"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nNerd Pacheco              4.5       4.0          4.5      3.0\nBurke Gonzales            3.5       6.0          4.0      4.0\nElvis Figueroa            3.5       5.5          2.0      4.5\nXandra Pancakes           2.5       5.0          4.0      4.5\nSixpack Santiago          2.0       5.0          4.5      3.0\nRigby Friedrich           3.5       5.0          4.5      4.0\nRafael Davids             3.5       5.0          2.0      3.5\nSchneider Bendie          3.5       4.5          4.5      2.5\nCory Twelve               4.0       4.5          3.5      2.5\nYummy Elliott             3.5       4.5          4.0      4.0\nFitzgerald Blackburn      5.5       4.5          2.5      4.5\nEngine Eberhardt          3.5       4.5          5.0      4.0\nYurts Buttercup           4.0       4.5          3.5      4.0\nSexton Wheerer            4.5       4.0          3.5      5.0\nRivers Rosa               3.5       4.0          4.5      4.0\nPatchwork Southwick       4.0       4.0          3.0      4.0\nHiroto Cerna              5.0       4.0          4.0      3.0\nFrankie Hambone           4.0       4.0          2.5      4.0\nHercules Alighieri        4.0       4.0          3.0      4.5\nDunn Keyes                3.0       4.0          5.0      4.0\nLoubert Ji-Eun            4.5       3.5          5.5      4.0",
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></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_1a5b6_level0_row0\" class=\"row_heading level0 row0\" >Nerd Pacheco</th>\n                        <td id=\"T_1a5b6_row0_col0\" class=\"data row0 col0\" >0.836120</td>\n                        <td id=\"T_1a5b6_row0_col1\" class=\"data row0 col1\" >1.087720</td>\n                        <td id=\"T_1a5b6_row0_col2\" class=\"data row0 col2\" >1.066351</td>\n                        <td id=\"T_1a5b6_row0_col3\" class=\"data row0 col3\" >0.272113</td>\n                        <td id=\"T_1a5b6_row0_col4\" class=\"data row0 col4\" >0.608134</td>\n                        <td id=\"T_1a5b6_row0_col5\" class=\"data row0 col5\" >0.932212</td>\n                        <td id=\"T_1a5b6_row0_col6\" class=\"data row0 col6\" >0.484500</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row1\" class=\"row_heading level0 row1\" >Burke Gonzales</th>\n                        <td id=\"T_1a5b6_row1_col0\" class=\"data row1 col0\" >1.176989</td>\n                        <td id=\"T_1a5b6_row1_col1\" class=\"data row1 col1\" >1.171639</td>\n                        <td id=\"T_1a5b6_row1_col2\" class=\"data row1 col2\" >1.341412</td>\n                        <td id=\"T_1a5b6_row1_col3\" class=\"data row1 col3\" >0.879956</td>\n                        <td id=\"T_1a5b6_row1_col4\" class=\"data row1 col4\" >0.870391</td>\n                        <td id=\"T_1a5b6_row1_col5\" class=\"data row1 col5\" >0.973638</td>\n                        <td id=\"T_1a5b6_row1_col6\" class=\"data row1 col6\" >0.789646</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row2\" class=\"row_heading level0 row2\" >Elvis Figueroa</th>\n                        <td id=\"T_1a5b6_row2_col0\" class=\"data row2 col0\" >1.096633</td>\n                        <td id=\"T_1a5b6_row2_col1\" class=\"data row2 col1\" >1.159675</td>\n                        <td id=\"T_1a5b6_row2_col2\" class=\"data row2 col2\" >1.136143</td>\n                        <td id=\"T_1a5b6_row2_col3\" class=\"data row2 col3\" >1.072682</td>\n                        <td id=\"T_1a5b6_row2_col4\" class=\"data row2 col4\" >0.786089</td>\n                        <td id=\"T_1a5b6_row2_col5\" class=\"data row2 col5\" >0.461405</td>\n                        <td id=\"T_1a5b6_row2_col6\" class=\"data row2 col6\" >0.721203</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row3\" class=\"row_heading level0 row3\" >Xandra Pancakes</th>\n                        <td id=\"T_1a5b6_row3_col0\" class=\"data row3 col0\" >0.983680</td>\n                        <td id=\"T_1a5b6_row3_col1\" class=\"data row3 col1\" >1.082650</td>\n                        <td id=\"T_1a5b6_row3_col2\" class=\"data row3 col2\" >1.004702</td>\n                        <td id=\"T_1a5b6_row3_col3\" class=\"data row3 col3\" >0.855130</td>\n                        <td id=\"T_1a5b6_row3_col4\" class=\"data row3 col4\" >0.854402</td>\n                        <td id=\"T_1a5b6_row3_col5\" class=\"data row3 col5\" >0.470938</td>\n                        <td id=\"T_1a5b6_row3_col6\" class=\"data row3 col6\" >0.725690</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row4\" class=\"row_heading level0 row4\" >Sixpack Santiago</th>\n                        <td id=\"T_1a5b6_row4_col0\" class=\"data row4 col0\" >0.969910</td>\n                        <td id=\"T_1a5b6_row4_col1\" class=\"data row4 col1\" >0.765921</td>\n                        <td id=\"T_1a5b6_row4_col2\" class=\"data row4 col2\" >1.199201</td>\n                        <td id=\"T_1a5b6_row4_col3\" class=\"data row4 col3\" >1.531857</td>\n                        <td id=\"T_1a5b6_row4_col4\" class=\"data row4 col4\" >0.747720</td>\n                        <td id=\"T_1a5b6_row4_col5\" class=\"data row4 col5\" >0.826116</td>\n                        <td id=\"T_1a5b6_row4_col6\" class=\"data row4 col6\" >0.559834</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row5\" class=\"row_heading level0 row5\" >Rigby Friedrich</th>\n                        <td id=\"T_1a5b6_row5_col0\" class=\"data row5 col0\" >0.961982</td>\n                        <td id=\"T_1a5b6_row5_col1\" class=\"data row5 col1\" >1.119728</td>\n                        <td id=\"T_1a5b6_row5_col2\" class=\"data row5 col2\" >1.004998</td>\n                        <td id=\"T_1a5b6_row5_col3\" class=\"data row5 col3\" >0.497562</td>\n                        <td id=\"T_1a5b6_row5_col4\" class=\"data row5 col4\" >1.143943</td>\n                        <td id=\"T_1a5b6_row5_col5\" class=\"data row5 col5\" >0.785381</td>\n                        <td id=\"T_1a5b6_row5_col6\" class=\"data row5 col6\" >0.584288</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row6\" class=\"row_heading level0 row6\" >Rafael Davids</th>\n                        <td id=\"T_1a5b6_row6_col0\" class=\"data row6 col0\" >0.950434</td>\n                        <td id=\"T_1a5b6_row6_col1\" class=\"data row6 col1\" >0.821531</td>\n                        <td id=\"T_1a5b6_row6_col2\" class=\"data row6 col2\" >1.097610</td>\n                        <td id=\"T_1a5b6_row6_col3\" class=\"data row6 col3\" >1.057661</td>\n                        <td id=\"T_1a5b6_row6_col4\" class=\"data row6 col4\" >1.006934</td>\n                        <td id=\"T_1a5b6_row6_col5\" class=\"data row6 col5\" >1.045070</td>\n                        <td id=\"T_1a5b6_row6_col6\" class=\"data row6 col6\" >1.161455</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row7\" class=\"row_heading level0 row7\" >Schneider Bendie</th>\n                        <td id=\"T_1a5b6_row7_col0\" class=\"data row7 col0\" >0.944823</td>\n                        <td id=\"T_1a5b6_row7_col1\" class=\"data row7 col1\" >0.944301</td>\n                        <td id=\"T_1a5b6_row7_col2\" class=\"data row7 col2\" >1.093810</td>\n                        <td id=\"T_1a5b6_row7_col3\" class=\"data row7 col3\" >0.979122</td>\n                        <td id=\"T_1a5b6_row7_col4\" class=\"data row7 col4\" >0.575652</td>\n                        <td id=\"T_1a5b6_row7_col5\" class=\"data row7 col5\" >0.799962</td>\n                        <td id=\"T_1a5b6_row7_col6\" class=\"data row7 col6\" >0.643485</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row8\" class=\"row_heading level0 row8\" >Cory Twelve</th>\n                        <td id=\"T_1a5b6_row8_col0\" class=\"data row8 col0\" >0.942071</td>\n                        <td id=\"T_1a5b6_row8_col1\" class=\"data row8 col1\" >1.059549</td>\n                        <td id=\"T_1a5b6_row8_col2\" class=\"data row8 col2\" >1.062618</td>\n                        <td id=\"T_1a5b6_row8_col3\" class=\"data row8 col3\" >0.701061</td>\n                        <td id=\"T_1a5b6_row8_col4\" class=\"data row8 col4\" >0.544233</td>\n                        <td id=\"T_1a5b6_row8_col5\" class=\"data row8 col5\" >1.050049</td>\n                        <td id=\"T_1a5b6_row8_col6\" class=\"data row8 col6\" >0.258487</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row9\" class=\"row_heading level0 row9\" >Yummy Elliott</th>\n                        <td id=\"T_1a5b6_row9_col0\" class=\"data row9 col0\" >0.912388</td>\n                        <td id=\"T_1a5b6_row9_col1\" class=\"data row9 col1\" >0.798342</td>\n                        <td id=\"T_1a5b6_row9_col2\" class=\"data row9 col2\" >1.147276</td>\n                        <td id=\"T_1a5b6_row9_col3\" class=\"data row9 col3\" >1.108293</td>\n                        <td id=\"T_1a5b6_row9_col4\" class=\"data row9 col4\" >0.617898</td>\n                        <td id=\"T_1a5b6_row9_col5\" class=\"data row9 col5\" >0.948697</td>\n                        <td id=\"T_1a5b6_row9_col6\" class=\"data row9 col6\" >0.932231</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row10\" class=\"row_heading level0 row10\" >Fitzgerald Blackburn</th>\n                        <td id=\"T_1a5b6_row10_col0\" class=\"data row10 col0\" >0.894261</td>\n                        <td id=\"T_1a5b6_row10_col1\" class=\"data row10 col1\" >0.859707</td>\n                        <td id=\"T_1a5b6_row10_col2\" class=\"data row10 col2\" >1.024373</td>\n                        <td id=\"T_1a5b6_row10_col3\" class=\"data row10 col3\" >1.000059</td>\n                        <td id=\"T_1a5b6_row10_col4\" class=\"data row10 col4\" >0.774466</td>\n                        <td id=\"T_1a5b6_row10_col5\" class=\"data row10 col5\" >0.444692</td>\n                        <td id=\"T_1a5b6_row10_col6\" class=\"data row10 col6\" >0.794618</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row11\" class=\"row_heading level0 row11\" >Engine Eberhardt</th>\n                        <td id=\"T_1a5b6_row11_col0\" class=\"data row11 col0\" >0.870702</td>\n                        <td id=\"T_1a5b6_row11_col1\" class=\"data row11 col1\" >1.153561</td>\n                        <td id=\"T_1a5b6_row11_col2\" class=\"data row11 col2\" >0.757394</td>\n                        <td id=\"T_1a5b6_row11_col3\" class=\"data row11 col3\" >0.612956</td>\n                        <td id=\"T_1a5b6_row11_col4\" class=\"data row11 col4\" >0.819308</td>\n                        <td id=\"T_1a5b6_row11_col5\" class=\"data row11 col5\" >0.806215</td>\n                        <td id=\"T_1a5b6_row11_col6\" class=\"data row11 col6\" >0.779997</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row12\" class=\"row_heading level0 row12\" >Yurts Buttercup</th>\n                        <td id=\"T_1a5b6_row12_col0\" class=\"data row12 col0\" >0.852575</td>\n                        <td id=\"T_1a5b6_row12_col1\" class=\"data row12 col1\" >0.987203</td>\n                        <td id=\"T_1a5b6_row12_col2\" class=\"data row12 col2\" >1.095826</td>\n                        <td id=\"T_1a5b6_row12_col3\" class=\"data row12 col3\" >0.627572</td>\n                        <td id=\"T_1a5b6_row12_col4\" class=\"data row12 col4\" >0.287007</td>\n                        <td id=\"T_1a5b6_row12_col5\" class=\"data row12 col5\" >1.223968</td>\n                        <td id=\"T_1a5b6_row12_col6\" class=\"data row12 col6\" >0.584248</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row13\" class=\"row_heading level0 row13\" >Sexton Wheerer</th>\n                        <td id=\"T_1a5b6_row13_col0\" class=\"data row13 col0\" >0.826895</td>\n                        <td id=\"T_1a5b6_row13_col1\" class=\"data row13 col1\" >0.798889</td>\n                        <td id=\"T_1a5b6_row13_col2\" class=\"data row13 col2\" >0.906990</td>\n                        <td id=\"T_1a5b6_row13_col3\" class=\"data row13 col3\" >0.837579</td>\n                        <td id=\"T_1a5b6_row13_col4\" class=\"data row13 col4\" >0.933111</td>\n                        <td id=\"T_1a5b6_row13_col5\" class=\"data row13 col5\" >0.810487</td>\n                        <td id=\"T_1a5b6_row13_col6\" class=\"data row13 col6\" >0.820770</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row14\" class=\"row_heading level0 row14\" >Rivers Rosa</th>\n                        <td id=\"T_1a5b6_row14_col0\" class=\"data row14 col0\" >0.808070</td>\n                        <td id=\"T_1a5b6_row14_col1\" class=\"data row14 col1\" >0.612831</td>\n                        <td id=\"T_1a5b6_row14_col2\" class=\"data row14 col2\" >1.154332</td>\n                        <td id=\"T_1a5b6_row14_col3\" class=\"data row14 col3\" >1.206265</td>\n                        <td id=\"T_1a5b6_row14_col4\" class=\"data row14 col4\" >0.735692</td>\n                        <td id=\"T_1a5b6_row14_col5\" class=\"data row14 col5\" >0.396654</td>\n                        <td id=\"T_1a5b6_row14_col6\" class=\"data row14 col6\" >0.657722</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row15\" class=\"row_heading level0 row15\" >Patchwork Southwick</th>\n                        <td id=\"T_1a5b6_row15_col0\" class=\"data row15 col0\" >0.788895</td>\n                        <td id=\"T_1a5b6_row15_col1\" class=\"data row15 col1\" >1.253402</td>\n                        <td id=\"T_1a5b6_row15_col2\" class=\"data row15 col2\" >0.517352</td>\n                        <td id=\"T_1a5b6_row15_col3\" class=\"data row15 col3\" >1.171234</td>\n                        <td id=\"T_1a5b6_row15_col4\" class=\"data row15 col4\" >0.318985</td>\n                        <td id=\"T_1a5b6_row15_col5\" class=\"data row15 col5\" >1.178816</td>\n                        <td id=\"T_1a5b6_row15_col6\" class=\"data row15 col6\" >0.720663</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row16\" class=\"row_heading level0 row16\" >Hiroto Cerna</th>\n                        <td id=\"T_1a5b6_row16_col0\" class=\"data row16 col0\" >0.777837</td>\n                        <td id=\"T_1a5b6_row16_col1\" class=\"data row16 col1\" >0.776017</td>\n                        <td id=\"T_1a5b6_row16_col2\" class=\"data row16 col2\" >1.051935</td>\n                        <td id=\"T_1a5b6_row16_col3\" class=\"data row16 col3\" >0.627609</td>\n                        <td id=\"T_1a5b6_row16_col4\" class=\"data row16 col4\" >0.458533</td>\n                        <td id=\"T_1a5b6_row16_col5\" class=\"data row16 col5\" >1.134154</td>\n                        <td id=\"T_1a5b6_row16_col6\" class=\"data row16 col6\" >0.508447</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row17\" class=\"row_heading level0 row17\" >Frankie Hambone</th>\n                        <td id=\"T_1a5b6_row17_col0\" class=\"data row17 col0\" >0.772107</td>\n                        <td id=\"T_1a5b6_row17_col1\" class=\"data row17 col1\" >0.762857</td>\n                        <td id=\"T_1a5b6_row17_col2\" class=\"data row17 col2\" >0.767852</td>\n                        <td id=\"T_1a5b6_row17_col3\" class=\"data row17 col3\" >0.980555</td>\n                        <td id=\"T_1a5b6_row17_col4\" class=\"data row17 col4\" >0.882696</td>\n                        <td id=\"T_1a5b6_row17_col5\" class=\"data row17 col5\" >0.915613</td>\n                        <td id=\"T_1a5b6_row17_col6\" class=\"data row17 col6\" >1.045288</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row18\" class=\"row_heading level0 row18\" >Hercules Alighieri</th>\n                        <td id=\"T_1a5b6_row18_col0\" class=\"data row18 col0\" >0.763780</td>\n                        <td id=\"T_1a5b6_row18_col1\" class=\"data row18 col1\" >1.062974</td>\n                        <td id=\"T_1a5b6_row18_col2\" class=\"data row18 col2\" >0.837245</td>\n                        <td id=\"T_1a5b6_row18_col3\" class=\"data row18 col3\" >0.431633</td>\n                        <td id=\"T_1a5b6_row18_col4\" class=\"data row18 col4\" >0.345942</td>\n                        <td id=\"T_1a5b6_row18_col5\" class=\"data row18 col5\" >1.137448</td>\n                        <td id=\"T_1a5b6_row18_col6\" class=\"data row18 col6\" >0.574212</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row19\" class=\"row_heading level0 row19\" >Dunn Keyes</th>\n                        <td id=\"T_1a5b6_row19_col0\" class=\"data row19 col0\" >0.759477</td>\n                        <td id=\"T_1a5b6_row19_col1\" class=\"data row19 col1\" >1.277044</td>\n                        <td id=\"T_1a5b6_row19_col2\" class=\"data row19 col2\" >0.564006</td>\n                        <td id=\"T_1a5b6_row19_col3\" class=\"data row19 col3\" >0.380601</td>\n                        <td id=\"T_1a5b6_row19_col4\" class=\"data row19 col4\" >0.759739</td>\n                        <td id=\"T_1a5b6_row19_col5\" class=\"data row19 col5\" >1.176112</td>\n                        <td id=\"T_1a5b6_row19_col6\" class=\"data row19 col6\" >0.534927</td>\n            </tr>\n            <tr>\n                        <th id=\"T_1a5b6_level0_row20\" class=\"row_heading level0 row20\" >Loubert Ji-Eun</th>\n                        <td id=\"T_1a5b6_row20_col0\" class=\"data row20 col0\" >0.743273</td>\n                        <td id=\"T_1a5b6_row20_col1\" class=\"data row20 col1\" >0.826054</td>\n                        <td id=\"T_1a5b6_row20_col2\" class=\"data row20 col2\" >0.606555</td>\n                        <td id=\"T_1a5b6_row20_col3\" class=\"data row20 col3\" >1.273898</td>\n                        <td id=\"T_1a5b6_row20_col4\" class=\"data row20 col4\" >0.752865</td>\n                        <td id=\"T_1a5b6_row20_col5\" class=\"data row20 col5\" >0.695287</td>\n                        <td id=\"T_1a5b6_row20_col6\" class=\"data row20 col6\" >1.044215</td>\n            </tr>\n    </tbody></table>"
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    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Ruslan Greatness"
     },
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                      Batting  Pitching  Baserunning  Defense\nRuslan Greatness          5.0       4.0          5.0      5.0\nPitching Machine          4.5       6.5          3.5      4.0\nBurke Gonzales            3.5       6.0          4.0      4.0\nLou Roseheart             4.0       6.0          5.5      4.5\nQais Dogwalker            4.5       6.0          5.5      5.0\nRigby Friedrich           3.5       5.0          4.5      4.0\nKnight Tri---h-nt         5.5       4.5          4.0      5.0\nFitzgerald Blackburn      5.5       4.5          2.5      4.5\nWesley Poole              3.5       4.0          5.5      5.5\nSexton Wheerer            4.5       4.0          3.5      5.0\nLoubert Ji-Eun            4.5       3.5          5.5      4.0\nRivers Clembons           4.5       3.5          4.5      4.5\nAldon Cashmoney           5.0       3.5          6.0      3.0\nS--atc- D-le--e           4.5       3.5          5.5      4.0\nMcdowell Mason            5.0       3.0          5.0      5.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>5.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Pitching Machine</th>\n      <td>4.5</td>\n      <td>6.5</td>\n      <td>3.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Burke Gonzales</th>\n      <td>3.5</td>\n      <td>6.0</td>\n      <td>4.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Lou Roseheart</th>\n      <td>4.0</td>\n      <td>6.0</td>\n      <td>5.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Qais Dogwalker</th>\n      <td>4.5</td>\n      <td>6.0</td>\n      <td>5.5</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Rigby Friedrich</th>\n      <td>3.5</td>\n      <td>5.0</td>\n      <td>4.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Knight Tri---h-nt</th>\n      <td>5.5</td>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Fitzgerald Blackburn</th>\n      <td>5.5</td>\n      <td>4.5</td>\n      <td>2.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Wesley Poole</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>5.5</td>\n      <td>5.5</td>\n    </tr>\n    <tr>\n      <th>Sexton Wheerer</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>3.5</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Loubert Ji-Eun</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>5.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Rivers Clembons</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Aldon Cashmoney</th>\n      <td>5.0</td>\n      <td>3.5</td>\n      <td>6.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>S--atc- D-le--e</th>\n      <td>4.5</td>\n      <td>3.5</td>\n      <td>5.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Mcdowell Mason</th>\n      <td>5.0</td>\n      <td>3.0</td>\n      <td>5.0</td>\n      <td>5.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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  </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_4c7bd_level0_row0\" class=\"row_heading level0 row0\" >Ruslan Greatness</th>\n                        <td id=\"T_4c7bd_row0_col0\" class=\"data row0 col0\" >0.819339</td>\n                        <td id=\"T_4c7bd_row0_col1\" class=\"data row0 col1\" >0.770870</td>\n                        <td id=\"T_4c7bd_row0_col2\" class=\"data row0 col2\" >0.786481</td>\n                        <td id=\"T_4c7bd_row0_col3\" class=\"data row0 col3\" >1.269963</td>\n                        <td id=\"T_4c7bd_row0_col4\" class=\"data row0 col4\" >1.026832</td>\n                        <td id=\"T_4c7bd_row0_col5\" class=\"data row0 col5\" >0.629742</td>\n                        <td id=\"T_4c7bd_row0_col6\" class=\"data row0 col6\" >1.420762</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row1\" class=\"row_heading level0 row1\" >Pitching Machine</th>\n                        <td id=\"T_4c7bd_row1_col0\" class=\"data row1 col0\" >1.269650</td>\n                        <td id=\"T_4c7bd_row1_col1\" class=\"data row1 col1\" >1.370494</td>\n                        <td id=\"T_4c7bd_row1_col2\" class=\"data row1 col2\" >1.217263</td>\n                        <td id=\"T_4c7bd_row1_col3\" class=\"data row1 col3\" >1.396690</td>\n                        <td id=\"T_4c7bd_row1_col4\" class=\"data row1 col4\" >0.681640</td>\n                        <td id=\"T_4c7bd_row1_col5\" class=\"data row1 col5\" >0.689997</td>\n                        <td id=\"T_4c7bd_row1_col6\" class=\"data row1 col6\" >0.815020</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row2\" class=\"row_heading level0 row2\" >Burke Gonzales</th>\n                        <td id=\"T_4c7bd_row2_col0\" class=\"data row2 col0\" >1.176989</td>\n                        <td id=\"T_4c7bd_row2_col1\" class=\"data row2 col1\" >1.171639</td>\n                        <td id=\"T_4c7bd_row2_col2\" class=\"data row2 col2\" >1.341412</td>\n                        <td id=\"T_4c7bd_row2_col3\" class=\"data row2 col3\" >0.879956</td>\n                        <td id=\"T_4c7bd_row2_col4\" class=\"data row2 col4\" >0.870391</td>\n                        <td id=\"T_4c7bd_row2_col5\" class=\"data row2 col5\" >0.973638</td>\n                        <td id=\"T_4c7bd_row2_col6\" class=\"data row2 col6\" >0.789646</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row3\" class=\"row_heading level0 row3\" >Lou Roseheart</th>\n                        <td id=\"T_4c7bd_row3_col0\" class=\"data row3 col0\" >1.173663</td>\n                        <td id=\"T_4c7bd_row3_col1\" class=\"data row3 col1\" >1.199089</td>\n                        <td id=\"T_4c7bd_row3_col2\" class=\"data row3 col2\" >1.014134</td>\n                        <td id=\"T_4c7bd_row3_col3\" class=\"data row3 col3\" >1.171751</td>\n                        <td id=\"T_4c7bd_row3_col4\" class=\"data row3 col4\" >1.394565</td>\n                        <td id=\"T_4c7bd_row3_col5\" class=\"data row3 col5\" >1.307418</td>\n                        <td id=\"T_4c7bd_row3_col6\" class=\"data row3 col6\" >1.255015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row4\" class=\"row_heading level0 row4\" >Qais Dogwalker</th>\n                        <td id=\"T_4c7bd_row4_col0\" class=\"data row4 col0\" >1.153869</td>\n                        <td id=\"T_4c7bd_row4_col1\" class=\"data row4 col1\" >1.071425</td>\n                        <td id=\"T_4c7bd_row4_col2\" class=\"data row4 col2\" >1.137700</td>\n                        <td id=\"T_4c7bd_row4_col3\" class=\"data row4 col3\" >1.358705</td>\n                        <td id=\"T_4c7bd_row4_col4\" class=\"data row4 col4\" >1.152111</td>\n                        <td id=\"T_4c7bd_row4_col5\" class=\"data row4 col5\" >0.882765</td>\n                        <td id=\"T_4c7bd_row4_col6\" class=\"data row4 col6\" >0.610121</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row5\" class=\"row_heading level0 row5\" >Rigby Friedrich</th>\n                        <td id=\"T_4c7bd_row5_col0\" class=\"data row5 col0\" >0.961982</td>\n                        <td id=\"T_4c7bd_row5_col1\" class=\"data row5 col1\" >1.119728</td>\n                        <td id=\"T_4c7bd_row5_col2\" class=\"data row5 col2\" >1.004998</td>\n                        <td id=\"T_4c7bd_row5_col3\" class=\"data row5 col3\" >0.497562</td>\n                        <td id=\"T_4c7bd_row5_col4\" class=\"data row5 col4\" >1.143943</td>\n                        <td id=\"T_4c7bd_row5_col5\" class=\"data row5 col5\" >0.785381</td>\n                        <td id=\"T_4c7bd_row5_col6\" class=\"data row5 col6\" >0.584288</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row6\" class=\"row_heading level0 row6\" >Knight Tri---h-nt</th>\n                        <td id=\"T_4c7bd_row6_col0\" class=\"data row6 col0\" >0.919301</td>\n                        <td id=\"T_4c7bd_row6_col1\" class=\"data row6 col1\" >1.212409</td>\n                        <td id=\"T_4c7bd_row6_col2\" class=\"data row6 col2\" >0.615961</td>\n                        <td id=\"T_4c7bd_row6_col3\" class=\"data row6 col3\" >1.063965</td>\n                        <td id=\"T_4c7bd_row6_col4\" class=\"data row6 col4\" >1.186994</td>\n                        <td id=\"T_4c7bd_row6_col5\" class=\"data row6 col5\" >0.593097</td>\n                        <td id=\"T_4c7bd_row6_col6\" class=\"data row6 col6\" >0.480777</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row7\" class=\"row_heading level0 row7\" >Fitzgerald Blackburn</th>\n                        <td id=\"T_4c7bd_row7_col0\" class=\"data row7 col0\" >0.894261</td>\n                        <td id=\"T_4c7bd_row7_col1\" class=\"data row7 col1\" >0.859707</td>\n                        <td id=\"T_4c7bd_row7_col2\" class=\"data row7 col2\" >1.024373</td>\n                        <td id=\"T_4c7bd_row7_col3\" class=\"data row7 col3\" >1.000059</td>\n                        <td id=\"T_4c7bd_row7_col4\" class=\"data row7 col4\" >0.774466</td>\n                        <td id=\"T_4c7bd_row7_col5\" class=\"data row7 col5\" >0.444692</td>\n                        <td id=\"T_4c7bd_row7_col6\" class=\"data row7 col6\" >0.794618</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row8\" class=\"row_heading level0 row8\" >Wesley Poole</th>\n                        <td id=\"T_4c7bd_row8_col0\" class=\"data row8 col0\" >0.828930</td>\n                        <td id=\"T_4c7bd_row8_col1\" class=\"data row8 col1\" >1.036001</td>\n                        <td id=\"T_4c7bd_row8_col2\" class=\"data row8 col2\" >0.861256</td>\n                        <td id=\"T_4c7bd_row8_col3\" class=\"data row8 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>0.810487</td>\n                        <td id=\"T_4c7bd_row9_col6\" class=\"data row9 col6\" >0.820770</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row10\" class=\"row_heading level0 row10\" >Loubert Ji-Eun</th>\n                        <td id=\"T_4c7bd_row10_col0\" class=\"data row10 col0\" >0.743273</td>\n                        <td id=\"T_4c7bd_row10_col1\" class=\"data row10 col1\" >0.826054</td>\n                        <td id=\"T_4c7bd_row10_col2\" class=\"data row10 col2\" >0.606555</td>\n                        <td id=\"T_4c7bd_row10_col3\" class=\"data row10 col3\" >1.273898</td>\n                        <td id=\"T_4c7bd_row10_col4\" class=\"data row10 col4\" >0.752865</td>\n                        <td id=\"T_4c7bd_row10_col5\" class=\"data row10 col5\" >0.695287</td>\n                        <td id=\"T_4c7bd_row10_col6\" class=\"data row10 col6\" >1.044215</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row11\" class=\"row_heading level0 row11\" >Rivers Clembons</th>\n                        <td id=\"T_4c7bd_row11_col0\" class=\"data row11 col0\" >0.715612</td>\n                        <td id=\"T_4c7bd_row11_col1\" class=\"data row11 col1\" >0.765694</td>\n                        <td id=\"T_4c7bd_row11_col2\" class=\"data row11 col2\" >0.630133</td>\n                        <td id=\"T_4c7bd_row11_col3\" class=\"data row11 col3\" >0.923867</td>\n                        <td id=\"T_4c7bd_row11_col4\" class=\"data row11 col4\" >1.147302</td>\n                        <td id=\"T_4c7bd_row11_col5\" class=\"data row11 col5\" >0.481627</td>\n                        <td id=\"T_4c7bd_row11_col6\" class=\"data row11 col6\" >1.144964</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row12\" class=\"row_heading level0 row12\" >Aldon Cashmoney</th>\n                        <td id=\"T_4c7bd_row12_col0\" class=\"data row12 col0\" >0.701788</td>\n                        <td id=\"T_4c7bd_row12_col1\" class=\"data row12 col1\" >0.657340</td>\n                        <td id=\"T_4c7bd_row12_col2\" class=\"data row12 col2\" >0.827542</td>\n                        <td id=\"T_4c7bd_row12_col3\" class=\"data row12 col3\" >0.877587</td>\n                        <td id=\"T_4c7bd_row12_col4\" class=\"data row12 col4\" >0.688913</td>\n                        <td id=\"T_4c7bd_row12_col5\" class=\"data row12 col5\" >0.624317</td>\n                        <td id=\"T_4c7bd_row12_col6\" class=\"data row12 col6\" >0.457314</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row13\" class=\"row_heading level0 row13\" >S--atc- D-le--e</th>\n                        <td id=\"T_4c7bd_row13_col0\" class=\"data row13 col0\" >0.662925</td>\n                        <td id=\"T_4c7bd_row13_col1\" class=\"data row13 col1\" >0.794390</td>\n                        <td id=\"T_4c7bd_row13_col2\" class=\"data row13 col2\" >0.509254</td>\n                        <td id=\"T_4c7bd_row13_col3\" class=\"data row13 col3\" >1.314547</td>\n                        <td id=\"T_4c7bd_row13_col4\" class=\"data row13 col4\" >0.484701</td>\n                        <td id=\"T_4c7bd_row13_col5\" class=\"data row13 col5\" >1.237081</td>\n                        <td id=\"T_4c7bd_row13_col6\" class=\"data row13 col6\" >0.825858</td>\n            </tr>\n            <tr>\n                        <th id=\"T_4c7bd_level0_row14\" class=\"row_heading level0 row14\" >Mcdowell Mason</th>\n                        <td id=\"T_4c7bd_row14_col0\" class=\"data row14 col0\" >0.569054</td>\n                        <td id=\"T_4c7bd_row14_col1\" class=\"data row14 col1\" >0.397833</td>\n                        <td id=\"T_4c7bd_row14_col2\" class=\"data row14 col2\" >1.018055</td>\n                        <td id=\"T_4c7bd_row14_col3\" class=\"data row14 col3\" >0.556432</td>\n                        <td id=\"T_4c7bd_row14_col4\" class=\"data row14 col4\" >0.833200</td>\n                        <td id=\"T_4c7bd_row14_col5\" class=\"data row14 col5\" >0.855674</td>\n                        <td id=\"T_4c7bd_row14_col6\" class=\"data row14 col6\" >0.718367</td>\n            </tr>\n    </tbody></table>"
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     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Zack Sanders"
     },
     "metadata": {},
     "output_type": "display_data"
    },
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      "text/plain": "                     Batting  Pitching  Baserunning  Defense\nZack Sanders             3.0       2.5          4.0      4.5\nElvis Figueroa           3.5       5.5          2.0      4.5\nSixpack Santiago         2.0       5.0          4.5      3.0\nRafael Davids            3.5       5.0          2.0      3.5\nSchneider Bendie         3.5       4.5          4.5      2.5\nCory Twelve              4.0       4.5          3.5      2.5\nYurts Buttercup          4.0       4.5          3.5      4.0\nWyatt Pothos             2.5       4.0          3.5      3.0\nCell Barajas             3.0       4.0          2.5      3.0\nRivers Rosa              3.5       4.0          4.5      4.0\nAugust Sky               4.5       4.0          2.0      2.5\nPatchwork Southwick      4.0       4.0          3.0      4.0\nJayden Wright            2.5       4.0          2.5      3.0\nLo-- --rb--              2.5       4.0          3.5      4.0\nHiroto Cerna             5.0       4.0          4.0      3.0\nTamara Crankit           3.5       4.0          3.0      3.0\nJacoby Podcast           3.0       4.0          2.5      4.0\nFrankie Hambone          4.0       4.0          2.5      4.0\nHercules Alighieri       4.0       4.0          3.0      4.5\nDunn Keyes               3.0       4.0          5.0      4.0\nWalton Sports            1.5       4.0          3.5      5.0",
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><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_6ca9e_level0_row0\" class=\"row_heading level0 row0\" >Zack Sanders</th>\n                        <td id=\"T_6ca9e_row0_col0\" class=\"data row0 col0\" >0.529257</td>\n                        <td id=\"T_6ca9e_row0_col1\" class=\"data row0 col1\" >0.371443</td>\n                        <td id=\"T_6ca9e_row0_col2\" class=\"data row0 col2\" >0.968237</td>\n                        <td id=\"T_6ca9e_row0_col3\" class=\"data row0 col3\" >0.733656</td>\n                        <td id=\"T_6ca9e_row0_col4\" class=\"data row0 col4\" >0.519537</td>\n                        <td id=\"T_6ca9e_row0_col5\" class=\"data row0 col5\" >0.522018</td>\n                        <td id=\"T_6ca9e_row0_col6\" class=\"data row0 col6\" >0.671376</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row1\" class=\"row_heading level0 row1\" >Elvis Figueroa</th>\n                        <td id=\"T_6ca9e_row1_col0\" class=\"data row1 col0\" >1.096633</td>\n                        <td id=\"T_6ca9e_row1_col1\" class=\"data row1 col1\" >1.159675</td>\n                        <td id=\"T_6ca9e_row1_col2\" class=\"data row1 col2\" >1.136143</td>\n                        <td id=\"T_6ca9e_row1_col3\" class=\"data row1 col3\" >1.072682</td>\n                        <td id=\"T_6ca9e_row1_col4\" class=\"data row1 col4\" >0.786089</td>\n                        <td id=\"T_6ca9e_row1_col5\" class=\"data row1 col5\" >0.461405</td>\n                        <td id=\"T_6ca9e_row1_col6\" class=\"data row1 col6\" >0.721203</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row2\" class=\"row_heading level0 row2\" >Sixpack Santiago</th>\n                        <td id=\"T_6ca9e_row2_col0\" class=\"data row2 col0\" >0.969910</td>\n                        <td id=\"T_6ca9e_row2_col1\" class=\"data row2 col1\" >0.765921</td>\n                        <td id=\"T_6ca9e_row2_col2\" class=\"data row2 col2\" >1.199201</td>\n                        <td id=\"T_6ca9e_row2_col3\" class=\"data row2 col3\" >1.531857</td>\n                        <td id=\"T_6ca9e_row2_col4\" class=\"data row2 col4\" >0.747720</td>\n                        <td id=\"T_6ca9e_row2_col5\" class=\"data row2 col5\" >0.826116</td>\n                        <td id=\"T_6ca9e_row2_col6\" class=\"data row2 col6\" >0.559834</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row3\" class=\"row_heading level0 row3\" >Rafael Davids</th>\n                        <td id=\"T_6ca9e_row3_col0\" class=\"data row3 col0\" >0.950434</td>\n                        <td id=\"T_6ca9e_row3_col1\" class=\"data row3 col1\" >0.821531</td>\n                        <td id=\"T_6ca9e_row3_col2\" class=\"data row3 col2\" >1.097610</td>\n                        <td id=\"T_6ca9e_row3_col3\" class=\"data row3 col3\" >1.057661</td>\n                        <td id=\"T_6ca9e_row3_col4\" class=\"data row3 col4\" >1.006934</td>\n                        <td id=\"T_6ca9e_row3_col5\" class=\"data row3 col5\" >1.045070</td>\n                        <td id=\"T_6ca9e_row3_col6\" class=\"data row3 col6\" >1.161455</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row4\" class=\"row_heading level0 row4\" >Schneider Bendie</th>\n                        <td id=\"T_6ca9e_row4_col0\" class=\"data row4 col0\" >0.944823</td>\n                        <td id=\"T_6ca9e_row4_col1\" class=\"data row4 col1\" >0.944301</td>\n                        <td id=\"T_6ca9e_row4_col2\" class=\"data row4 col2\" >1.093810</td>\n                        <td id=\"T_6ca9e_row4_col3\" class=\"data row4 col3\" >0.979122</td>\n                        <td id=\"T_6ca9e_row4_col4\" class=\"data row4 col4\" >0.575652</td>\n                        <td id=\"T_6ca9e_row4_col5\" class=\"data row4 col5\" >0.799962</td>\n                        <td id=\"T_6ca9e_row4_col6\" class=\"data row4 col6\" >0.643485</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row5\" class=\"row_heading level0 row5\" >Cory Twelve</th>\n                        <td id=\"T_6ca9e_row5_col0\" class=\"data row5 col0\" >0.942071</td>\n                        <td id=\"T_6ca9e_row5_col1\" class=\"data row5 col1\" >1.059549</td>\n                        <td id=\"T_6ca9e_row5_col2\" class=\"data row5 col2\" >1.062618</td>\n                        <td id=\"T_6ca9e_row5_col3\" class=\"data row5 col3\" >0.701061</td>\n                        <td id=\"T_6ca9e_row5_col4\" class=\"data row5 col4\" >0.544233</td>\n                        <td id=\"T_6ca9e_row5_col5\" class=\"data row5 col5\" >1.050049</td>\n                        <td id=\"T_6ca9e_row5_col6\" class=\"data row5 col6\" >0.258487</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row6\" class=\"row_heading level0 row6\" >Yurts Buttercup</th>\n                        <td id=\"T_6ca9e_row6_col0\" class=\"data row6 col0\" >0.852575</td>\n                        <td id=\"T_6ca9e_row6_col1\" class=\"data row6 col1\" >0.987203</td>\n                        <td id=\"T_6ca9e_row6_col2\" class=\"data row6 col2\" >1.095826</td>\n                        <td id=\"T_6ca9e_row6_col3\" class=\"data row6 col3\" >0.627572</td>\n                        <td id=\"T_6ca9e_row6_col4\" class=\"data row6 col4\" >0.287007</td>\n                        <td id=\"T_6ca9e_row6_col5\" class=\"data row6 col5\" >1.223968</td>\n                        <td id=\"T_6ca9e_row6_col6\" class=\"data row6 col6\" >0.584248</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row7\" class=\"row_heading level0 row7\" >Wyatt Pothos</th>\n                        <td id=\"T_6ca9e_row7_col0\" class=\"data row7 col0\" >0.844384</td>\n                        <td id=\"T_6ca9e_row7_col1\" class=\"data row7 col1\" >0.701425</td>\n                        <td id=\"T_6ca9e_row7_col2\" class=\"data row7 col2\" >1.063023</td>\n                        <td id=\"T_6ca9e_row7_col3\" class=\"data row7 col3\" >1.132335</td>\n                        <td id=\"T_6ca9e_row7_col4\" class=\"data row7 col4\" >0.691922</td>\n                        <td id=\"T_6ca9e_row7_col5\" class=\"data row7 col5\" >1.079506</td>\n                        <td id=\"T_6ca9e_row7_col6\" class=\"data row7 col6\" >0.799864</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row8\" class=\"row_heading level0 row8\" >Cell Barajas</th>\n                        <td id=\"T_6ca9e_row8_col0\" class=\"data row8 col0\" >0.819420</td>\n                        <td id=\"T_6ca9e_row8_col1\" class=\"data row8 col1\" >0.927790</td>\n                        <td id=\"T_6ca9e_row8_col2\" class=\"data row8 col2\" >0.968070</td>\n                        <td id=\"T_6ca9e_row8_col3\" class=\"data row8 col3\" >0.718913</td>\n                        <td id=\"T_6ca9e_row8_col4\" class=\"data row8 col4\" >0.614807</td>\n                        <td id=\"T_6ca9e_row8_col5\" class=\"data row8 col5\" >0.132356</td>\n                        <td id=\"T_6ca9e_row8_col6\" class=\"data row8 col6\" >0.139887</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row9\" class=\"row_heading level0 row9\" >Rivers Rosa</th>\n                        <td id=\"T_6ca9e_row9_col0\" class=\"data row9 col0\" >0.808070</td>\n                        <td id=\"T_6ca9e_row9_col1\" class=\"data row9 col1\" >0.612831</td>\n                        <td id=\"T_6ca9e_row9_col2\" class=\"data row9 col2\" >1.154332</td>\n                        <td id=\"T_6ca9e_row9_col3\" class=\"data row9 col3\" >1.206265</td>\n                        <td id=\"T_6ca9e_row9_col4\" class=\"data row9 col4\" >0.735692</td>\n                        <td id=\"T_6ca9e_row9_col5\" class=\"data row9 col5\" >0.396654</td>\n                        <td id=\"T_6ca9e_row9_col6\" class=\"data row9 col6\" >0.657722</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row10\" class=\"row_heading level0 row10\" >August Sky</th>\n                        <td id=\"T_6ca9e_row10_col0\" class=\"data row10 col0\" >0.790347</td>\n                        <td id=\"T_6ca9e_row10_col1\" class=\"data row10 col1\" >0.853987</td>\n                        <td id=\"T_6ca9e_row10_col2\" class=\"data row10 col2\" >0.957562</td>\n                        <td id=\"T_6ca9e_row10_col3\" class=\"data row10 col3\" >1.105831</td>\n                        <td id=\"T_6ca9e_row10_col4\" class=\"data row10 col4\" >0.224839</td>\n                        <td id=\"T_6ca9e_row10_col5\" class=\"data row10 col5\" >0.822995</td>\n                        <td id=\"T_6ca9e_row10_col6\" class=\"data row10 col6\" >0.880402</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row11\" class=\"row_heading level0 row11\" >Patchwork Southwick</th>\n                        <td id=\"T_6ca9e_row11_col0\" class=\"data row11 col0\" >0.788895</td>\n                        <td id=\"T_6ca9e_row11_col1\" class=\"data row11 col1\" >1.253402</td>\n                        <td id=\"T_6ca9e_row11_col2\" class=\"data row11 col2\" >0.517352</td>\n                        <td id=\"T_6ca9e_row11_col3\" class=\"data row11 col3\" >1.171234</td>\n                        <td id=\"T_6ca9e_row11_col4\" class=\"data row11 col4\" >0.318985</td>\n                        <td id=\"T_6ca9e_row11_col5\" class=\"data row11 col5\" >1.178816</td>\n                        <td id=\"T_6ca9e_row11_col6\" class=\"data row11 col6\" >0.720663</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row12\" class=\"row_heading level0 row12\" >Jayden Wright</th>\n                        <td id=\"T_6ca9e_row12_col0\" class=\"data row12 col0\" >0.786132</td>\n                        <td id=\"T_6ca9e_row12_col1\" class=\"data row12 col1\" >0.774936</td>\n                        <td id=\"T_6ca9e_row12_col2\" class=\"data row12 col2\" >0.845408</td>\n                        <td id=\"T_6ca9e_row12_col3\" class=\"data row12 col3\" >0.756174</td>\n                        <td id=\"T_6ca9e_row12_col4\" class=\"data row12 col4\" >1.008662</td>\n                        <td id=\"T_6ca9e_row12_col5\" class=\"data row12 col5\" >0.821718</td>\n                        <td id=\"T_6ca9e_row12_col6\" class=\"data row12 col6\" >0.359170</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row13\" class=\"row_heading level0 row13\" >Lo-- --rb--</th>\n                        <td id=\"T_6ca9e_row13_col0\" class=\"data row13 col0\" >0.780885</td>\n                        <td id=\"T_6ca9e_row13_col1\" class=\"data row13 col1\" >1.156714</td>\n                        <td id=\"T_6ca9e_row13_col2\" class=\"data row13 col2\" >0.552445</td>\n                        <td id=\"T_6ca9e_row13_col3\" class=\"data row13 col3\" >0.496683</td>\n                        <td id=\"T_6ca9e_row13_col4\" class=\"data row13 col4\" >1.460711</td>\n                        <td id=\"T_6ca9e_row13_col5\" class=\"data row13 col5\" >0.534085</td>\n                        <td id=\"T_6ca9e_row13_col6\" class=\"data row13 col6\" >1.387567</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row14\" class=\"row_heading level0 row14\" >Hiroto Cerna</th>\n                        <td id=\"T_6ca9e_row14_col0\" class=\"data row14 col0\" >0.777837</td>\n                        <td id=\"T_6ca9e_row14_col1\" class=\"data row14 col1\" >0.776017</td>\n                        <td id=\"T_6ca9e_row14_col2\" class=\"data row14 col2\" >1.051935</td>\n                        <td id=\"T_6ca9e_row14_col3\" class=\"data row14 col3\" >0.627609</td>\n                        <td id=\"T_6ca9e_row14_col4\" class=\"data row14 col4\" >0.458533</td>\n                        <td id=\"T_6ca9e_row14_col5\" class=\"data row14 col5\" >1.134154</td>\n                        <td id=\"T_6ca9e_row14_col6\" class=\"data row14 col6\" >0.508447</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row15\" class=\"row_heading level0 row15\" >Tamara Crankit</th>\n                        <td id=\"T_6ca9e_row15_col0\" class=\"data row15 col0\" >0.776343</td>\n                        <td id=\"T_6ca9e_row15_col1\" class=\"data row15 col1\" >1.086496</td>\n                        <td id=\"T_6ca9e_row15_col2\" class=\"data row15 col2\" >0.744126</td>\n                        <td id=\"T_6ca9e_row15_col3\" class=\"data row15 col3\" >0.613793</td>\n                        <td id=\"T_6ca9e_row15_col4\" class=\"data row15 col4\" >0.424461</td>\n                        <td id=\"T_6ca9e_row15_col5\" class=\"data row15 col5\" >0.496321</td>\n                        <td id=\"T_6ca9e_row15_col6\" class=\"data row15 col6\" >0.556063</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row16\" class=\"row_heading level0 row16\" >Jacoby Podcast</th>\n                        <td id=\"T_6ca9e_row16_col0\" class=\"data row16 col0\" >0.775008</td>\n                        <td id=\"T_6ca9e_row16_col1\" class=\"data row16 col1\" >0.655825</td>\n                        <td id=\"T_6ca9e_row16_col2\" class=\"data row16 col2\" >1.074474</td>\n                        <td id=\"T_6ca9e_row16_col3\" class=\"data row16 col3\" >0.642677</td>\n                        <td id=\"T_6ca9e_row16_col4\" class=\"data row16 col4\" >0.932817</td>\n                        <td id=\"T_6ca9e_row16_col5\" class=\"data row16 col5\" >1.023811</td>\n                        <td id=\"T_6ca9e_row16_col6\" class=\"data row16 col6\" >0.197180</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row17\" class=\"row_heading level0 row17\" >Frankie Hambone</th>\n                        <td id=\"T_6ca9e_row17_col0\" class=\"data row17 col0\" >0.772107</td>\n                        <td id=\"T_6ca9e_row17_col1\" class=\"data row17 col1\" >0.762857</td>\n                        <td id=\"T_6ca9e_row17_col2\" class=\"data row17 col2\" >0.767852</td>\n                        <td id=\"T_6ca9e_row17_col3\" class=\"data row17 col3\" >0.980555</td>\n                        <td id=\"T_6ca9e_row17_col4\" class=\"data row17 col4\" >0.882696</td>\n                        <td id=\"T_6ca9e_row17_col5\" class=\"data row17 col5\" >0.915613</td>\n                        <td id=\"T_6ca9e_row17_col6\" class=\"data row17 col6\" >1.045288</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row18\" class=\"row_heading level0 row18\" >Hercules Alighieri</th>\n                        <td id=\"T_6ca9e_row18_col0\" class=\"data row18 col0\" >0.763780</td>\n                        <td id=\"T_6ca9e_row18_col1\" class=\"data row18 col1\" >1.062974</td>\n                        <td id=\"T_6ca9e_row18_col2\" class=\"data row18 col2\" >0.837245</td>\n                        <td id=\"T_6ca9e_row18_col3\" class=\"data row18 col3\" >0.431633</td>\n                        <td id=\"T_6ca9e_row18_col4\" class=\"data row18 col4\" >0.345942</td>\n                        <td id=\"T_6ca9e_row18_col5\" class=\"data row18 col5\" >1.137448</td>\n                        <td id=\"T_6ca9e_row18_col6\" class=\"data row18 col6\" >0.574212</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row19\" class=\"row_heading level0 row19\" >Dunn Keyes</th>\n                        <td id=\"T_6ca9e_row19_col0\" class=\"data row19 col0\" >0.759477</td>\n                        <td id=\"T_6ca9e_row19_col1\" class=\"data row19 col1\" >1.277044</td>\n                        <td id=\"T_6ca9e_row19_col2\" class=\"data row19 col2\" >0.564006</td>\n                        <td id=\"T_6ca9e_row19_col3\" class=\"data row19 col3\" >0.380601</td>\n                        <td id=\"T_6ca9e_row19_col4\" class=\"data row19 col4\" >0.759739</td>\n                        <td id=\"T_6ca9e_row19_col5\" class=\"data row19 col5\" >1.176112</td>\n                        <td id=\"T_6ca9e_row19_col6\" class=\"data row19 col6\" >0.534927</td>\n            </tr>\n            <tr>\n                        <th id=\"T_6ca9e_level0_row20\" class=\"row_heading level0 row20\" >Walton Sports</th>\n                        <td id=\"T_6ca9e_row20_col0\" class=\"data row20 col0\" >0.752624</td>\n                        <td id=\"T_6ca9e_row20_col1\" class=\"data row20 col1\" >1.070901</td>\n                        <td id=\"T_6ca9e_row20_col2\" class=\"data row20 col2\" >0.615495</td>\n                        <td id=\"T_6ca9e_row20_col3\" class=\"data row20 col3\" >0.510774</td>\n                        <td id=\"T_6ca9e_row20_col4\" class=\"data row20 col4\" >0.928934</td>\n                        <td id=\"T_6ca9e_row20_col5\" class=\"data row20 col5\" >0.523869</td>\n                        <td id=\"T_6ca9e_row20_col6\" class=\"data row20 col6\" >1.073410</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "####Tiana Takahashi"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                     Batting  Pitching  Baserunning  Defense\nTiana Takahashi          1.0       3.0          2.5      3.0\nWyatt Mason IV           1.0       4.5          2.0      4.0\nAlexandria Rosales       3.5       4.5          2.0      2.0\nHiroto Wilcox            1.0       4.0          1.0      2.0\nBennett Bluesky          2.0       4.0          1.0      3.0\nMiguel James             2.0       3.5          3.0      2.0\nMags Banananana          1.5       3.5          3.0      2.5\nSilvaire Semiquaver      3.0       3.0          2.5      3.0\nEmmett Tabby             2.0       3.0          1.0      3.0\nCudi Di Batterino        2.5       3.0          1.5      3.5\nJasper Blather           2.5       3.0          2.5      3.0\nGoobie Ballson           3.5       3.0          1.5      1.0\nConrad Vaughan           3.0       3.0          2.5      3.5\nSilvia Rugrat            2.5       3.0          1.0      2.0\nFran Beans               3.5       2.5          2.0      2.0\nKennedy Rodgers          2.5       2.5          1.0      1.5\nEugenia Bickle           2.5       2.5          2.0      4.5\nKathy Mathews            3.0       2.5          3.0      3.0\nAgan Harrison            2.0       2.5          1.5      3.0\nSocks Maybe              1.5       2.5          2.0      2.5\nSiobhan Chark            3.5       2.5          2.0      2.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Tiana Takahashi</th>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Wyatt Mason IV</th>\n      <td>1.0</td>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>Alexandria Rosales</th>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>2.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Hiroto Wilcox</th>\n      <td>1.0</td>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Bennett Bluesky</th>\n      <td>2.0</td>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Miguel James</th>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Mags Banananana</th>\n      <td>1.5</td>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Silvaire Semiquaver</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Emmett Tabby</th>\n      <td>2.0</td>\n      <td>3.0</td>\n      <td>1.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Cudi Di Batterino</th>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Jasper Blather</th>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Goobie Ballson</th>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>Conrad Vaughan</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Silvia Rugrat</th>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>1.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Fran Beans</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.0</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Kennedy Rodgers</th>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>1.0</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Eugenia Bickle</th>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>2.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Kathy Mathews</th>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Agan Harrison</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>1.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Socks Maybe</th>\n      <td>1.5</td>\n      <td>2.5</td>\n      <td>2.0</td>\n      <td>2.5</td>\n    </tr>\n    <tr>\n      <th>Siobhan Chark</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.0</td>\n      <td>2.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173fe093850>",
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                     <td id=\"T_e641b_row0_col2\" class=\"data row0 col2\" >0.961592</td>\n                        <td id=\"T_e641b_row0_col3\" class=\"data row0 col3\" >0.716677</td>\n                        <td id=\"T_e641b_row0_col4\" class=\"data row0 col4\" >0.028954</td>\n                        <td id=\"T_e641b_row0_col5\" class=\"data row0 col5\" >0.596122</td>\n                        <td id=\"T_e641b_row0_col6\" class=\"data row0 col6\" >0.945940</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row1\" class=\"row_heading level0 row1\" >Wyatt Mason IV</th>\n                        <td id=\"T_e641b_row1_col0\" class=\"data row1 col0\" >0.909013</td>\n                        <td id=\"T_e641b_row1_col1\" class=\"data row1 col1\" >0.859159</td>\n                        <td id=\"T_e641b_row1_col2\" class=\"data row1 col2\" >1.110696</td>\n                        <td id=\"T_e641b_row1_col3\" class=\"data row1 col3\" >0.885281</td>\n                        <td id=\"T_e641b_row1_col4\" class=\"data row1 col4\" >0.977619</td>\n                        <td id=\"T_e641b_row1_col5\" class=\"data row1 col5\" >0.194373</td>\n                        <td id=\"T_e641b_row1_col6\" class=\"data row1 col6\" >0.879172</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row2\" class=\"row_heading level0 row2\" >Alexandria Rosales</th>\n                        <td id=\"T_e641b_row2_col0\" class=\"data row2 col0\" >0.850843</td>\n                        <td id=\"T_e641b_row2_col1\" class=\"data row2 col1\" >1.047870</td>\n                        <td id=\"T_e641b_row2_col2\" class=\"data row2 col2\" >0.946711</td>\n                        <td id=\"T_e641b_row2_col3\" class=\"data row2 col3\" >0.989889</td>\n                        <td id=\"T_e641b_row2_col4\" class=\"data row2 col4\" >0.210874</td>\n                        <td id=\"T_e641b_row2_col5\" class=\"data row2 col5\" >0.792020</td>\n                        <td id=\"T_e641b_row2_col6\" class=\"data row2 col6\" >0.787636</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row3\" class=\"row_heading level0 row3\" >Hiroto Wilcox</th>\n                        <td id=\"T_e641b_row3_col0\" class=\"data row3 col0\" >0.811632</td>\n                        <td id=\"T_e641b_row3_col1\" class=\"data row3 col1\" >0.948969</td>\n                        <td id=\"T_e641b_row3_col2\" class=\"data row3 col2\" >1.048703</td>\n                        <td id=\"T_e641b_row3_col3\" class=\"data row3 col3\" >0.344252</td>\n                        <td id=\"T_e641b_row3_col4\" class=\"data row3 col4\" >0.712457</td>\n                        <td id=\"T_e641b_row3_col5\" class=\"data row3 col5\" >0.735528</td>\n                        <td id=\"T_e641b_row3_col6\" class=\"data row3 col6\" >0.281270</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row4\" class=\"row_heading level0 row4\" >Bennett Bluesky</th>\n                        <td id=\"T_e641b_row4_col0\" class=\"data row4 col0\" >0.754988</td>\n                        <td id=\"T_e641b_row4_col1\" class=\"data row4 col1\" >1.029258</td>\n                        <td id=\"T_e641b_row4_col2\" class=\"data row4 col2\" >0.838034</td>\n                        <td id=\"T_e641b_row4_col3\" class=\"data row4 col3\" >0.275517</td>\n                        <td id=\"T_e641b_row4_col4\" class=\"data row4 col4\" >0.762323</td>\n                        <td id=\"T_e641b_row4_col5\" class=\"data row4 col5\" >0.842354</td>\n                        <td id=\"T_e641b_row4_col6\" class=\"data row4 col6\" >0.850486</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row5\" class=\"row_heading level0 row5\" >Miguel James</th>\n                        <td id=\"T_e641b_row5_col0\" class=\"data row5 col0\" >0.685058</td>\n                        <td id=\"T_e641b_row5_col1\" class=\"data row5 col1\" >1.049863</td>\n                        <td id=\"T_e641b_row5_col2\" class=\"data row5 col2\" >0.677364</td>\n                        <td id=\"T_e641b_row5_col3\" class=\"data row5 col3\" >0.332297</td>\n                        <td id=\"T_e641b_row5_col4\" class=\"data row5 col4\" >0.696129</td>\n                        <td id=\"T_e641b_row5_col5\" class=\"data row5 col5\" >0.163444</td>\n                        <td id=\"T_e641b_row5_col6\" class=\"data row5 col6\" >0.521901</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row6\" class=\"row_heading level0 row6\" >Mags Banananana</th>\n                        <td id=\"T_e641b_row6_col0\" class=\"data row6 col0\" >0.656907</td>\n                        <td id=\"T_e641b_row6_col1\" class=\"data row6 col1\" >0.970959</td>\n                        <td id=\"T_e641b_row6_col2\" class=\"data row6 col2\" >0.873893</td>\n                        <td id=\"T_e641b_row6_col3\" class=\"data row6 col3\" >0.229340</td>\n                        <td id=\"T_e641b_row6_col4\" class=\"data row6 col4\" >0.430627</td>\n                        <td id=\"T_e641b_row6_col5\" class=\"data row6 col5\" >0.156140</td>\n                        <td id=\"T_e641b_row6_col6\" class=\"data row6 col6\" >0.517634</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row7\" class=\"row_heading level0 row7\" >Silvaire Semiquaver</th>\n                        <td id=\"T_e641b_row7_col0\" class=\"data row7 col0\" >0.646071</td>\n                        <td id=\"T_e641b_row7_col1\" class=\"data row7 col1\" >0.618548</td>\n                        <td id=\"T_e641b_row7_col2\" class=\"data row7 col2\" >0.692709</td>\n                        <td id=\"T_e641b_row7_col3\" class=\"data row7 col3\" >0.763090</td>\n                        <td id=\"T_e641b_row7_col4\" class=\"data row7 col4\" >0.909730</td>\n                        <td id=\"T_e641b_row7_col5\" class=\"data row7 col5\" >1.008828</td>\n                        <td id=\"T_e641b_row7_col6\" class=\"data row7 col6\" >0.459995</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row8\" class=\"row_heading level0 row8\" >Emmett Tabby</th>\n                        <td id=\"T_e641b_row8_col0\" class=\"data row8 col0\" >0.642030</td>\n                        <td id=\"T_e641b_row8_col1\" class=\"data row8 col1\" >0.627873</td>\n                        <td id=\"T_e641b_row8_col2\" class=\"data row8 col2\" >1.011535</td>\n                        <td id=\"T_e641b_row8_col3\" class=\"data row8 col3\" >0.576134</td>\n                        <td id=\"T_e641b_row8_col4\" class=\"data row8 col4\" >0.334005</td>\n                        <td id=\"T_e641b_row8_col5\" class=\"data row8 col5\" >0.404504</td>\n                        <td id=\"T_e641b_row8_col6\" class=\"data row8 col6\" >0.948400</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row9\" class=\"row_heading level0 row9\" >Cudi Di Batterino</th>\n                        <td id=\"T_e641b_row9_col0\" class=\"data row9 col0\" >0.627383</td>\n                        <td id=\"T_e641b_row9_col1\" class=\"data row9 col1\" >0.708442</td>\n                        <td id=\"T_e641b_row9_col2\" class=\"data row9 col2\" >0.664072</td>\n                        <td id=\"T_e641b_row9_col3\" class=\"data row9 col3\" >0.923520</td>\n                        <td id=\"T_e641b_row9_col4\" class=\"data row9 col4\" >0.314453</td>\n                        <td id=\"T_e641b_row9_col5\" class=\"data row9 col5\" >0.905493</td>\n                        <td id=\"T_e641b_row9_col6\" class=\"data row9 col6\" >0.301326</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row10\" class=\"row_heading level0 row10\" >Jasper Blather</th>\n                        <td id=\"T_e641b_row10_col0\" class=\"data row10 col0\" >0.622595</td>\n                        <td id=\"T_e641b_row10_col1\" class=\"data row10 col1\" >0.866794</td>\n                        <td id=\"T_e641b_row10_col2\" class=\"data row10 col2\" >0.705388</td>\n                        <td id=\"T_e641b_row10_col3\" class=\"data row10 col3\" >0.237008</td>\n                        <td id=\"T_e641b_row10_col4\" class=\"data row10 col4\" >0.647793</td>\n                        <td id=\"T_e641b_row10_col5\" class=\"data row10 col5\" >0.872436</td>\n                        <td id=\"T_e641b_row10_col6\" class=\"data row10 col6\" >0.258707</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row11\" class=\"row_heading level0 row11\" >Goobie Ballson</th>\n                        <td id=\"T_e641b_row11_col0\" class=\"data row11 col0\" >0.620901</td>\n                        <td id=\"T_e641b_row11_col1\" class=\"data row11 col1\" >0.562562</td>\n                        <td id=\"T_e641b_row11_col2\" class=\"data row11 col2\" >0.892612</td>\n                        <td id=\"T_e641b_row11_col3\" class=\"data row11 col3\" >0.529438</td>\n                        <td id=\"T_e641b_row11_col4\" class=\"data row11 col4\" >0.901239</td>\n                        <td id=\"T_e641b_row11_col5\" class=\"data row11 col5\" >0.221128</td>\n                        <td id=\"T_e641b_row11_col6\" class=\"data row11 col6\" >0.185725</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row12\" class=\"row_heading level0 row12\" >Conrad Vaughan</th>\n                        <td id=\"T_e641b_row12_col0\" class=\"data row12 col0\" >0.619949</td>\n                        <td id=\"T_e641b_row12_col1\" class=\"data row12 col1\" >0.536635</td>\n                        <td id=\"T_e641b_row12_col2\" class=\"data row12 col2\" >1.098034</td>\n                        <td id=\"T_e641b_row12_col3\" class=\"data row12 col3\" >0.449495</td>\n                        <td id=\"T_e641b_row12_col4\" class=\"data row12 col4\" >0.426693</td>\n                        <td id=\"T_e641b_row12_col5\" class=\"data row12 col5\" >1.032716</td>\n                        <td id=\"T_e641b_row12_col6\" class=\"data row12 col6\" >0.177178</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row13\" class=\"row_heading level0 row13\" >Silvia Rugrat</th>\n                        <td id=\"T_e641b_row13_col0\" class=\"data row13 col0\" >0.615234</td>\n                        <td id=\"T_e641b_row13_col1\" class=\"data row13 col1\" >0.732875</td>\n                        <td id=\"T_e641b_row13_col2\" class=\"data row13 col2\" >0.864713</td>\n                        <td id=\"T_e641b_row13_col3\" class=\"data row13 col3\" >0.317796</td>\n                        <td id=\"T_e641b_row13_col4\" class=\"data row13 col4\" >0.379692</td>\n                        <td id=\"T_e641b_row13_col5\" class=\"data row13 col5\" >0.871871</td>\n                        <td id=\"T_e641b_row13_col6\" class=\"data row13 col6\" >0.918852</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row14\" class=\"row_heading level0 row14\" >Fran Beans</th>\n                        <td id=\"T_e641b_row14_col0\" class=\"data row14 col0\" >0.534090</td>\n                        <td id=\"T_e641b_row14_col1\" class=\"data row14 col1\" >0.471640</td>\n                        <td id=\"T_e641b_row14_col2\" class=\"data row14 col2\" >0.927238</td>\n                        <td id=\"T_e641b_row14_col3\" class=\"data row14 col3\" >0.405675</td>\n                        <td id=\"T_e641b_row14_col4\" class=\"data row14 col4\" >0.428342</td>\n                        <td id=\"T_e641b_row14_col5\" class=\"data row14 col5\" >0.957398</td>\n                        <td id=\"T_e641b_row14_col6\" class=\"data row14 col6\" >0.451158</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row15\" class=\"row_heading level0 row15\" >Kennedy Rodgers</th>\n                        <td id=\"T_e641b_row15_col0\" class=\"data row15 col0\" >0.528734</td>\n                        <td id=\"T_e641b_row15_col1\" class=\"data row15 col1\" >0.469953</td>\n                        <td id=\"T_e641b_row15_col2\" class=\"data row15 col2\" >0.764555</td>\n                        <td id=\"T_e641b_row15_col3\" class=\"data row15 col3\" >0.874456</td>\n                        <td id=\"T_e641b_row15_col4\" class=\"data row15 col4\" >0.308411</td>\n                        <td id=\"T_e641b_row15_col5\" class=\"data row15 col5\" >0.558355</td>\n                        <td id=\"T_e641b_row15_col6\" class=\"data row15 col6\" >0.823851</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row16\" class=\"row_heading level0 row16\" >Eugenia Bickle</th>\n                        <td id=\"T_e641b_row16_col0\" class=\"data row16 col0\" >0.528083</td>\n                        <td id=\"T_e641b_row16_col1\" class=\"data row16 col1\" >0.573354</td>\n                        <td id=\"T_e641b_row16_col2\" class=\"data row16 col2\" >0.807246</td>\n                        <td id=\"T_e641b_row16_col3\" class=\"data row16 col3\" >0.550534</td>\n                        <td id=\"T_e641b_row16_col4\" class=\"data row16 col4\" >0.161845</td>\n                        <td id=\"T_e641b_row16_col5\" class=\"data row16 col5\" >0.883933</td>\n                        <td id=\"T_e641b_row16_col6\" class=\"data row16 col6\" >0.846836</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row17\" class=\"row_heading level0 row17\" >Kathy Mathews</th>\n                        <td id=\"T_e641b_row17_col0\" class=\"data row17 col0\" >0.522970</td>\n                        <td id=\"T_e641b_row17_col1\" class=\"data row17 col1\" >0.914574</td>\n                        <td id=\"T_e641b_row17_col2\" class=\"data row17 col2\" >0.412071</td>\n                        <td id=\"T_e641b_row17_col3\" class=\"data row17 col3\" >0.435854</td>\n                        <td id=\"T_e641b_row17_col4\" class=\"data row17 col4\" >0.475001</td>\n                        <td id=\"T_e641b_row17_col5\" class=\"data row17 col5\" >0.135613</td>\n                        <td id=\"T_e641b_row17_col6\" class=\"data row17 col6\" >0.897234</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row18\" class=\"row_heading level0 row18\" >Agan Harrison</th>\n                        <td id=\"T_e641b_row18_col0\" class=\"data row18 col0\" >0.488645</td>\n                        <td id=\"T_e641b_row18_col1\" class=\"data row18 col1\" >1.063299</td>\n                        <td id=\"T_e641b_row18_col2\" class=\"data row18 col2\" >0.408072</td>\n                        <td id=\"T_e641b_row18_col3\" class=\"data row18 col3\" >0.226437</td>\n                        <td id=\"T_e641b_row18_col4\" class=\"data row18 col4\" >0.261693</td>\n                        <td id=\"T_e641b_row18_col5\" class=\"data row18 col5\" >0.284428</td>\n                        <td id=\"T_e641b_row18_col6\" class=\"data row18 col6\" >0.470622</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row19\" class=\"row_heading level0 row19\" >Socks Maybe</th>\n                        <td id=\"T_e641b_row19_col0\" class=\"data row19 col0\" >0.482268</td>\n                        <td id=\"T_e641b_row19_col1\" class=\"data row19 col1\" >0.476573</td>\n                        <td id=\"T_e641b_row19_col2\" class=\"data row19 col2\" >0.539604</td>\n                        <td id=\"T_e641b_row19_col3\" class=\"data row19 col3\" >0.592483</td>\n                        <td id=\"T_e641b_row19_col4\" class=\"data row19 col4\" >0.821384</td>\n                        <td id=\"T_e641b_row19_col5\" class=\"data row19 col5\" >0.577425</td>\n                        <td id=\"T_e641b_row19_col6\" class=\"data row19 col6\" >0.236359</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e641b_level0_row20\" class=\"row_heading level0 row20\" >Siobhan Chark</th>\n                        <td id=\"T_e641b_row20_col0\" class=\"data row20 col0\" >0.482121</td>\n                        <td id=\"T_e641b_row20_col1\" class=\"data row20 col1\" >0.420937</td>\n                        <td id=\"T_e641b_row20_col2\" class=\"data row20 col2\" >0.535312</td>\n                        <td id=\"T_e641b_row20_col3\" class=\"data row20 col3\" >0.862014</td>\n                        <td id=\"T_e641b_row20_col4\" class=\"data row20 col4\" >0.911845</td>\n                        <td id=\"T_e641b_row20_col5\" class=\"data row20 col5\" >0.538784</td>\n                        <td id=\"T_e641b_row20_col6\" class=\"data row20 col6\" >1.074382</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for player in pies.rotation:\n",
    "    total_stars = get_total_stars(player)[player.id]\n",
    "    valid_total_stars = {k: v for k, v in all_total_stars.items() if total_stars-2 < v < total_stars+2}\n",
    "    player_matches = [x for x in all_wild if x.id in valid_total_stars.keys()]\n",
    "    player_matches.sort(key=lambda x: x.pitching_rating, reverse=True)\n",
    "    display(Markdown(f\"####{player.name}\"))\n",
    "    display(get_stars([player] + player_matches[0:20]))\n",
    "    display(set_heatmap(get_pitching_stlats([player] + player_matches[0:20]), maxVal=1.5))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Foreshadow\n",
    "**Swap a Player from your Shadows to your active roster.**\n",
    "\n",
    "There are 14 shadows players to swap with our 12 existing players. Below is a breakdown comparing the best shadows\n",
    "players with the worst player in the particular position.\n",
    "\n",
    "Note that position does not matter for the swap: any shadows player can bat or pitch.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Batting:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "               Batting  Pitching  Baserunning  Defense\nYusef Puddles      2.0       2.5          3.0      3.5\nHaruta Byrd        3.5       2.5          2.5      1.5\nJavier Lotus       3.5       1.0          3.5      4.0\nAugust Obrien      3.5       1.0          3.5      2.0\nDoc Anice          3.0       3.5          3.0      4.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.5</td>\n      <td>1.0</td>\n      <td>3.5</td>\n      <td>4.0</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>3.5</td>\n      <td>1.0</td>\n      <td>3.5</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>4.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173fdf97d90>",
      "text/html": "<style  type=\"text/css\" >\n#T_8e7e0_row0_col0{\n            background-color:  #fee999;\n            color:  #000000;\n        }#T_8e7e0_row0_col1,#T_8e7e0_row0_col8,#T_8e7e0_row4_col6{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_8e7e0_row0_col2{\n            background-color:  #ef633f;\n            color:  #000000;\n        }#T_8e7e0_row0_col3{\n            background-color:  #b3df72;\n            color:  #000000;\n        }#T_8e7e0_row0_col4{\n            background-color:  #e54e35;\n            color:  #000000;\n        }#T_8e7e0_row0_col5{\n            background-color:  #c9e881;\n            color:  #000000;\n            background-color:  #fed07e;\n            color:  #000000;\n        }#T_8e7e0_row0_col6{\n            background-color:  #da362a;\n            color:  #f1f1f1;\n        }#T_8e7e0_row0_col7{\n            background-color:  #c01a27;\n            color:  #f1f1f1;\n            background-color:  #0e8245;\n   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     }#T_8e7e0_row4_col2{\n            background-color:  #fedc88;\n            color:  #000000;\n        }#T_8e7e0_row4_col3{\n            background-color:  #6bbf64;\n            color:  #000000;\n        }#T_8e7e0_row4_col4{\n            background-color:  #91d068;\n            color:  #000000;\n        }#T_8e7e0_row4_col5{\n            background-color:  #ec5c3b;\n            color:  #000000;\n            background-color:  #51b35e;\n            color:  #000000;\n        }#T_8e7e0_row4_col7{\n            background-color:  #fdbd6d;\n            color:  #000000;\n            background-color:  #b5df74;\n            color:  #000000;\n        }#T_8e7e0_row4_col8{\n            background-color:  #57b65f;\n            color:  #000000;\n        }</style><table id=\"T_8e7e0_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_8e7e0_level0_row0\" class=\"row_heading level0 row0\" >Yusef Puddles</th>\n                        <td id=\"T_8e7e0_row0_col0\" class=\"data row0 col0\" >0.429562</td>\n                        <td id=\"T_8e7e0_row0_col1\" class=\"data row0 col1\" >1.033698</td>\n                        <td id=\"T_8e7e0_row0_col2\" class=\"data row0 col2\" >0.184577</td>\n                        <td id=\"T_8e7e0_row0_col3\" class=\"data row0 col3\" >0.675196</td>\n                        <td id=\"T_8e7e0_row0_col4\" class=\"data row0 col4\" >0.151908</td>\n                        <td id=\"T_8e7e0_row0_col5\" class=\"data row0 col5\" >0.630778</td>\n                        <td id=\"T_8e7e0_row0_col6\" class=\"data row0 col6\" >0.110821</td>\n                        <td id=\"T_8e7e0_row0_col7\" class=\"data row0 col7\" >0.057271</td>\n                        <td id=\"T_8e7e0_row0_col8\" class=\"data row0 col8\" >1.010015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8e7e0_level0_row1\" class=\"row_heading level0 row1\" >Haruta Byrd</th>\n                        <td id=\"T_8e7e0_row1_col0\" class=\"data row1 col0\" >0.724391</td>\n                        <td id=\"T_8e7e0_row1_col1\" class=\"data row1 col1\" >0.721433</td>\n                        <td id=\"T_8e7e0_row1_col2\" class=\"data row1 col2\" >0.917077</td>\n                        <td id=\"T_8e7e0_row1_col3\" class=\"data row1 col3\" >0.853010</td>\n                        <td id=\"T_8e7e0_row1_col4\" class=\"data row1 col4\" >0.585921</td>\n                        <td id=\"T_8e7e0_row1_col5\" class=\"data row1 col5\" >0.832203</td>\n                        <td id=\"T_8e7e0_row1_col6\" class=\"data row1 col6\" >0.169263</td>\n                        <td id=\"T_8e7e0_row1_col7\" class=\"data row1 col7\" >0.100000</td>\n                        <td id=\"T_8e7e0_row1_col8\" class=\"data row1 col8\" >0.124161</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8e7e0_level0_row2\" class=\"row_heading level0 row2\" >Javier Lotus</th>\n                        <td id=\"T_8e7e0_row2_col0\" class=\"data row2 col0\" >0.682621</td>\n                        <td id=\"T_8e7e0_row2_col1\" class=\"data row2 col1\" >0.938964</td>\n                        <td id=\"T_8e7e0_row2_col2\" class=\"data row2 col2\" >0.386700</td>\n                        <td id=\"T_8e7e0_row2_col3\" class=\"data row2 col3\" >0.901328</td>\n                        <td id=\"T_8e7e0_row2_col4\" class=\"data row2 col4\" >0.942211</td>\n                        <td id=\"T_8e7e0_row2_col5\" class=\"data row2 col5\" >0.205027</td>\n                        <td id=\"T_8e7e0_row2_col6\" class=\"data row2 col6\" >0.884526</td>\n                        <td id=\"T_8e7e0_row2_col7\" class=\"data row2 col7\" >0.100000</td>\n                        <td id=\"T_8e7e0_row2_col8\" class=\"data row2 col8\" >0.815592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8e7e0_level0_row3\" class=\"row_heading level0 row3\" >August Obrien</th>\n                        <td id=\"T_8e7e0_row3_col0\" class=\"data row3 col0\" >0.681669</td>\n                        <td id=\"T_8e7e0_row3_col1\" class=\"data row3 col1\" >0.641217</td>\n                        <td id=\"T_8e7e0_row3_col2\" class=\"data row3 col2\" >0.927569</td>\n                        <td id=\"T_8e7e0_row3_col3\" class=\"data row3 col3\" >0.913891</td>\n                        <td id=\"T_8e7e0_row3_col4\" class=\"data row3 col4\" >0.492708</td>\n                        <td id=\"T_8e7e0_row3_col5\" class=\"data row3 col5\" >0.923854</td>\n                        <td id=\"T_8e7e0_row3_col6\" class=\"data row3 col6\" >0.556849</td>\n                        <td id=\"T_8e7e0_row3_col7\" class=\"data row3 col7\" >0.100000</td>\n                        <td id=\"T_8e7e0_row3_col8\" class=\"data row3 col8\" >0.463958</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8e7e0_level0_row4\" class=\"row_heading level0 row4\" >Doc Anice</th>\n                        <td id=\"T_8e7e0_row4_col0\" class=\"data row4 col0\" >0.620593</td>\n                        <td id=\"T_8e7e0_row4_col1\" class=\"data row4 col1\" >0.759195</td>\n                        <td id=\"T_8e7e0_row4_col2\" class=\"data row4 col2\" >0.392327</td>\n                        <td id=\"T_8e7e0_row4_col3\" class=\"data row4 col3\" >0.792557</td>\n                        <td id=\"T_8e7e0_row4_col4\" class=\"data row4 col4\" >0.733223</td>\n                        <td id=\"T_8e7e0_row4_col5\" class=\"data row4 col5\" >0.174657</td>\n                        <td id=\"T_8e7e0_row4_col6\" class=\"data row4 col6\" >1.058193</td>\n                        <td id=\"T_8e7e0_row4_col7\" class=\"data row4 col7\" >0.329574</td>\n                        <td id=\"T_8e7e0_row4_col8\" class=\"data row4 col8\" >0.817492</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shadows = pies.bullpen + pies.bench\n",
    "shadows.sort(key=lambda x: x.batting_rating, reverse=True)\n",
    "best_batting_shadows = shadows[0:4]\n",
    "worst_batter = sort_lineup(pies, 1)[0]\n",
    "\n",
    "display(get_stars([worst_batter] + best_batting_shadows))\n",
    "display(set_heatmap(get_batting_stlats([worst_batter] + best_batting_shadows), maxVal=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Pitching:**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "                    Batting  Pitching  Baserunning  Defense\nZack Sanders            3.0       2.5          4.0      4.5\nLucy Tokkan             2.0       3.5          1.0      3.0\nDoc Anice               3.0       3.5          3.0      4.5\nTwofurious Puddles      2.5       3.5          2.0      3.5\nCase Lancaster          0.0       3.5          2.0      3.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Zack Sanders</th>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>1.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>2.5</td>\n      <td>3.5</td>\n      <td>2.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>0.0</td>\n      <td>3.5</td>\n      <td>2.0</td>\n      <td>3.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173ff2db040>",
      "text/html": "<style  type=\"text/css\" >\n#T_142c8_row0_col0{\n            background-color:  #f4fab0;\n            color:  #000000;\n        }#T_142c8_row0_col1{\n            background-color:  #fed27f;\n            color:  #000000;\n        }#T_142c8_row0_col2{\n            background-color:  #08773f;\n            color:  #f1f1f1;\n        }#T_142c8_row0_col3,#T_142c8_row2_col0{\n            background-color:  #91d068;\n            color:  #000000;\n        }#T_142c8_row0_col4,#T_142c8_row0_col5{\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }#T_142c8_row0_col6{\n            background-color:  #b5df74;\n            color:  #000000;\n        }#T_142c8_row1_col0{\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_142c8_row1_col1{\n            background-color:  #199750;\n            color:  #000000;\n        }#T_142c8_row1_col2{\n            background-color:  #016a38;\n            color:  #f1f1f1;\n        }#T_142c8_row1_col3{\n            background-color:  #fa9656;\n            color:  #000000;\n        }#T_142c8_row1_col4{\n            background-color:  #06733d;\n            color:  #f1f1f1;\n        }#T_142c8_row1_col5{\n            background-color:  #ee613e;\n            color:  #000000;\n        }#T_142c8_row1_col6{\n            background-color:  #fdb96a;\n            color:  #000000;\n        }#T_142c8_row2_col1{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_142c8_row2_col2{\n            background-color:  #fffbb8;\n            color:  #000000;\n        }#T_142c8_row2_col3{\n            background-color:  #0a7b41;\n            color:  #f1f1f1;\n        }#T_142c8_row2_col4{\n            background-color:  #c9e881;\n            color:  #000000;\n        }#T_142c8_row2_col5{\n            background-color:  #7dc765;\n            color:  #000000;\n        }#T_142c8_row2_col6{\n            background-color:  #fdb163;\n            color:  #000000;\n        }#T_142c8_row3_col0{\n            background-color:  #a9da6c;\n            color:  #000000;\n        }#T_142c8_row3_col1{\n            background-color:  #5db961;\n            color:  #000000;\n        }#T_142c8_row3_col2{\n            background-color:  #bfe47a;\n            color:  #000000;\n        }#T_142c8_row3_col3{\n            background-color:  #60ba62;\n            color:  #000000;\n        }#T_142c8_row3_col4{\n            background-color:  #9bd469;\n            color:  #000000;\n        }#T_142c8_row3_col5{\n            background-color:  #fee593;\n            color:  #000000;\n        }#T_142c8_row3_col6{\n            background-color:  #96d268;\n            color:  #000000;\n        }#T_142c8_row4_col0{\n            background-color:  #bbe278;\n            color:  #000000;\n        }#T_142c8_row4_col1{\n            background-color:  #33a456;\n            color:  #000000;\n        }#T_142c8_row4_col2{\n            background-color:  #4eb15d;\n            color:  #000000;\n        }#T_142c8_row4_col3{\n            background-color:  #f16640;\n            color:  #000000;\n        }#T_142c8_row4_col4{\n            background-color:  #51b35e;\n            color:  #000000;\n        }#T_142c8_row4_col5{\n            background-color:  #30a356;\n            color:  #000000;\n        }#T_142c8_row4_col6{\n            background-color:  #ce2827;\n            color:  #f1f1f1;\n        }</style><table id=\"T_142c8_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_142c8_level0_row0\" class=\"row_heading level0 row0\" >Zack Sanders</th>\n                        <td id=\"T_142c8_row0_col0\" class=\"data row0 col0\" >0.529257</td>\n                        <td id=\"T_142c8_row0_col1\" class=\"data row0 col1\" >0.371443</td>\n                        <td id=\"T_142c8_row0_col2\" class=\"data row0 col2\" >0.968237</td>\n                        <td id=\"T_142c8_row0_col3\" class=\"data row0 col3\" >0.733656</td>\n                        <td id=\"T_142c8_row0_col4\" class=\"data row0 col4\" >0.519537</td>\n                        <td id=\"T_142c8_row0_col5\" class=\"data row0 col5\" >0.522018</td>\n                        <td id=\"T_142c8_row0_col6\" class=\"data row0 col6\" >0.671376</td>\n            </tr>\n            <tr>\n                        <th id=\"T_142c8_level0_row1\" class=\"row_heading level0 row1\" >Lucy Tokkan</th>\n                        <td id=\"T_142c8_row1_col0\" class=\"data row1 col0\" >0.741748</td>\n                        <td id=\"T_142c8_row1_col1\" class=\"data row1 col1\" >0.901966</td>\n                        <td id=\"T_142c8_row1_col2\" class=\"data row1 col2\" >0.995562</td>\n                        <td id=\"T_142c8_row1_col3\" class=\"data row1 col3\" >0.263758</td>\n                        <td id=\"T_142c8_row1_col4\" class=\"data row1 col4\" >0.973020</td>\n                        <td id=\"T_142c8_row1_col5\" class=\"data row1 col5\" >0.180980</td>\n                        <td id=\"T_142c8_row1_col6\" class=\"data row1 col6\" >0.321805</td>\n            </tr>\n            <tr>\n                        <th id=\"T_142c8_level0_row2\" class=\"row_heading level0 row2\" >Doc Anice</th>\n                        <td id=\"T_142c8_row2_col0\" class=\"data row2 col0\" >0.734279</td>\n                        <td id=\"T_142c8_row2_col1\" class=\"data row2 col1\" >1.076739</td>\n                        <td id=\"T_142c8_row2_col2\" class=\"data row2 col2\" >0.487964</td>\n                        <td id=\"T_142c8_row2_col3\" class=\"data row2 col3\" >0.959145</td>\n                        <td id=\"T_142c8_row2_col4\" class=\"data row2 col4\" >0.632001</td>\n                        <td id=\"T_142c8_row2_col5\" class=\"data row2 col5\" >0.765347</td>\n                        <td id=\"T_142c8_row2_col6\" class=\"data row2 col6\" >0.305586</td>\n            </tr>\n            <tr>\n                        <th id=\"T_142c8_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_142c8_row3_col0\" class=\"data row3 col0\" >0.694922</td>\n                        <td id=\"T_142c8_row3_col1\" class=\"data row3 col1\" >0.811110</td>\n                        <td id=\"T_142c8_row3_col2\" class=\"data row3 col2\" >0.650034</td>\n                        <td id=\"T_142c8_row3_col3\" class=\"data row3 col3\" >0.807712</td>\n                        <td id=\"T_142c8_row3_col4\" class=\"data row3 col4\" >0.718615</td>\n                        <td id=\"T_142c8_row3_col5\" class=\"data row3 col5\" >0.416240</td>\n                        <td id=\"T_142c8_row3_col6\" class=\"data row3 col6\" >0.725894</td>\n            </tr>\n            <tr>\n                        <th id=\"T_142c8_level0_row4\" class=\"row_heading level0 row4\" >Case Lancaster</th>\n                        <td id=\"T_142c8_row4_col0\" class=\"data row4 col0\" >0.658365</td>\n                        <td id=\"T_142c8_row4_col1\" class=\"data row4 col1\" >0.867044</td>\n                        <td id=\"T_142c8_row4_col2\" class=\"data row4 col2\" >0.829197</td>\n                        <td id=\"T_142c8_row4_col3\" class=\"data row4 col3\" >0.190119</td>\n                        <td id=\"T_142c8_row4_col4\" class=\"data row4 col4\" >0.825333</td>\n                        <td id=\"T_142c8_row4_col5\" class=\"data row4 col5\" >0.868251</td>\n                        <td id=\"T_142c8_row4_col6\" class=\"data row4 col6\" >0.082117</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shadows.sort(key=lambda x: x.pitching_rating, reverse=True)\n",
    "best_pitching_shadows = shadows[0:4]\n",
    "worst_pitcher = sort_rotation(pies, 1)[0]\n",
    "\n",
    "display(get_stars([worst_pitcher] + best_pitching_shadows))\n",
    "display(set_heatmap(get_pitching_stlats([worst_pitcher] + best_pitching_shadows), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Move\n",
    "**Move a Player on your Team to the desired location on your Roster.**\n",
    "\n",
    "Move would move a player from any location on the team (including Shadows) to another position, increasing the number\n",
    "of players in that position. See below for moving our best hitting pitcher or best pitching hitter into their preferred\n",
    "position.\n",
    "\n",
    "**Batting**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Ruslan Greatness to the Lineup"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +2.0571%\npitching_change     -2.6241%\nbaserunning_change  +4.4490%\ndefense_change      +4.2182%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+2.0571%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>-2.6241%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+4.4490%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+4.2182%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Yusef Puddles to the Shadows"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +5.9494%\npitching_change     +0.0000%\nbaserunning_change  +1.8896%\ndefense_change      -0.7445%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+5.9494%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+1.8896%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>-0.7445%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bhp = best_hitting_pitcher(pies)\n",
    "bph = best_pitching_hitter(pies)\n",
    "\n",
    "display(Markdown(f\"Moving {bhp.name} to the Lineup\"))\n",
    "display(pandas.DataFrame(move_player(pies, bhp, \"lineup\")))\n",
    "\n",
    "display(Markdown(f\"Moving {worst_batter.name} to the Shadows\"))\n",
    "display(pandas.DataFrame(move_player(pies, worst_batter, \"bench\")))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Pitching**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving J-x-n B-ck--y to the Rotation"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      -8.8672%\npitching_change     +0.3368%\nbaserunning_change  -3.4884%\ndefense_change      +0.2810%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>-8.8672%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.3368%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>-3.4884%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+0.2810%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Zack Sanders to the Shadows"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +0.0000%\npitching_change     +4.6280%\nbaserunning_change  +0.0000%\ndefense_change      +0.0000%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+4.6280%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+0.0000%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown(f\"Moving {bph.name} to the Rotation\"))\n",
    "display(pandas.DataFrame(move_player(pies, bph, \"rotation\")))\n",
    "\n",
    "display(Markdown(f\"Moving {worst_pitcher.name} to the Shadows\"))\n",
    "display(pandas.DataFrame(move_player(pies, worst_pitcher, \"bullpen\")))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transfuse\n",
    "**Boost a Player on your Team by 15% to 30% in a Stat Category of your choice, but Impair them in a Random other Category.**\n",
    "\n",
    "The stat that is negatively impacted is random. It is generally better to boost pitchers, as only the pitching stats are\n",
    "used for that position. See below for how this would affect various team members at the 2 extreme percentages. This will\n",
    "only affect one player.\n",
    "\n",
    "**15% Change:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "                 old_batting_stars  new_batting_stars  change_in_batting_stars\nEduardo Woodman           4.165300           4.885272                 0.719972\nBeasley Day               4.274532           4.998553                 0.724021\nHuber Frumple             4.287244           5.039095                 0.751851\nJ-x-n B-ck--y             6.592812           7.226397                 0.633585\nLang Richardson           3.162214           3.907698                 0.745485\nYusef Puddles             2.147811           3.068746                 0.920935\nUsurper Violet            2.898577           3.704516                 0.805939",
      "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>old_batting_stars</th>\n      <th>new_batting_stars</th>\n      <th>change_in_batting_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.165300</td>\n      <td>4.885272</td>\n      <td>0.719972</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.274532</td>\n      <td>4.998553</td>\n      <td>0.724021</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.287244</td>\n      <td>5.039095</td>\n      <td>0.751851</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.592812</td>\n      <td>7.226397</td>\n      <td>0.633585</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.162214</td>\n      <td>3.907698</td>\n      <td>0.745485</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.147811</td>\n      <td>3.068746</td>\n      <td>0.920935</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>2.898577</td>\n      <td>3.704516</td>\n      <td>0.805939</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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  }#T_37f8b_row2_col0{\n            background-color:  #b3df72;\n            color:  #000000;\n        }#T_37f8b_row2_col1{\n            background-color:  #feec9f;\n            color:  #000000;\n        }#T_37f8b_row2_col2{\n            background-color:  #06733d;\n            color:  #f1f1f1;\n        }#T_37f8b_row2_col3{\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_37f8b_row2_col4{\n            background-color:  #15904c;\n            color:  #000000;\n        }#T_37f8b_row2_col5{\n            background-color:  #be1827;\n            color:  #f1f1f1;\n            background-color:  #0d8044;\n            color:  #f1f1f1;\n        }#T_37f8b_row2_col6{\n            background-color:  #e9f6a1;\n            color:  #000000;\n        }#T_37f8b_row2_col8{\n            background-color:  #45ad5b;\n            color:  #000000;\n        }#T_37f8b_row3_col0{\n            background-color:  #097940;\n            color:  #f1f1f1;\n        }#T_37f8b_row3_col1,#T_37f8b_row3_col3,#T_37f8b_row3_col4,#T_37f8b_row3_col6,#T_37f8b_row3_col8{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_37f8b_row4_col0{\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }#T_37f8b_row4_col1{\n            background-color:  #c3e67d;\n            color:  #000000;\n        }#T_37f8b_row4_col2{\n            background-color:  #fece7c;\n            color:  #000000;\n        }#T_37f8b_row4_col3{\n            background-color:  #fafdb8;\n            color:  #000000;\n        }#T_37f8b_row4_col4{\n            background-color:  #93d168;\n            color:  #000000;\n        }#T_37f8b_row4_col5{\n            background-color:  #b71126;\n            color:  #f1f1f1;\n            background-color:  #097940;\n            color:  #f1f1f1;\n        }#T_37f8b_row4_col6{\n            background-color:  #feea9b;\n            color:  #000000;\n        }#T_37f8b_row5_col0{\n            background-color:  #fee28f;\n            color:  #000000;\n        }#T_37f8b_row5_col1{\n            background-color:  #6bbf64;\n            color:  #000000;\n        }#T_37f8b_row5_col2{\n            background-color:  #f67c4a;\n            color:  #000000;\n        }#T_37f8b_row5_col3{\n            background-color:  #ecf7a6;\n            color:  #000000;\n        }#T_37f8b_row5_col4{\n            background-color:  #f46d43;\n            color:  #000000;\n        }#T_37f8b_row5_col5{\n            background-color:  #fdb96a;\n            color:  #000000;\n            background-color:  #b1de71;\n            color:  #000000;\n        }#T_37f8b_row5_col6{\n            background-color:  #ec5c3b;\n            color:  #000000;\n        }#T_37f8b_row6_col0{\n            background-color:  #fffdbc;\n            color:  #000000;\n        }#T_37f8b_row6_col1{\n            background-color:  #a7d96b;\n            color:  #000000;\n        }#T_37f8b_row6_col2{\n            background-color:  #fcaa5f;\n            color:  #000000;\n        }#T_37f8b_row6_col3{\n            background-color:  #70c164;\n            color:  #000000;\n        }#T_37f8b_row6_col4{\n            background-color:  #afdd70;\n            color:  #000000;\n        }#T_37f8b_row6_col5{\n            background-color:  #fba05b;\n            color:  #000000;\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_37f8b_row6_col6{\n            background-color:  #fca55d;\n            color:  #000000;\n        }#T_37f8b_row6_col8{\n            background-color:  #fee797;\n            color:  #000000;\n        }</style><table id=\"T_37f8b_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_37f8b_level0_row0\" class=\"row_heading level0 row0\" >Eduardo Woodman</th>\n                        <td id=\"T_37f8b_row0_col0\" class=\"data row0 col0\" >0.977054</td>\n                        <td id=\"T_37f8b_row0_col1\" class=\"data row0 col1\" >1.169391</td>\n                        <td id=\"T_37f8b_row0_col2\" class=\"data row0 col2\" >0.996540</td>\n                        <td id=\"T_37f8b_row0_col3\" class=\"data row0 col3\" >0.800666</td>\n                        <td id=\"T_37f8b_row0_col4\" class=\"data row0 col4\" >0.725519</td>\n                        <td id=\"T_37f8b_row0_col5\" class=\"data row0 col5\" >0.445517</td>\n                        <td id=\"T_37f8b_row0_col6\" class=\"data row0 col6\" >0.724554</td>\n                        <td id=\"T_37f8b_row0_col7\" class=\"data row0 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row0_col8\" class=\"data row0 col8\" >0.855869</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row1\" class=\"row_heading level0 row1\" >Beasley Day</th>\n                        <td id=\"T_37f8b_row1_col0\" class=\"data row1 col0\" >0.999711</td>\n                        <td id=\"T_37f8b_row1_col1\" class=\"data row1 col1\" >1.195160</td>\n                        <td id=\"T_37f8b_row1_col2\" class=\"data row1 col2\" >1.054890</td>\n                        <td id=\"T_37f8b_row1_col3\" class=\"data row1 col3\" >0.522953</td>\n                        <td id=\"T_37f8b_row1_col4\" class=\"data row1 col4\" >0.697377</td>\n                        <td id=\"T_37f8b_row1_col5\" class=\"data row1 col5\" >0.061371</td>\n                        <td id=\"T_37f8b_row1_col6\" class=\"data row1 col6\" >0.883784</td>\n                        <td id=\"T_37f8b_row1_col7\" class=\"data row1 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row1_col8\" class=\"data row1 col8\" >1.159991</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row2\" class=\"row_heading level0 row2\" >Huber Frumple</th>\n                        <td id=\"T_37f8b_row2_col0\" class=\"data row2 col0\" >1.007819</td>\n                        <td id=\"T_37f8b_row2_col1\" class=\"data row2 col1\" >0.657458</td>\n                        <td id=\"T_37f8b_row2_col2\" class=\"data row2 col2\" >1.460733</td>\n                        <td id=\"T_37f8b_row2_col3\" class=\"data row2 col3\" >1.082690</td>\n                        <td id=\"T_37f8b_row2_col4\" class=\"data row2 col4\" >1.371501</td>\n                        <td id=\"T_37f8b_row2_col5\" class=\"data row2 col5\" >0.076988</td>\n                        <td id=\"T_37f8b_row2_col6\" class=\"data row2 col6\" >0.835091</td>\n                        <td id=\"T_37f8b_row2_col7\" class=\"data row2 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row2_col8\" class=\"data row2 col8\" >1.263159</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row3\" class=\"row_heading level0 row3\" >J-x-n B-ck--y</th>\n                        <td id=\"T_37f8b_row3_col0\" class=\"data row3 col0\" >1.445279</td>\n                        <td id=\"T_37f8b_row3_col1\" class=\"data row3 col1\" >1.717382</td>\n                        <td id=\"T_37f8b_row3_col2\" class=\"data row3 col2\" >1.192101</td>\n                        <td id=\"T_37f8b_row3_col3\" class=\"data row3 col3\" >1.896709</td>\n                        <td id=\"T_37f8b_row3_col4\" class=\"data row3 col4\" >2.080045</td>\n                        <td id=\"T_37f8b_row3_col5\" class=\"data row3 col5\" >0.010000</td>\n                        <td id=\"T_37f8b_row3_col6\" class=\"data row3 col6\" >2.136793</td>\n                        <td id=\"T_37f8b_row3_col7\" class=\"data row3 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row3_col8\" class=\"data row3 col8\" >1.543504</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row4\" class=\"row_heading level0 row4\" >Lang Richardson</th>\n                        <td id=\"T_37f8b_row4_col0\" class=\"data row4 col0\" >0.781540</td>\n                        <td id=\"T_37f8b_row4_col1\" class=\"data row4 col1\" >0.962722</td>\n                        <td id=\"T_37f8b_row4_col2\" class=\"data row4 col2\" >0.550621</td>\n                        <td id=\"T_37f8b_row4_col3\" class=\"data row4 col3\" >0.772843</td>\n                        <td id=\"T_37f8b_row4_col4\" class=\"data row4 col4\" >1.091821</td>\n                        <td id=\"T_37f8b_row4_col5\" class=\"data row4 col5\" >0.055246</td>\n                        <td id=\"T_37f8b_row4_col6\" class=\"data row4 col6\" >0.648400</td>\n                        <td id=\"T_37f8b_row4_col7\" class=\"data row4 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row4_col8\" class=\"data row4 col8\" >0.701015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row5\" class=\"row_heading level0 row5\" >Yusef Puddles</th>\n                        <td id=\"T_37f8b_row5_col0\" class=\"data row5 col0\" >0.613749</td>\n                        <td id=\"T_37f8b_row5_col1\" class=\"data row5 col1\" >1.183698</td>\n                        <td id=\"T_37f8b_row5_col2\" class=\"data row5 col2\" >0.334577</td>\n                        <td id=\"T_37f8b_row5_col3\" class=\"data row5 col3\" >0.825196</td>\n                        <td id=\"T_37f8b_row5_col4\" class=\"data row5 col4\" >0.301908</td>\n                        <td id=\"T_37f8b_row5_col5\" class=\"data row5 col5\" >0.480778</td>\n                        <td id=\"T_37f8b_row5_col6\" class=\"data row5 col6\" >0.260821</td>\n                        <td id=\"T_37f8b_row5_col7\" class=\"data row5 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row5_col8\" class=\"data row5 col8\" >1.160015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_37f8b_level0_row6\" class=\"row_heading level0 row6\" >Usurper Violet</th>\n                        <td id=\"T_37f8b_row6_col0\" class=\"data row6 col0\" >0.740903</td>\n                        <td id=\"T_37f8b_row6_col1\" class=\"data row6 col1\" >1.044648</td>\n                        <td id=\"T_37f8b_row6_col2\" class=\"data row6 col2\" >0.443503</td>\n                        <td id=\"T_37f8b_row6_col3\" class=\"data row6 col3\" >1.172726</td>\n                        <td id=\"T_37f8b_row6_col4\" class=\"data row6 col4\" >1.019795</td>\n                        <td id=\"T_37f8b_row6_col5\" class=\"data row6 col5\" >0.419699</td>\n                        <td id=\"T_37f8b_row6_col6\" class=\"data row6 col6\" >0.433561</td>\n                        <td id=\"T_37f8b_row6_col7\" class=\"data row6 col7\" >0.010000</td>\n                        <td id=\"T_37f8b_row6_col8\" class=\"data row6 col8\" >0.637176</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "infuse_lineup_table, _, _ = improve_team_batting_table(pies, 0.15)\n",
    "display(infuse_lineup_table)\n",
    "display(set_heatmap(get_batting_stlats(improve_team_batting(pies, 0.15)), maxVal=1.5))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "                  old_pitching_stars  new_pitching_stars  \\\nHenry Marshallow            3.841550            4.774535   \nNerd Pacheco                4.180600            5.151709   \nRuslan Greatness            4.096695            4.976003   \nZack Sanders                2.646285            3.525263   \nTiana Takahashi             3.094250            4.393265   \n\n                  change_in_pitching_stars  \nHenry Marshallow                  0.932985  \nNerd Pacheco                      0.971109  \nRuslan Greatness                  0.879308  \nZack Sanders                      0.878978  \nTiana Takahashi                   1.299014  ",
      "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>old_pitching_stars</th>\n      <th>new_pitching_stars</th>\n      <th>change_in_pitching_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>3.841550</td>\n      <td>4.774535</td>\n      <td>0.932985</td>\n    </tr>\n    <tr>\n      <th>Nerd Pacheco</th>\n      <td>4.180600</td>\n      <td>5.151709</td>\n      <td>0.971109</td>\n    </tr>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>4.096695</td>\n      <td>4.976003</td>\n      <td>0.879308</td>\n    </tr>\n    <tr>\n      <th>Zack Sanders</th>\n      <td>2.646285</td>\n      <td>3.525263</td>\n      <td>0.878978</td>\n    </tr>\n    <tr>\n      <th>Tiana Takahashi</th>\n      <td>3.094250</td>\n      <td>4.393265</td>\n      <td>1.299014</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
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}#T_72600_row1_col3{\n            background-color:  #fba35c;\n            color:  #000000;\n        }#T_72600_row1_col4{\n            background-color:  #fdfebc;\n            color:  #000000;\n        }#T_72600_row1_col5{\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_72600_row1_col6{\n            background-color:  #fee797;\n            color:  #000000;\n        }#T_72600_row2_col0{\n            background-color:  #b9e176;\n            color:  #000000;\n        }#T_72600_row2_col1{\n            background-color:  #d1ec86;\n            color:  #000000;\n        }#T_72600_row2_col2{\n            background-color:  #cdea83;\n            color:  #000000;\n        }#T_72600_row2_col3{\n            background-color:  #0d8044;\n            color:  #f1f1f1;\n        }#T_72600_row2_col4{\n            background-color:  #70c164;\n            color:  #000000;\n        }#T_72600_row2_col5{\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }#T_72600_row3_col0{\n            background-color:  #fff6b0;\n            color:  #000000;\n        }#T_72600_row3_col1{\n            background-color:  #fdc574;\n            color:  #000000;\n        }#T_72600_row3_col2{\n            background-color:  #89cc67;\n            color:  #000000;\n        }#T_72600_row3_col3{\n            background-color:  #ddf191;\n            color:  #000000;\n        }#T_72600_row3_col4,#T_72600_row3_col5{\n            background-color:  #feefa3;\n            color:  #000000;\n        }#T_72600_row3_col6{\n            background-color:  #ecf7a6;\n            color:  #000000;\n        }#T_72600_row4_col0{\n            background-color:  #dff293;\n            color:  #000000;\n        }#T_72600_row4_col1{\n            background-color:  #a2d76a;\n            color:  #000000;\n        }#T_72600_row4_col2{\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_72600_row4_col3{\n            background-color:  #e2f397;\n            color:  #000000;\n        }#T_72600_row4_col4{\n            background-color:  #dc3b2c;\n            color:  #f1f1f1;\n        }#T_72600_row4_col5{\n            background-color:  #fffebe;\n            color:  #000000;\n        }#T_72600_row4_col6{\n            background-color:  #91d068;\n            color:  #000000;\n        }</style><table id=\"T_72600_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_72600_level0_row0\" class=\"row_heading level0 row0\" >Henry Marshallow</th>\n                        <td id=\"T_72600_row0_col0\" class=\"data row0 col0\" >0.954907</td>\n                        <td id=\"T_72600_row0_col1\" class=\"data row0 col1\" >0.641270</td>\n                        <td id=\"T_72600_row0_col2\" class=\"data row0 col2\" >1.321077</td>\n                        <td id=\"T_72600_row0_col3\" class=\"data row0 col3\" >1.578524</td>\n                        <td id=\"T_72600_row0_col4\" class=\"data row0 col4\" >0.972605</td>\n                        <td id=\"T_72600_row0_col5\" class=\"data row0 col5\" >0.958351</td>\n                        <td id=\"T_72600_row0_col6\" class=\"data row0 col6\" >1.026106</td>\n            </tr>\n            <tr>\n                        <th id=\"T_72600_level0_row1\" class=\"row_heading level0 row1\" >Nerd Pacheco</th>\n                        <td id=\"T_72600_row1_col0\" class=\"data row1 col0\" >1.030342</td>\n                        <td id=\"T_72600_row1_col1\" class=\"data row1 col1\" >1.237720</td>\n                        <td id=\"T_72600_row1_col2\" class=\"data row1 col2\" >1.216351</td>\n                        <td id=\"T_72600_row1_col3\" class=\"data row1 col3\" >0.422113</td>\n                        <td id=\"T_72600_row1_col4\" class=\"data row1 col4\" >0.758134</td>\n                        <td id=\"T_72600_row1_col5\" class=\"data row1 col5\" >1.082212</td>\n                        <td id=\"T_72600_row1_col6\" class=\"data row1 col6\" >0.634500</td>\n            </tr>\n            <tr>\n                        <th id=\"T_72600_level0_row2\" class=\"row_heading level0 row2\" >Ruslan Greatness</th>\n                        <td id=\"T_72600_row2_col0\" class=\"data row2 col0\" >0.995201</td>\n                        <td id=\"T_72600_row2_col1\" class=\"data row2 col1\" >0.920870</td>\n                        <td id=\"T_72600_row2_col2\" class=\"data row2 col2\" >0.936481</td>\n                        <td id=\"T_72600_row2_col3\" class=\"data row2 col3\" >1.419963</td>\n                        <td id=\"T_72600_row2_col4\" class=\"data row2 col4\" >1.176832</td>\n                        <td id=\"T_72600_row2_col5\" class=\"data row2 col5\" >0.779742</td>\n                        <td id=\"T_72600_row2_col6\" class=\"data row2 col6\" >1.570762</td>\n            </tr>\n            <tr>\n                        <th id=\"T_72600_level0_row3\" class=\"row_heading level0 row3\" >Zack Sanders</th>\n                        <td id=\"T_72600_row3_col0\" class=\"data row3 col0\" >0.705053</td>\n                        <td id=\"T_72600_row3_col1\" class=\"data row3 col1\" >0.521443</td>\n                        <td id=\"T_72600_row3_col2\" class=\"data row3 col2\" >1.118237</td>\n                        <td id=\"T_72600_row3_col3\" class=\"data row3 col3\" >0.883656</td>\n                        <td id=\"T_72600_row3_col4\" class=\"data row3 col4\" >0.669537</td>\n                        <td id=\"T_72600_row3_col5\" class=\"data row3 col5\" >0.672018</td>\n                        <td id=\"T_72600_row3_col6\" class=\"data row3 col6\" >0.821376</td>\n            </tr>\n            <tr>\n                        <th id=\"T_72600_level0_row4\" class=\"row_heading level0 row4\" >Tiana Takahashi</th>\n                        <td id=\"T_72600_row4_col0\" class=\"data row4 col0\" >0.878653</td>\n                        <td id=\"T_72600_row4_col1\" class=\"data row4 col1\" >1.060065</td>\n                        <td id=\"T_72600_row4_col2\" class=\"data row4 col2\" >1.111592</td>\n                        <td id=\"T_72600_row4_col3\" class=\"data row4 col3\" >0.866677</td>\n                        <td id=\"T_72600_row4_col4\" class=\"data row4 col4\" >0.178954</td>\n                        <td id=\"T_72600_row4_col5\" class=\"data row4 col5\" >0.746122</td>\n                        <td id=\"T_72600_row4_col6\" class=\"data row4 col6\" >1.095940</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "infuse_rotation_table, _, _ = improve_team_pitching_table(pies, 0.15)\n",
    "display(infuse_rotation_table)\n",
    "display(set_heatmap(get_pitching_stlats(improve_team_pitching(pies, 0.15)), maxVal=1.5))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**30% Change:**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "                 old_batting_stars  new_batting_stars  change_in_batting_stars\nEduardo Woodman           4.165300           5.585918                 1.420618\nBeasley Day               4.274532           5.676802                 1.402269\nHuber Frumple             4.287244           5.741328                 1.454084\nJ-x-n B-ck--y             6.592812           7.852389                 1.259577\nLang Richardson           3.162214           4.606233                 1.444019\nYusef Puddles             2.147811           3.885398                 1.737587\nUsurper Violet            2.898577           4.460398                 1.561822",
      "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>old_batting_stars</th>\n      <th>new_batting_stars</th>\n      <th>change_in_batting_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.165300</td>\n      <td>5.585918</td>\n      <td>1.420618</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.274532</td>\n      <td>5.676802</td>\n      <td>1.402269</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.287244</td>\n      <td>5.741328</td>\n      <td>1.454084</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.592812</td>\n      <td>7.852389</td>\n      <td>1.259577</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.162214</td>\n      <td>4.606233</td>\n      <td>1.444019</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.147811</td>\n      <td>3.885398</td>\n      <td>1.737587</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>2.898577</td>\n      <td>4.460398</td>\n      <td>1.561822</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173fdf97e80>",
      "text/html": "<style  type=\"text/css\" >\n#T_20ef7_row0_col0{\n            background-color:  #89cc67;\n            color:  #000000;\n        }#T_20ef7_row0_col1,#T_20ef7_row6_col3{\n            background-color:  #279f53;\n            color:  #000000;\n        }#T_20ef7_row0_col2,#T_20ef7_row2_col0{\n            background-color:  #7dc765;\n            color:  #000000;\n        }#T_20ef7_row0_col3{\n            background-color:  #c7e77f;\n            color:  #000000;\n        }#T_20ef7_row0_col4,#T_20ef7_row0_col6{\n            background-color:  #dff293;\n            color:  #000000;\n        }#T_20ef7_row0_col5{\n            background-color:  #f36b42;\n            color:  #000000;\n            background-color:  #63bc62;\n            color:  #000000;\n        }#T_20ef7_row0_col7,#T_20ef7_row1_col5,#T_20ef7_row1_col7,#T_20ef7_row2_col5,#T_20ef7_row2_col7,#T_20ef7_row3_col5,#T_20ef7_row3_col7,#T_20ef7_row4_col5,#T_20ef7_row4_col7,#T_20ef7_row5_col7,#T_20ef7_row6_col7{\n       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background-color:  #51b35e;\n            color:  #000000;\n        }#T_20ef7_row4_col6{\n            background-color:  #f2faae;\n            color:  #000000;\n        }#T_20ef7_row4_col8{\n            background-color:  #e5f49b;\n            color:  #000000;\n        }#T_20ef7_row5_col0{\n            background-color:  #f8fcb6;\n            color:  #000000;\n        }#T_20ef7_row5_col1{\n            background-color:  #219c52;\n            color:  #000000;\n        }#T_20ef7_row5_col2{\n            background-color:  #fdb96a;\n            color:  #000000;\n        }#T_20ef7_row5_col3{\n            background-color:  #bfe47a;\n            color:  #000000;\n        }#T_20ef7_row5_col4{\n            background-color:  #fdaf62;\n            color:  #000000;\n        }#T_20ef7_row5_col5{\n            background-color:  #f67a49;\n            color:  #000000;\n            background-color:  #73c264;\n            color:  #000000;\n        }#T_20ef7_row5_col6{\n            background-color:  #fb9d59;\n            color:  #000000;\n        }#T_20ef7_row6_col0{\n            background-color:  #daf08d;\n            color:  #000000;\n        }#T_20ef7_row6_col1{\n            background-color:  #69be63;\n            color:  #000000;\n        }#T_20ef7_row6_col2{\n            background-color:  #fede89;\n            color:  #000000;\n        }#T_20ef7_row6_col4{\n            background-color:  #73c264;\n            color:  #000000;\n        }#T_20ef7_row6_col5{\n            background-color:  #ee613e;\n            color:  #000000;\n            background-color:  #57b65f;\n            color:  #000000;\n        }#T_20ef7_row6_col6{\n            background-color:  #feda86;\n            color:  #000000;\n        }#T_20ef7_row6_col8{\n            background-color:  #f5fbb2;\n            color:  #000000;\n        }</style><table id=\"T_20ef7_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_20ef7_level0_row0\" class=\"row_heading level0 row0\" >Eduardo Woodman</th>\n                        <td id=\"T_20ef7_row0_col0\" class=\"data row0 col0\" >1.117184</td>\n                        <td id=\"T_20ef7_row0_col1\" class=\"data row0 col1\" >1.319391</td>\n                        <td id=\"T_20ef7_row0_col2\" class=\"data row0 col2\" >1.146540</td>\n                        <td id=\"T_20ef7_row0_col3\" class=\"data row0 col3\" >0.950666</td>\n                        <td id=\"T_20ef7_row0_col4\" class=\"data row0 col4\" >0.875519</td>\n                        <td id=\"T_20ef7_row0_col5\" class=\"data row0 col5\" >0.295517</td>\n                        <td id=\"T_20ef7_row0_col6\" class=\"data row0 col6\" >0.874554</td>\n                        <td id=\"T_20ef7_row0_col7\" class=\"data row0 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row0_col8\" class=\"data row0 col8\" >1.005869</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row1\" class=\"row_heading level0 row1\" >Beasley Day</th>\n                        <td id=\"T_20ef7_row1_col0\" class=\"data row1 col0\" >1.135360</td>\n                        <td id=\"T_20ef7_row1_col1\" class=\"data row1 col1\" >1.345160</td>\n                        <td id=\"T_20ef7_row1_col2\" class=\"data row1 col2\" >1.204890</td>\n                        <td id=\"T_20ef7_row1_col3\" class=\"data row1 col3\" >0.672953</td>\n                        <td id=\"T_20ef7_row1_col4\" class=\"data row1 col4\" >0.847377</td>\n                        <td id=\"T_20ef7_row1_col5\" class=\"data row1 col5\" >0.010000</td>\n                        <td id=\"T_20ef7_row1_col6\" class=\"data row1 col6\" >1.033784</td>\n                        <td id=\"T_20ef7_row1_col7\" class=\"data row1 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row1_col8\" class=\"data row1 col8\" >1.309991</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row2\" class=\"row_heading level0 row2\" >Huber Frumple</th>\n                        <td id=\"T_20ef7_row2_col0\" class=\"data row2 col0\" >1.148266</td>\n                        <td id=\"T_20ef7_row2_col1\" class=\"data row2 col1\" >0.807458</td>\n                        <td id=\"T_20ef7_row2_col2\" class=\"data row2 col2\" >1.610733</td>\n                        <td id=\"T_20ef7_row2_col3\" class=\"data row2 col3\" >1.232690</td>\n                        <td id=\"T_20ef7_row2_col4\" class=\"data row2 col4\" >1.521501</td>\n                        <td id=\"T_20ef7_row2_col5\" class=\"data row2 col5\" >0.010000</td>\n                        <td id=\"T_20ef7_row2_col6\" class=\"data row2 col6\" >0.985091</td>\n                        <td id=\"T_20ef7_row2_col7\" class=\"data row2 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row2_col8\" class=\"data row2 col8\" >1.413159</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row3\" class=\"row_heading level0 row3\" >J-x-n B-ck--y</th>\n                        <td id=\"T_20ef7_row3_col0\" class=\"data row3 col0\" >1.570478</td>\n                        <td id=\"T_20ef7_row3_col1\" class=\"data row3 col1\" >1.867382</td>\n                        <td id=\"T_20ef7_row3_col2\" class=\"data row3 col2\" >1.342101</td>\n                        <td id=\"T_20ef7_row3_col3\" class=\"data row3 col3\" >2.046709</td>\n                        <td id=\"T_20ef7_row3_col4\" class=\"data row3 col4\" >2.230045</td>\n                        <td id=\"T_20ef7_row3_col5\" class=\"data row3 col5\" >0.010000</td>\n                        <td id=\"T_20ef7_row3_col6\" class=\"data row3 col6\" >2.286793</td>\n                        <td id=\"T_20ef7_row3_col7\" class=\"data row3 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row3_col8\" class=\"data row3 col8\" >1.693504</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row4\" class=\"row_heading level0 row4\" >Lang Richardson</th>\n                        <td id=\"T_20ef7_row4_col0\" class=\"data row4 col0\" >0.921247</td>\n                        <td id=\"T_20ef7_row4_col1\" class=\"data row4 col1\" >1.112722</td>\n                        <td id=\"T_20ef7_row4_col2\" class=\"data row4 col2\" >0.700621</td>\n                        <td id=\"T_20ef7_row4_col3\" class=\"data row4 col3\" >0.922843</td>\n                        <td id=\"T_20ef7_row4_col4\" class=\"data row4 col4\" >1.241821</td>\n                        <td id=\"T_20ef7_row4_col5\" class=\"data row4 col5\" >0.010000</td>\n                        <td id=\"T_20ef7_row4_col6\" class=\"data row4 col6\" >0.798400</td>\n                        <td id=\"T_20ef7_row4_col7\" class=\"data row4 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row4_col8\" class=\"data row4 col8\" >0.851015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row5\" class=\"row_heading level0 row5\" >Yusef Puddles</th>\n                        <td id=\"T_20ef7_row5_col0\" class=\"data row5 col0\" >0.777080</td>\n                        <td id=\"T_20ef7_row5_col1\" class=\"data row5 col1\" >1.333698</td>\n                        <td id=\"T_20ef7_row5_col2\" class=\"data row5 col2\" >0.484577</td>\n                        <td id=\"T_20ef7_row5_col3\" class=\"data row5 col3\" >0.975196</td>\n                        <td id=\"T_20ef7_row5_col4\" class=\"data row5 col4\" >0.451908</td>\n                        <td id=\"T_20ef7_row5_col5\" class=\"data row5 col5\" >0.330778</td>\n                        <td id=\"T_20ef7_row5_col6\" class=\"data row5 col6\" >0.410821</td>\n                        <td id=\"T_20ef7_row5_col7\" class=\"data row5 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row5_col8\" class=\"data row5 col8\" >1.310015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_20ef7_level0_row6\" class=\"row_heading level0 row6\" >Usurper Violet</th>\n                        <td id=\"T_20ef7_row6_col0\" class=\"data row6 col0\" >0.892080</td>\n                        <td id=\"T_20ef7_row6_col1\" class=\"data row6 col1\" >1.194648</td>\n                        <td id=\"T_20ef7_row6_col2\" class=\"data row6 col2\" >0.593503</td>\n                        <td id=\"T_20ef7_row6_col3\" class=\"data row6 col3\" >1.322726</td>\n                        <td id=\"T_20ef7_row6_col4\" class=\"data row6 col4\" >1.169795</td>\n                        <td id=\"T_20ef7_row6_col5\" class=\"data row6 col5\" >0.269699</td>\n                        <td id=\"T_20ef7_row6_col6\" class=\"data row6 col6\" >0.583561</td>\n                        <td id=\"T_20ef7_row6_col7\" class=\"data row6 col7\" >0.010000</td>\n                        <td id=\"T_20ef7_row6_col8\" class=\"data row6 col8\" >0.787176</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "infuse_lineup_table, _, _ = improve_team_batting_table(pies, 0.30)\n",
    "display(infuse_lineup_table)\n",
    "display(set_heatmap(get_batting_stlats(improve_team_batting(pies, 0.30)), maxVal=1.5))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "                  old_pitching_stars  new_pitching_stars  \\\nHenry Marshallow            3.841550            5.714489   \nNerd Pacheco                4.180600            6.110125   \nRuslan Greatness            4.096695            5.876536   \nZack Sanders                2.646285            4.417130   \nTiana Takahashi             3.094250            5.399357   \n\n                  change_in_pitching_stars  \nHenry Marshallow                  1.872939  \nNerd Pacheco                      1.929525  \nRuslan Greatness                  1.779841  \nZack Sanders                      1.770845  \nTiana Takahashi                   2.305106  ",
      "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>old_pitching_stars</th>\n      <th>new_pitching_stars</th>\n      <th>change_in_pitching_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>3.841550</td>\n      <td>5.714489</td>\n      <td>1.872939</td>\n    </tr>\n    <tr>\n      <th>Nerd Pacheco</th>\n      <td>4.180600</td>\n      <td>6.110125</td>\n      <td>1.929525</td>\n    </tr>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>4.096695</td>\n      <td>5.876536</td>\n      <td>1.779841</td>\n    </tr>\n    <tr>\n      <th>Zack Sanders</th>\n      <td>2.646285</td>\n      <td>4.417130</td>\n      <td>1.770845</td>\n    </tr>\n    <tr>\n      <th>Tiana Takahashi</th>\n      <td>3.094250</td>\n      <td>5.399357</td>\n      <td>2.305106</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173ff3d0a90>",
      "text/html": "<style  type=\"text/css\" >\n#T_70616_row0_col0{\n            background-color:  #7dc765;\n            color:  #000000;\n        }#T_70616_row0_col1{\n            background-color:  #f4fab0;\n            color:  #000000;\n        }#T_70616_row0_col2{\n            background-color:  #04703b;\n            color:  #f1f1f1;\n        }#T_70616_row0_col3,#T_70616_row2_col3,#T_70616_row2_col6{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_70616_row0_col4{\n            background-color:  #87cb67;\n            color:  #000000;\n        }#T_70616_row0_col5{\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_70616_row0_col6,#T_70616_row2_col0{\n            background-color:  #70c164;\n            color:  #000000;\n        }#T_70616_row1_col0{\n            background-color:  #5ab760;\n            color:  #000000;\n        }#T_70616_row1_col1{\n            background-color:  #138c4a;\n            color:  #000000;\n        }#T_70616_row1_col2{\n            background-color:  #16914d;\n            color:  #000000;\n        }#T_70616_row1_col3{\n            background-color:  #fed683;\n            color:  #000000;\n        }#T_70616_row1_col4{\n            background-color:  #d7ee8a;\n            color:  #000000;\n        }#T_70616_row1_col5{\n            background-color:  #54b45f;\n            color:  #000000;\n        }#T_70616_row1_col6{\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }#T_70616_row2_col1{\n            background-color:  #9dd569;\n            color:  #000000;\n        }#T_70616_row2_col2{\n            background-color:  #96d268;\n            color:  #000000;\n        }#T_70616_row2_col4{\n            background-color:  #249d53;\n            color:  #000000;\n        }#T_70616_row2_col5{\n            background-color:  #cfeb85;\n            color:  #000000;\n        }#T_70616_row3_col0{\n            background-color:  #ddf191;\n            color:  #000000;\n        }#T_70616_row3_col1{\n            background-color:  #feefa3;\n            color:  #000000;\n        }#T_70616_row3_col2{\n            background-color:  #42ac5a;\n            color:  #000000;\n        }#T_70616_row3_col3{\n            background-color:  #abdb6d;\n            color:  #000000;\n        }#T_70616_row3_col4{\n            background-color:  #eef8a8;\n            color:  #000000;\n        }#T_70616_row3_col5{\n            background-color:  #ecf7a6;\n            color:  #000000;\n        }#T_70616_row3_col6{\n            background-color:  #c1e57b;\n            color:  #000000;\n        }#T_70616_row4_col0{\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_70616_row4_col1{\n            background-color:  #60ba62;\n            color:  #000000;\n        }#T_70616_row4_col2{\n            background-color:  #45ad5b;\n            color:  #000000;\n        }#T_70616_row4_col3{\n            background-color:  #b1de71;\n            color:  #000000;\n        }#T_70616_row4_col4{\n            background-color:  #f67a49;\n            color:  #000000;\n        }#T_70616_row4_col5{\n            background-color:  #daf08d;\n            color:  #000000;\n        }#T_70616_row4_col6{\n            background-color:  #4eb15d;\n            color:  #000000;\n        }</style><table id=\"T_70616_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_70616_level0_row0\" class=\"row_heading level0 row0\" >Henry Marshallow</th>\n                        <td id=\"T_70616_row0_col0\" class=\"data row0 col0\" >1.142898</td>\n                        <td id=\"T_70616_row0_col1\" class=\"data row0 col1\" >0.791270</td>\n                        <td id=\"T_70616_row0_col2\" class=\"data row0 col2\" >1.471077</td>\n                        <td id=\"T_70616_row0_col3\" class=\"data row0 col3\" >1.728524</td>\n                        <td id=\"T_70616_row0_col4\" class=\"data row0 col4\" >1.122605</td>\n                        <td id=\"T_70616_row0_col5\" class=\"data row0 col5\" >1.108351</td>\n                        <td id=\"T_70616_row0_col6\" class=\"data row0 col6\" >1.176106</td>\n            </tr>\n            <tr>\n                        <th id=\"T_70616_level0_row1\" class=\"row_heading level0 row1\" >Nerd Pacheco</th>\n                        <td id=\"T_70616_row1_col0\" class=\"data row1 col0\" >1.222025</td>\n                        <td id=\"T_70616_row1_col1\" class=\"data row1 col1\" >1.387720</td>\n                        <td id=\"T_70616_row1_col2\" class=\"data row1 col2\" >1.366351</td>\n                        <td id=\"T_70616_row1_col3\" class=\"data row1 col3\" >0.572113</td>\n                        <td id=\"T_70616_row1_col4\" class=\"data row1 col4\" >0.908134</td>\n                        <td id=\"T_70616_row1_col5\" class=\"data row1 col5\" >1.232212</td>\n                        <td id=\"T_70616_row1_col6\" class=\"data row1 col6\" >0.784500</td>\n            </tr>\n            <tr>\n                        <th id=\"T_70616_level0_row2\" class=\"row_heading level0 row2\" >Ruslan Greatness</th>\n                        <td id=\"T_70616_row2_col0\" class=\"data row2 col0\" >1.175307</td>\n                        <td id=\"T_70616_row2_col1\" class=\"data row2 col1\" >1.070870</td>\n                        <td id=\"T_70616_row2_col2\" class=\"data row2 col2\" >1.086481</td>\n                        <td id=\"T_70616_row2_col3\" class=\"data row2 col3\" >1.569963</td>\n                        <td id=\"T_70616_row2_col4\" class=\"data row2 col4\" >1.326832</td>\n                        <td id=\"T_70616_row2_col5\" class=\"data row2 col5\" >0.929742</td>\n                        <td id=\"T_70616_row2_col6\" class=\"data row2 col6\" >1.720762</td>\n            </tr>\n            <tr>\n                        <th id=\"T_70616_level0_row3\" class=\"row_heading level0 row3\" >Zack Sanders</th>\n                        <td id=\"T_70616_row3_col0\" class=\"data row3 col0\" >0.883426</td>\n                        <td id=\"T_70616_row3_col1\" class=\"data row3 col1\" >0.671443</td>\n                        <td id=\"T_70616_row3_col2\" class=\"data row3 col2\" >1.268237</td>\n                        <td id=\"T_70616_row3_col3\" class=\"data row3 col3\" >1.033656</td>\n                        <td id=\"T_70616_row3_col4\" class=\"data row3 col4\" >0.819537</td>\n                        <td id=\"T_70616_row3_col5\" class=\"data row3 col5\" >0.822018</td>\n                        <td id=\"T_70616_row3_col6\" class=\"data row3 col6\" >0.971376</td>\n            </tr>\n            <tr>\n                        <th id=\"T_70616_level0_row4\" class=\"row_heading level0 row4\" >Tiana Takahashi</th>\n                        <td id=\"T_70616_row4_col0\" class=\"data row4 col0\" >1.079871</td>\n                        <td id=\"T_70616_row4_col1\" class=\"data row4 col1\" >1.210065</td>\n                        <td id=\"T_70616_row4_col2\" class=\"data row4 col2\" >1.261592</td>\n                        <td id=\"T_70616_row4_col3\" class=\"data row4 col3\" >1.016677</td>\n                        <td id=\"T_70616_row4_col4\" class=\"data row4 col4\" >0.328954</td>\n                        <td id=\"T_70616_row4_col5\" class=\"data row4 col5\" >0.896122</td>\n                        <td id=\"T_70616_row4_col6\" class=\"data row4 col6\" >1.245940</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "infuse_rotation_table, _, _ = improve_team_pitching_table(pies, 0.30)\n",
    "display(infuse_rotation_table)\n",
    "display(set_heatmap(get_pitching_stlats(improve_team_pitching(pies, 0.30)), maxVal=1.5))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alternate Trust\n",
    "**Call in an Alternate for a Player on your Team, with a mystery Benefit.**\n",
    "\n",
    "An Alternate is a player reroll and the Benefit is an unknown modification. Below shows the change in Team Average Stars from rerolling our worst\n",
    "player, assuming they would be replaced with the Statistically Average player."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Rerolling Yusef Puddles"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      -0.4223%\npitching_change     +0.0000%\nbaserunning_change  -0.9070%\ndefense_change      -3.1326%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>-0.4223%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>-0.9070%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>-3.1326%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "worst_pie = sort_overall(pies, 1)[0]\n",
    "\n",
    "display(Markdown(f\"Rerolling {worst_pie.name}\"))\n",
    "if worst_pie in pies.rotation:\n",
    "    out = replace_player(pies, worst_pie, pitch_star=NEW_PLAYER[\"pitching\"])\n",
    "else:\n",
    "    out = replace_player(pies, worst_pie, bat_star=NEW_PLAYER[\"batting\"], run_star=NEW_PLAYER[\"baserunning\"], def_star=NEW_PLAYER[\"defense\"])\n",
    "pandas.DataFrame(out)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reform\n",
    "**Re-roll an eligible Permanent Modification for a Player on your Team.**\n",
    "\n",
    "Below is a list of all players with modifications that could be rerolled. It would be better to reroll modifications\n",
    "with negative effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "                               mods\nBeasley Day            [Minimalist]\nJ-x-n B-ck--y          [Fire Eater]\nHenry Marshallow       [Maximalist]\nRuslan Greatness  [Friend of Crows]",
      "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>mods</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Beasley Day</th>\n      <td>[Minimalist]</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>[Fire Eater]</td>\n    </tr>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>[Maximalist]</td>\n    </tr>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>[Friend of Crows]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mod_players = [x for x in pies.lineup + pies.rotation if len(x.perm_attr) > 0]\n",
    "mod_list = pandas.DataFrame()\n",
    "for player in mod_players:\n",
    "    data = pandas.Series({\"mods\": [x.title for x in player.perm_attr if x.id not in UNREFORMED_MODS]}, name=player.name)\n",
    "    if len(data[\"mods\"]) == 0:\n",
    "        continue\n",
    "    mod_list = mod_list.append(data)\n",
    "mod_list"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enrich\n",
    "**Pick a modification for your Team next season.**\n",
    "\n",
    "This will gives the option of choosing between\n",
    "* The Fourth Strike: Those with the Fourth Strike will get an extra strike in each at bat.\n",
    "* High Pressure: This Team will play 25% better in Flooding weather when runners are on base.\n",
    "* Life of the Party: This team gets 10% more from their Party Time stat boosts.\n",
    "* Home Field Advantage: Teams with Home Field Advantage will start each home game with one run.\n",
    "* Affinity for Crows: Players with Affinity for Crows will hit and pitch 50% better during Birds weather.\n",
    "* Traveling: Traveling teams will play 5% better in Away games.\n",
    "\n",
    "Seasonal Modifications have been mixed in the past. For Fourth Strike Analysis, see the appropriate\n",
    "[SIBR Paper](https://research.blaseball-reference.com/Fourth_Strike.pdf)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "## Blessings\n",
    "\n",
    "Blessings are selected by raffle across all teams. Each blessing will be awarded to one random team, where teams with\n",
    "more votes are more likely to be selected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Early Riser\n",
    "**A random Player on your Team will be a permanent Earlbird.**\n",
    "\n",
    "Earlbird players will Overperform (20% boost) in the first 27 games of the season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Middle of the Pack\n",
    "**A random Player on your Team will be permanently Middling.**\n",
    "\n",
    "Middling players will Overperform (20% boost) in the middle 45 games of the season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fashionably Late\n",
    "**A random Player on your Team will be permanently Late to the Party.**\n",
    "\n",
    "Late to the Party players will Overperform (20% boost) in the last 27 games of the season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Posterizer\n",
    "**A random Player on your Team will be permanently Ambitious.**\n",
    "\n",
    "The effect of Ambitious is unknown."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supply Run\n",
    "**All Players on your Team with an available Item slot (empty or broken) will open a Generic Bat Crate.**\n",
    "\n",
    "**All Players on your Team with an available Item slot (empty or broken) will open a Generic Cap Crate.**\n",
    "\n",
    "**All Players on your Team with an available Item slot (empty or broken) will open a Generic Shoe Crate.**\n",
    "\n",
    "**All Players on your Team with an available Item slot (empty or broken) will open a Generic Glove Crate.**\n",
    "\n",
    "This would provide additional Generic Bats, Caps, Shoes, or Gloves to the following players:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nEduardo Woodman      4.0       2.0          3.5      3.5\nBeasley Day          4.5       3.0          3.5      3.0\nHuber Frumple        4.5       1.5          4.0      3.0\nLang Richardson      3.0       0.5          3.5      3.5\nYusef Puddles        2.0       2.5          3.0      3.5\nUsurper Violet       3.0       3.0          1.5      3.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "free_items = [x for x in pies.lineup + pies.rotation if (x.evolution + 1) - len([x for x in x.items if x.health > 0]) > 0]\n",
    "get_stars(free_items)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handcrafted Drop\n",
    "**A Random Hitter on your Team with an available Item slot (empty or broken) will open a Handcrafted Bat Crate.**\n",
    "\n",
    "**A Random Hitter on your Team with an available Item slot (empty or broken) will open a Handcrafted Cap Crate.**\n",
    "\n",
    "**A Random Hitter on your Team with an available Item slot (empty or broken) will open a Handcrafted Shoe Crate.**\n",
    "\n",
    "**A Random Hitter on your Team with an available Item slot (empty or broken) will open a Handcrafted Glove Crate.**\n",
    "\n",
    "This would provide additional Special Bats, Caps, Shoes, or Gloves to one of the following players:\n",
    "\n",
    "**Bats or Shoes**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nEduardo Woodman      4.0       2.0          3.5      3.5\nBeasley Day          4.5       3.0          3.5      3.0\nHuber Frumple        4.5       1.5          4.0      3.0\nLang Richardson      3.0       0.5          3.5      3.5\nYusef Puddles        2.0       2.5          3.0      3.5\nUsurper Violet       3.0       3.0          1.5      3.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "free_items_lineup = [x for x in pies.lineup if (x.evolution + 1) - len([x for x in x.items if x.health > 0]) > 0]\n",
    "get_stars(free_items_lineup)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Caps**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "Empty DataFrame\nColumns: []\nIndex: []",
      "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    </tr>\n  </thead>\n  <tbody>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "free_items_rotation= [x for x in pies.rotation if (x.evolution + 1) - len([x for x in x.items if x.health > 0]) > 0]\n",
    "get_stars(free_items_rotation)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Gloves**"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nEduardo Woodman      4.0       2.0          3.5      3.5\nBeasley Day          4.5       3.0          3.5      3.0\nHuber Frumple        4.5       1.5          4.0      3.0\nLang Richardson      3.0       0.5          3.5      3.5\nYusef Puddles        2.0       2.5          3.0      3.5\nUsurper Violet       3.0       3.0          1.5      3.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_stars(free_items)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Skateboard\n",
    "**A Random Hitter on your Team gets a Skateboard.**\n",
    "\n",
    "The effect of a Skateboard (other than being radical 🛹) is unknown."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fired Up\n",
    "**Get Fired Up. Give your Team Fire Blood.**\n",
    "\n",
    "This would make all our players have Fire Blood, and give the team a blood-specific Modification. The effects of this\n",
    "modification are unknown."
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Mind Trick\n",
    "**Give your Team Psychic Blood.**\n",
    "\n",
    "This would make all our players have Psychic Blood, and give the team a blood-specific Modification. The effects of this\n",
    "modification are unknown."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Power Chaaarge\n",
    "**Chaaarge! Give your Team AAA Blood.**\n",
    "\n",
    "This would make all our players have AAA Blood, and give the team a blood-specific Modification. The effects of this\n",
    "modification are unknown."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Clean Up\n",
    "**Move the Player with the highest Divinity on your Team to the Cleanup spot (the 4th spot in your Lineup).**\n",
    "\n",
    "See below for the new lineup order."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nEduardo Woodman      4.0       2.0          3.5      3.5\nBeasley Day          4.5       3.0          3.5      3.0\nJ-x-n B-ck--y        6.5       3.5          4.5      3.5\nHuber Frumple        4.5       1.5          4.0      3.0\nLang Richardson      3.0       0.5          3.5      3.5\nYusef Puddles        2.0       2.5          3.0      3.5\nUsurper Violet       3.0       3.0          1.5      3.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.5</td>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lineup = pies.lineup.copy()\n",
    "new_lineup.sort(key=lambda x: x.divinity, reverse=True)\n",
    "best_divinity = new_lineup[0]\n",
    "\n",
    "new_lineup = pies.lineup.copy()\n",
    "new_lineup.insert(3, new_lineup.pop(new_lineup.index(best_divinity)))\n",
    "get_stars(new_lineup)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Weakest Link\n",
    "**Move the Worst Defender in your Lineup to the Shadows.**\n",
    "\n",
    "See below for the removed player and the change in team stats."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Huber Frumple to the Shadows"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      -1.1820%\npitching_change     +0.0000%\nbaserunning_change  -2.1862%\ndefense_change      +1.5639%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>-1.1820%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>-2.1862%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+1.5639%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lineup.sort(key=lambda x: x.defense_rating)\n",
    "worst_defender = new_lineup[0]\n",
    "\n",
    "display(Markdown(f\"Moving {worst_defender.name} to the Shadows\"))\n",
    "pandas.DataFrame(remove_player(pies, worst_defender))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Time to Shine\n",
    "**Promote the Best Hitter in your Team's Shadows to a random position in the Lineup.**\n",
    "\n",
    "See below for new player and the change in team stats."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Haruta Byrd to the Lineup"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                 Batting  Pitching  Baserunning  Defense\nHaruta Byrd          3.5       2.5          2.5      1.5\nEduardo Woodman      4.0       2.0          3.5      3.5\nBeasley Day          4.5       3.0          3.5      3.0\nHuber Frumple        4.5       1.5          4.0      3.0\nJ-x-n B-ck--y        6.5       3.5          4.5      3.5\nLang Richardson      3.0       0.5          3.5      3.5\nYusef Puddles        2.0       2.5          3.0      3.5\nUsurper Violet       3.0       3.0          1.5      3.5",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>3.5</td>\n      <td>2.5</td>\n      <td>2.5</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>Eduardo Woodman</th>\n      <td>4.0</td>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Beasley Day</th>\n      <td>4.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Huber Frumple</th>\n      <td>4.5</td>\n      <td>1.5</td>\n      <td>4.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>J-x-n B-ck--y</th>\n      <td>6.5</td>\n      <td>3.5</td>\n      <td>4.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Lang Richardson</th>\n      <td>3.0</td>\n      <td>0.5</td>\n      <td>3.5</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Yusef Puddles</th>\n      <td>2.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>Usurper Violet</th>\n      <td>3.0</td>\n      <td>3.0</td>\n      <td>1.5</td>\n      <td>3.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173ff3b7fd0>",
      "text/html": "<style  type=\"text/css\" >\n#T_a8a21_row0_col0{\n            background-color:  #96d268;\n            color:  #000000;\n        }#T_a8a21_row0_col1{\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_a8a21_row0_col2{\n            background-color:  #15904c;\n            color:  #000000;\n        }#T_a8a21_row0_col3,#T_a8a21_row2_col0{\n            background-color:  #3ca959;\n            color:  #000000;\n        }#T_a8a21_row0_col4{\n            background-color:  #dff293;\n            color:  #000000;\n        }#T_a8a21_row0_col5{\n            background-color:  #4bb05c;\n            color:  #000000;\n            background-color:  #ea5739;\n            color:  #000000;\n        }#T_a8a21_row0_col6{\n            background-color:  #eb5a3a;\n            color:  #000000;\n        }#T_a8a21_row0_col7,#T_a8a21_row1_col7,#T_a8a21_row7_col7{\n            background-color:  #d62f27;\n            color:  #f1f1f1;\n            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background-color:  #e5f49b;\n            color:  #000000;\n            background-color:  #feea9b;\n            color:  #000000;\n        }#T_a8a21_row7_col6{\n            background-color:  #fba35c;\n            color:  #000000;\n        }#T_a8a21_row7_col8{\n            background-color:  #fffbb8;\n            color:  #000000;\n        }</style><table id=\"T_a8a21_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_a8a21_level0_row0\" class=\"row_heading level0 row0\" >Haruta Byrd</th>\n                        <td id=\"T_a8a21_row0_col0\" class=\"data row0 col0\" >0.724391</td>\n                        <td id=\"T_a8a21_row0_col1\" class=\"data row0 col1\" >0.721433</td>\n                        <td id=\"T_a8a21_row0_col2\" class=\"data row0 col2\" >0.917077</td>\n                        <td id=\"T_a8a21_row0_col3\" class=\"data row0 col3\" >0.853010</td>\n                        <td id=\"T_a8a21_row0_col4\" class=\"data row0 col4\" >0.585921</td>\n                        <td id=\"T_a8a21_row0_col5\" class=\"data row0 col5\" >0.832203</td>\n                        <td id=\"T_a8a21_row0_col6\" class=\"data row0 col6\" >0.169263</td>\n                        <td id=\"T_a8a21_row0_col7\" class=\"data row0 col7\" >0.100000</td>\n                        <td id=\"T_a8a21_row0_col8\" class=\"data row0 col8\" >0.124161</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row1\" class=\"row_heading level0 row1\" >Eduardo Woodman</th>\n                        <td id=\"T_a8a21_row1_col0\" class=\"data row1 col0\" >0.833060</td>\n                        <td id=\"T_a8a21_row1_col1\" class=\"data row1 col1\" >1.019391</td>\n                        <td id=\"T_a8a21_row1_col2\" class=\"data row1 col2\" >0.846540</td>\n                        <td id=\"T_a8a21_row1_col3\" class=\"data row1 col3\" >0.650666</td>\n                        <td id=\"T_a8a21_row1_col4\" class=\"data row1 col4\" >0.575519</td>\n                        <td id=\"T_a8a21_row1_col5\" class=\"data row1 col5\" >0.595517</td>\n                        <td id=\"T_a8a21_row1_col6\" class=\"data row1 col6\" >0.574554</td>\n                        <td id=\"T_a8a21_row1_col7\" class=\"data row1 col7\" >0.100000</td>\n                        <td id=\"T_a8a21_row1_col8\" class=\"data row1 col8\" >0.705869</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row2\" class=\"row_heading level0 row2\" >Beasley Day</th>\n                        <td id=\"T_a8a21_row2_col0\" class=\"data row2 col0\" >0.854906</td>\n                        <td id=\"T_a8a21_row2_col1\" class=\"data row2 col1\" >1.045160</td>\n                        <td id=\"T_a8a21_row2_col2\" class=\"data row2 col2\" >0.904890</td>\n                        <td id=\"T_a8a21_row2_col3\" class=\"data row2 col3\" >0.372953</td>\n                        <td id=\"T_a8a21_row2_col4\" class=\"data row2 col4\" >0.547377</td>\n                        <td id=\"T_a8a21_row2_col5\" class=\"data row2 col5\" >0.211371</td>\n                        <td id=\"T_a8a21_row2_col6\" class=\"data row2 col6\" >0.733784</td>\n                        <td id=\"T_a8a21_row2_col7\" class=\"data row2 col7\" >0.001000</td>\n                        <td id=\"T_a8a21_row2_col8\" class=\"data row2 col8\" >1.009991</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row3\" class=\"row_heading level0 row3\" >Huber Frumple</th>\n                        <td id=\"T_a8a21_row3_col0\" class=\"data row3 col0\" >0.857449</td>\n                        <td id=\"T_a8a21_row3_col1\" class=\"data row3 col1\" >0.507458</td>\n                        <td id=\"T_a8a21_row3_col2\" class=\"data row3 col2\" >1.310733</td>\n                        <td id=\"T_a8a21_row3_col3\" class=\"data row3 col3\" >0.932690</td>\n                        <td id=\"T_a8a21_row3_col4\" class=\"data row3 col4\" >1.221501</td>\n                        <td id=\"T_a8a21_row3_col5\" class=\"data row3 col5\" >0.226988</td>\n                        <td id=\"T_a8a21_row3_col6\" class=\"data row3 col6\" >0.685091</td>\n                        <td id=\"T_a8a21_row3_col7\" class=\"data row3 col7\" >0.041371</td>\n                        <td id=\"T_a8a21_row3_col8\" class=\"data row3 col8\" >1.113159</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row4\" class=\"row_heading level0 row4\" >J-x-n B-ck--y</th>\n                        <td id=\"T_a8a21_row4_col0\" class=\"data row4 col0\" >1.318562</td>\n                        <td id=\"T_a8a21_row4_col1\" class=\"data row4 col1\" >1.567382</td>\n                        <td id=\"T_a8a21_row4_col2\" class=\"data row4 col2\" >1.042101</td>\n                        <td id=\"T_a8a21_row4_col3\" class=\"data row4 col3\" >1.746709</td>\n                        <td id=\"T_a8a21_row4_col4\" class=\"data row4 col4\" >1.930045</td>\n                        <td id=\"T_a8a21_row4_col5\" class=\"data row4 col5\" >0.001000</td>\n                        <td id=\"T_a8a21_row4_col6\" class=\"data row4 col6\" >1.986793</td>\n                        <td id=\"T_a8a21_row4_col7\" class=\"data row4 col7\" >0.001000</td>\n                        <td id=\"T_a8a21_row4_col8\" class=\"data row4 col8\" >1.393504</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row5\" class=\"row_heading level0 row5\" >Lang Richardson</th>\n                        <td id=\"T_a8a21_row5_col0\" class=\"data row5 col0\" >0.632443</td>\n                        <td id=\"T_a8a21_row5_col1\" class=\"data row5 col1\" >0.812722</td>\n                        <td id=\"T_a8a21_row5_col2\" class=\"data row5 col2\" >0.400621</td>\n                        <td id=\"T_a8a21_row5_col3\" class=\"data row5 col3\" >0.622843</td>\n                        <td id=\"T_a8a21_row5_col4\" class=\"data row5 col4\" >0.941821</td>\n                        <td id=\"T_a8a21_row5_col5\" class=\"data row5 col5\" >0.205246</td>\n                        <td id=\"T_a8a21_row5_col6\" class=\"data row5 col6\" >0.498400</td>\n                        <td id=\"T_a8a21_row5_col7\" class=\"data row5 col7\" >0.001000</td>\n                        <td id=\"T_a8a21_row5_col8\" class=\"data row5 col8\" >0.551015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row6\" class=\"row_heading level0 row6\" >Yusef Puddles</th>\n                        <td id=\"T_a8a21_row6_col0\" class=\"data row6 col0\" >0.429562</td>\n                        <td id=\"T_a8a21_row6_col1\" class=\"data row6 col1\" >1.033698</td>\n                        <td id=\"T_a8a21_row6_col2\" class=\"data row6 col2\" >0.184577</td>\n                        <td id=\"T_a8a21_row6_col3\" class=\"data row6 col3\" >0.675196</td>\n                        <td id=\"T_a8a21_row6_col4\" class=\"data row6 col4\" >0.151908</td>\n                        <td id=\"T_a8a21_row6_col5\" class=\"data row6 col5\" >0.630778</td>\n                        <td id=\"T_a8a21_row6_col6\" class=\"data row6 col6\" >0.110821</td>\n                        <td id=\"T_a8a21_row6_col7\" class=\"data row6 col7\" >0.057271</td>\n                        <td id=\"T_a8a21_row6_col8\" class=\"data row6 col8\" >1.010015</td>\n            </tr>\n            <tr>\n                        <th id=\"T_a8a21_level0_row7\" class=\"row_heading level0 row7\" >Usurper Violet</th>\n                        <td id=\"T_a8a21_row7_col0\" class=\"data row7 col0\" >0.579715</td>\n                        <td id=\"T_a8a21_row7_col1\" class=\"data row7 col1\" >0.894648</td>\n                        <td id=\"T_a8a21_row7_col2\" class=\"data row7 col2\" >0.293503</td>\n                        <td id=\"T_a8a21_row7_col3\" class=\"data row7 col3\" >1.022726</td>\n                        <td id=\"T_a8a21_row7_col4\" class=\"data row7 col4\" >0.869795</td>\n                        <td id=\"T_a8a21_row7_col5\" class=\"data row7 col5\" >0.569699</td>\n                        <td id=\"T_a8a21_row7_col6\" class=\"data row7 col6\" >0.283561</td>\n                        <td id=\"T_a8a21_row7_col7\" class=\"data row7 col7\" >0.100000</td>\n                        <td id=\"T_a8a21_row7_col8\" class=\"data row7 col8\" >0.487176</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      -0.7767%\npitching_change     +0.0000%\nbaserunning_change  -2.3474%\ndefense_change      -4.2528%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>-0.7767%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>-2.3474%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>-4.2528%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lineup = pies.bench + pies.bullpen\n",
    "new_lineup.sort(key=lambda x: x.batting_rating, reverse=True)\n",
    "best_shadows_batter = new_lineup[0]\n",
    "\n",
    "display(Markdown(f\"Moving {best_shadows_batter.name} to the Lineup\"))\n",
    "display(get_stars([best_shadows_batter] + pies.lineup))\n",
    "display(set_heatmap(get_batting_stlats([best_shadows_batter] + pies.lineup), maxVal=1))\n",
    "pandas.DataFrame(move_player(pies, best_shadows_batter, \"lineup\"))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Sweet Relief\n",
    "**Promote the Best Pitcher in your Team's Shadows to a random position in the Rotation.**\n",
    "\n",
    "See below for new player and the change in team stats."
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Moving Lucy Tokkan to the Rotation"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                  Batting  Pitching  Baserunning  Defense\nLucy Tokkan           2.0       3.5          1.0      3.0\nHenry Marshallow      3.5       4.0          2.5      4.5\nNerd Pacheco          4.5       4.0          4.5      3.0\nRuslan Greatness      5.0       4.0          5.0      5.0\nZack Sanders          3.0       2.5          4.0      4.5\nTiana Takahashi       1.0       3.0          2.5      3.0",
      "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>Batting</th>\n      <th>Pitching</th>\n      <th>Baserunning</th>\n      <th>Defense</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.0</td>\n      <td>3.5</td>\n      <td>1.0</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Henry Marshallow</th>\n      <td>3.5</td>\n      <td>4.0</td>\n      <td>2.5</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Nerd Pacheco</th>\n      <td>4.5</td>\n      <td>4.0</td>\n      <td>4.5</td>\n      <td>3.0</td>\n    </tr>\n    <tr>\n      <th>Ruslan Greatness</th>\n      <td>5.0</td>\n      <td>4.0</td>\n      <td>5.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>Zack Sanders</th>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>4.0</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>Tiana Takahashi</th>\n      <td>1.0</td>\n      <td>3.0</td>\n      <td>2.5</td>\n      <td>3.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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}#T_de406_row1_col2,#T_de406_row1_col3,#T_de406_row2_col1,#T_de406_row2_col2,#T_de406_row3_col3,#T_de406_row3_col4,#T_de406_row3_col6{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_de406_row1_col4{\n            background-color:  #54b45f;\n            color:  #000000;\n        }#T_de406_row1_col5{\n            background-color:  #60ba62;\n            color:  #000000;\n        }#T_de406_row1_col6{\n            background-color:  #2aa054;\n            color:  #000000;\n        }#T_de406_row2_col0{\n            background-color:  #48ae5c;\n            color:  #000000;\n        }#T_de406_row2_col3{\n            background-color:  #fa9b58;\n            color:  #000000;\n        }#T_de406_row2_col4{\n            background-color:  #d5ed88;\n            color:  #000000;\n        }#T_de406_row2_col5{\n            background-color:  #118848;\n            color:  #000000;\n        }#T_de406_row2_col6{\n            background-color:  #fffbb8;\n            color:  #000000;\n        }#T_de406_row3_col0{\n            background-color:  #57b65f;\n            color:  #000000;\n        }#T_de406_row3_col1{\n            background-color:  #78c565;\n            color:  #000000;\n        }#T_de406_row3_col2{\n            background-color:  #6ec064;\n            color:  #000000;\n        }#T_de406_row3_col5{\n            background-color:  #c9e881;\n            color:  #000000;\n        }#T_de406_row4_col0{\n            background-color:  #f4fab0;\n            color:  #000000;\n        }#T_de406_row4_col1{\n            background-color:  #fed27f;\n            color:  #000000;\n        }#T_de406_row4_col2{\n            background-color:  #08773f;\n            color:  #f1f1f1;\n        }#T_de406_row4_col3{\n            background-color:  #91d068;\n            color:  #000000;\n        }#T_de406_row4_col4,#T_de406_row4_col5{\n            background-color:  #f7fcb4;\n            color:  #000000;\n        }#T_de406_row4_col6{\n            background-color:  #b5df74;\n            color:  #000000;\n        }#T_de406_row5_col0{\n            background-color:  #cfeb85;\n            color:  #000000;\n        }#T_de406_row5_col1{\n            background-color:  #17934e;\n            color:  #000000;\n        }#T_de406_row5_col2{\n            background-color:  #097940;\n            color:  #f1f1f1;\n        }#T_de406_row5_col3{\n            background-color:  #9bd469;\n            color:  #000000;\n        }#T_de406_row5_col4{\n            background-color:  #b30d26;\n            color:  #f1f1f1;\n        }#T_de406_row5_col5{\n            background-color:  #daf08d;\n            color:  #000000;\n        }#T_de406_row5_col6{\n            background-color:  #0d8044;\n            color:  #f1f1f1;\n        }</style><table id=\"T_de406_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_de406_level0_row0\" class=\"row_heading level0 row0\" >Lucy Tokkan</th>\n                        <td id=\"T_de406_row0_col0\" class=\"data row0 col0\" >0.741748</td>\n                        <td id=\"T_de406_row0_col1\" class=\"data row0 col1\" >0.901966</td>\n                        <td id=\"T_de406_row0_col2\" class=\"data row0 col2\" >0.995562</td>\n                        <td id=\"T_de406_row0_col3\" class=\"data row0 col3\" >0.263758</td>\n                        <td id=\"T_de406_row0_col4\" class=\"data row0 col4\" >0.973020</td>\n                        <td id=\"T_de406_row0_col5\" class=\"data row0 col5\" >0.180980</td>\n                        <td id=\"T_de406_row0_col6\" class=\"data row0 col6\" >0.321805</td>\n            </tr>\n            <tr>\n                        <th id=\"T_de406_level0_row1\" class=\"row_heading level0 row1\" >Henry Marshallow</th>\n                        <td id=\"T_de406_row1_col0\" class=\"data row1 col0\" >0.768310</td>\n                        <td id=\"T_de406_row1_col1\" class=\"data row1 col1\" >0.491270</td>\n                        <td id=\"T_de406_row1_col2\" class=\"data row1 col2\" >1.171077</td>\n                        <td id=\"T_de406_row1_col3\" class=\"data row1 col3\" >1.428524</td>\n                        <td id=\"T_de406_row1_col4\" class=\"data row1 col4\" >0.822605</td>\n                        <td id=\"T_de406_row1_col5\" class=\"data row1 col5\" >0.808351</td>\n                        <td id=\"T_de406_row1_col6\" class=\"data row1 col6\" >0.876106</td>\n            </tr>\n            <tr>\n                        <th id=\"T_de406_level0_row2\" class=\"row_heading level0 row2\" >Nerd Pacheco</th>\n                        <td id=\"T_de406_row2_col0\" class=\"data row2 col0\" >0.836120</td>\n                        <td id=\"T_de406_row2_col1\" class=\"data row2 col1\" >1.087720</td>\n                        <td id=\"T_de406_row2_col2\" class=\"data row2 col2\" >1.066351</td>\n                        <td id=\"T_de406_row2_col3\" class=\"data row2 col3\" >0.272113</td>\n                        <td id=\"T_de406_row2_col4\" class=\"data row2 col4\" >0.608134</td>\n                        <td id=\"T_de406_row2_col5\" class=\"data row2 col5\" >0.932212</td>\n                        <td id=\"T_de406_row2_col6\" class=\"data row2 col6\" >0.484500</td>\n            </tr>\n            <tr>\n                        <th id=\"T_de406_level0_row3\" class=\"row_heading level0 row3\" >Ruslan Greatness</th>\n                        <td id=\"T_de406_row3_col0\" class=\"data row3 col0\" >0.819339</td>\n                        <td id=\"T_de406_row3_col1\" class=\"data row3 col1\" >0.770870</td>\n                        <td id=\"T_de406_row3_col2\" class=\"data row3 col2\" >0.786481</td>\n                        <td id=\"T_de406_row3_col3\" class=\"data row3 col3\" >1.269963</td>\n                        <td id=\"T_de406_row3_col4\" class=\"data row3 col4\" >1.026832</td>\n                        <td id=\"T_de406_row3_col5\" class=\"data row3 col5\" >0.629742</td>\n                        <td id=\"T_de406_row3_col6\" class=\"data row3 col6\" >1.420762</td>\n            </tr>\n            <tr>\n                        <th id=\"T_de406_level0_row4\" class=\"row_heading level0 row4\" >Zack Sanders</th>\n                        <td id=\"T_de406_row4_col0\" class=\"data row4 col0\" >0.529257</td>\n                        <td id=\"T_de406_row4_col1\" class=\"data row4 col1\" >0.371443</td>\n                        <td id=\"T_de406_row4_col2\" class=\"data row4 col2\" >0.968237</td>\n                        <td id=\"T_de406_row4_col3\" class=\"data row4 col3\" >0.733656</td>\n                        <td id=\"T_de406_row4_col4\" class=\"data row4 col4\" >0.519537</td>\n                        <td id=\"T_de406_row4_col5\" class=\"data row4 col5\" >0.522018</td>\n                        <td id=\"T_de406_row4_col6\" class=\"data row4 col6\" >0.671376</td>\n            </tr>\n            <tr>\n                        <th id=\"T_de406_level0_row5\" class=\"row_heading level0 row5\" >Tiana Takahashi</th>\n                        <td id=\"T_de406_row5_col0\" class=\"data row5 col0\" >0.618850</td>\n                        <td id=\"T_de406_row5_col1\" class=\"data row5 col1\" >0.910065</td>\n                        <td id=\"T_de406_row5_col2\" class=\"data row5 col2\" >0.961592</td>\n                        <td id=\"T_de406_row5_col3\" class=\"data row5 col3\" >0.716677</td>\n                        <td id=\"T_de406_row5_col4\" class=\"data row5 col4\" >0.028954</td>\n                        <td id=\"T_de406_row5_col5\" class=\"data row5 col5\" >0.596122</td>\n                        <td id=\"T_de406_row5_col6\" class=\"data row5 col6\" >0.945940</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                        Pies\nbatting_change      +0.0000%\npitching_change     +0.4562%\nbaserunning_change  +0.0000%\ndefense_change      +0.0000%",
      "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>Pies</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>batting_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>pitching_change</th>\n      <td>+0.4562%</td>\n    </tr>\n    <tr>\n      <th>baserunning_change</th>\n      <td>+0.0000%</td>\n    </tr>\n    <tr>\n      <th>defense_change</th>\n      <td>+0.0000%</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lineup.sort(key=lambda x: x.pitching_rating, reverse=True)\n",
    "best_shadows_pitcher = new_lineup[0]\n",
    "\n",
    "display(Markdown(f\"Moving {best_shadows_pitcher.name} to the Rotation\"))\n",
    "display(get_stars([best_shadows_pitcher] + pies.rotation))\n",
    "display(set_heatmap(get_pitching_stlats([best_shadows_pitcher] + pies.rotation), maxVal=1))\n",
    "pandas.DataFrame(move_player(pies, best_shadows_pitcher, \"rotation\"))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Shadow Practice\n",
    "**Your Team's Shadows will have their Defense/Baserunning/Pitching/Hitting Boosted from 1% to 12%.**\n",
    "\n",
    "These blessings increase the team-wide stats or our shadow players. See below for worst and best case rolls. This\n",
    "assumes that it will only boost the respective shadow positions, so batting will only affect the bench, etc.\n",
    "\n",
    "#### Shadow Batting Practice\n",
    "\n",
    "**Worst Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 1.520287005586103"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.10135246703907354"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_batting_stars  new_batting_stars  \\\nAdrian Melon                 2.353291           2.414010   \nAugust Obrien                3.408347           3.470699   \nMcfarland Vargas             1.383943           1.476773   \nTwofurious Puddles           2.635533           2.722015   \nMummy Cantburn               1.390958           1.477752   \nDoginic Burgertoes           2.079285           2.155693   \nCastillo Logan               1.858396           2.015704   \nBambi Perez                  1.669795           1.725173   \nJesús Rodriguez              1.632851           1.709011   \nJefferson Delacruz           2.978749           3.027951   \nCase Lancaster               0.183966           0.691557   \nHaruta Byrd                  3.621954           3.676363   \nJavier Lotus                 3.413107           3.465464   \nDoc Anice                    3.102966           3.153909   \nLucy Tokkan                  2.143097           2.194454   \n\n                    change_in_batting_stars  \nAdrian Melon                       0.060718  \nAugust Obrien                      0.062352  \nMcfarland Vargas                   0.092829  \nTwofurious Puddles                 0.086482  \nMummy Cantburn                     0.086794  \nDoginic Burgertoes                 0.076407  \nCastillo Logan                     0.157308  \nBambi Perez                        0.055379  \nJesús Rodriguez                    0.076160  \nJefferson Delacruz                 0.049202  \nCase Lancaster                     0.507591  \nHaruta Byrd                        0.054409  \nJavier Lotus                       0.052357  \nDoc Anice                          0.050943  \nLucy Tokkan                        0.051357  ",
      "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>old_batting_stars</th>\n      <th>new_batting_stars</th>\n      <th>change_in_batting_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>2.353291</td>\n      <td>2.414010</td>\n      <td>0.060718</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>3.408347</td>\n      <td>3.470699</td>\n      <td>0.062352</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>1.383943</td>\n      <td>1.476773</td>\n      <td>0.092829</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>2.635533</td>\n      <td>2.722015</td>\n      <td>0.086482</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>1.390958</td>\n      <td>1.477752</td>\n      <td>0.086794</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>2.079285</td>\n      <td>2.155693</td>\n      <td>0.076407</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>1.858396</td>\n      <td>2.015704</td>\n      <td>0.157308</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>1.669795</td>\n      <td>1.725173</td>\n      <td>0.055379</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>1.632851</td>\n      <td>1.709011</td>\n      <td>0.076160</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>2.978749</td>\n      <td>3.027951</td>\n      <td>0.049202</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>0.183966</td>\n      <td>0.691557</td>\n      <td>0.507591</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>3.621954</td>\n      <td>3.676363</td>\n      <td>0.054409</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.413107</td>\n      <td>3.465464</td>\n      <td>0.052357</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.102966</td>\n      <td>3.153909</td>\n      <td>0.050943</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.143097</td>\n      <td>2.194454</td>\n      <td>0.051357</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
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}#T_79f8b_row12_col5{\n            background-color:  #f26841;\n            color:  #000000;\n            background-color:  #60ba62;\n            color:  #000000;\n        }#T_79f8b_row12_col6{\n            background-color:  #1e9a51;\n            color:  #000000;\n        }#T_79f8b_row12_col8,#T_79f8b_row13_col8{\n            background-color:  #51b35e;\n            color:  #000000;\n        }#T_79f8b_row13_col2{\n            background-color:  #fee08b;\n            color:  #000000;\n        }#T_79f8b_row13_col3{\n            background-color:  #63bc62;\n            color:  #000000;\n        }#T_79f8b_row13_col5{\n            background-color:  #ea5739;\n            color:  #000000;\n            background-color:  #4bb05c;\n            color:  #000000;\n        }#T_79f8b_row13_col6,#T_79f8b_row14_col6{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_79f8b_row13_col7{\n            background-color:  #fdb768;\n            color:  #000000;\n           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col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_79f8b_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_79f8b_row0_col0\" class=\"data row0 col0\" >0.482802</td>\n                        <td id=\"T_79f8b_row0_col1\" class=\"data row0 col1\" >0.312171</td>\n                        <td id=\"T_79f8b_row0_col2\" class=\"data row0 col2\" >0.718122</td>\n                        <td id=\"T_79f8b_row0_col3\" class=\"data row0 col3\" >0.961649</td>\n                        <td id=\"T_79f8b_row0_col4\" class=\"data row0 col4\" >0.112259</td>\n                        <td id=\"T_79f8b_row0_col5\" class=\"data row0 col5\" >0.265678</td>\n                        <td id=\"T_79f8b_row0_col6\" class=\"data row0 col6\" >0.342170</td>\n                        <td id=\"T_79f8b_row0_col7\" class=\"data row0 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row0_col8\" class=\"data row0 col8\" >0.553764</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_79f8b_row1_col0\" class=\"data row1 col0\" >0.694140</td>\n                        <td id=\"T_79f8b_row1_col1\" class=\"data row1 col1\" >0.651217</td>\n                        <td id=\"T_79f8b_row1_col2\" class=\"data row1 col2\" >0.937569</td>\n                        <td id=\"T_79f8b_row1_col3\" class=\"data row1 col3\" >0.923891</td>\n                        <td id=\"T_79f8b_row1_col4\" class=\"data row1 col4\" >0.502708</td>\n                        <td id=\"T_79f8b_row1_col5\" class=\"data row1 col5\" >0.913854</td>\n                        <td id=\"T_79f8b_row1_col6\" class=\"data row1 col6\" >0.566849</td>\n                        <td id=\"T_79f8b_row1_col7\" class=\"data row1 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row1_col8\" class=\"data row1 col8\" >0.473958</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_79f8b_row2_col0\" class=\"data row2 col0\" >0.295355</td>\n                        <td id=\"T_79f8b_row2_col1\" class=\"data row2 col1\" >0.127084</td>\n                        <td id=\"T_79f8b_row2_col2\" class=\"data row2 col2\" >0.786150</td>\n                        <td id=\"T_79f8b_row2_col3\" class=\"data row2 col3\" >0.317714</td>\n                        <td id=\"T_79f8b_row2_col4\" class=\"data row2 col4\" >0.185366</td>\n                        <td id=\"T_79f8b_row2_col5\" class=\"data row2 col5\" >0.974279</td>\n                        <td id=\"T_79f8b_row2_col6\" class=\"data row2 col6\" >0.427832</td>\n                        <td id=\"T_79f8b_row2_col7\" class=\"data row2 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row2_col8\" class=\"data row2 col8\" >0.561343</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_79f8b_row3_col0\" class=\"data row3 col0\" >0.544403</td>\n                        <td id=\"T_79f8b_row3_col1\" class=\"data row3 col1\" >0.587625</td>\n                        <td id=\"T_79f8b_row3_col2\" class=\"data row3 col2\" >0.490623</td>\n                        <td id=\"T_79f8b_row3_col3\" class=\"data row3 col3\" >0.867061</td>\n                        <td id=\"T_79f8b_row3_col4\" class=\"data row3 col4\" >0.986273</td>\n                        <td id=\"T_79f8b_row3_col5\" class=\"data row3 col5\" >0.802102</td>\n                        <td id=\"T_79f8b_row3_col6\" class=\"data row3 col6\" >0.019182</td>\n                        <td id=\"T_79f8b_row3_col7\" class=\"data row3 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row3_col8\" class=\"data row3 col8\" >0.484513</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_79f8b_row4_col0\" class=\"data row4 col0\" >0.295550</td>\n                        <td id=\"T_79f8b_row4_col1\" class=\"data row4 col1\" >0.105592</td>\n                        <td id=\"T_79f8b_row4_col2\" class=\"data row4 col2\" >0.586609</td>\n                        <td id=\"T_79f8b_row4_col3\" class=\"data row4 col3\" >0.957265</td>\n                        <td id=\"T_79f8b_row4_col4\" class=\"data row4 col4\" >0.535890</td>\n                        <td id=\"T_79f8b_row4_col5\" class=\"data row4 col5\" >0.906564</td>\n                        <td id=\"T_79f8b_row4_col6\" class=\"data row4 col6\" >0.022553</td>\n                        <td id=\"T_79f8b_row4_col7\" class=\"data row4 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row4_col8\" class=\"data row4 col8\" >0.937160</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_79f8b_row5_col0\" class=\"data row5 col0\" >0.431139</td>\n                        <td id=\"T_79f8b_row5_col1\" class=\"data row5 col1\" >0.186724</td>\n                        <td id=\"T_79f8b_row5_col2\" class=\"data row5 col2\" >0.994426</td>\n                        <td id=\"T_79f8b_row5_col3\" class=\"data row5 col3\" >0.115629</td>\n                        <td id=\"T_79f8b_row5_col4\" class=\"data row5 col4\" >0.944521</td>\n                        <td id=\"T_79f8b_row5_col5\" class=\"data row5 col5\" >0.202919</td>\n                        <td id=\"T_79f8b_row5_col6\" class=\"data row5 col6\" >0.048098</td>\n                        <td id=\"T_79f8b_row5_col7\" class=\"data row5 col7\" >0.751237</td>\n                        <td id=\"T_79f8b_row5_col8\" class=\"data row5 col8\" >0.314905</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_79f8b_row6_col0\" class=\"data row6 col0\" >0.403141</td>\n                        <td id=\"T_79f8b_row6_col1\" class=\"data row6 col1\" >0.308816</td>\n                        <td id=\"T_79f8b_row6_col2\" class=\"data row6 col2\" >0.638983</td>\n                        <td id=\"T_79f8b_row6_col3\" class=\"data row6 col3\" >0.743602</td>\n                        <td id=\"T_79f8b_row6_col4\" class=\"data row6 col4\" >0.017738</td>\n                        <td id=\"T_79f8b_row6_col5\" class=\"data row6 col5\" >0.171603</td>\n                        <td id=\"T_79f8b_row6_col6\" class=\"data row6 col6\" >0.760237</td>\n                        <td id=\"T_79f8b_row6_col7\" class=\"data row6 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row6_col8\" class=\"data row6 col8\" >0.231515</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_79f8b_row7_col0\" class=\"data row7 col0\" >0.345035</td>\n                        <td id=\"T_79f8b_row7_col1\" class=\"data row7 col1\" >0.377477</td>\n                        <td id=\"T_79f8b_row7_col2\" class=\"data row7 col2\" >0.196563</td>\n                        <td id=\"T_79f8b_row7_col3\" class=\"data row7 col3\" >0.315203</td>\n                        <td id=\"T_79f8b_row7_col4\" class=\"data row7 col4\" >0.830779</td>\n                        <td id=\"T_79f8b_row7_col5\" class=\"data row7 col5\" >0.577977</td>\n                        <td id=\"T_79f8b_row7_col6\" class=\"data row7 col6\" >0.631869</td>\n                        <td id=\"T_79f8b_row7_col7\" class=\"data row7 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row7_col8\" class=\"data row7 col8\" >0.534711</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_79f8b_row8_col0\" class=\"data row8 col0\" >0.341802</td>\n                        <td id=\"T_79f8b_row8_col1\" class=\"data row8 col1\" >0.800560</td>\n                        <td id=\"T_79f8b_row8_col2\" class=\"data row8 col2\" >0.131650</td>\n                        <td id=\"T_79f8b_row8_col3\" class=\"data row8 col3\" >0.078072</td>\n                        <td id=\"T_79f8b_row8_col4\" class=\"data row8 col4\" >0.326138</td>\n                        <td id=\"T_79f8b_row8_col5\" class=\"data row8 col5\" >0.085867</td>\n                        <td id=\"T_79f8b_row8_col6\" class=\"data row8 col6\" >0.767939</td>\n                        <td id=\"T_79f8b_row8_col7\" class=\"data row8 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row8_col8\" class=\"data row8 col8\" >0.922989</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_79f8b_row9_col0\" class=\"data row9 col0\" >0.605590</td>\n                        <td id=\"T_79f8b_row9_col1\" class=\"data row9 col1\" >0.489940</td>\n                        <td id=\"T_79f8b_row9_col2\" class=\"data row9 col2\" >0.653757</td>\n                        <td id=\"T_79f8b_row9_col3\" class=\"data row9 col3\" >0.913986</td>\n                        <td id=\"T_79f8b_row9_col4\" class=\"data row9 col4\" >0.547770</td>\n                        <td id=\"T_79f8b_row9_col5\" class=\"data row9 col5\" >0.493675</td>\n                        <td id=\"T_79f8b_row9_col6\" class=\"data row9 col6\" >0.444424</td>\n                        <td id=\"T_79f8b_row9_col7\" class=\"data row9 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row9_col8\" class=\"data row9 col8\" >0.681689</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_79f8b_row10_col0\" class=\"data row10 col0\" >0.138311</td>\n                        <td id=\"T_79f8b_row10_col1\" class=\"data row10 col1\" >0.751388</td>\n                        <td id=\"T_79f8b_row10_col2\" class=\"data row10 col2\" >0.010246</td>\n                        <td id=\"T_79f8b_row10_col3\" class=\"data row10 col3\" >0.083538</td>\n                        <td id=\"T_79f8b_row10_col4\" class=\"data row10 col4\" >0.660109</td>\n                        <td id=\"T_79f8b_row10_col5\" class=\"data row10 col5\" >0.100336</td>\n                        <td id=\"T_79f8b_row10_col6\" class=\"data row10 col6\" >0.076786</td>\n                        <td id=\"T_79f8b_row10_col7\" class=\"data row10 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row10_col8\" class=\"data row10 col8\" >0.260802</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_79f8b_row11_col0\" class=\"data row11 col0\" >0.735273</td>\n                        <td id=\"T_79f8b_row11_col1\" class=\"data row11 col1\" >0.731433</td>\n                        <td id=\"T_79f8b_row11_col2\" class=\"data row11 col2\" >0.927077</td>\n                        <td id=\"T_79f8b_row11_col3\" class=\"data row11 col3\" >0.863010</td>\n                        <td id=\"T_79f8b_row11_col4\" class=\"data row11 col4\" >0.595921</td>\n                        <td id=\"T_79f8b_row11_col5\" class=\"data row11 col5\" >0.822203</td>\n                        <td id=\"T_79f8b_row11_col6\" class=\"data row11 col6\" >0.179263</td>\n                        <td id=\"T_79f8b_row11_col7\" class=\"data row11 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row11_col8\" class=\"data row11 col8\" >0.134161</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_79f8b_row12_col0\" class=\"data row12 col0\" >0.693093</td>\n                        <td id=\"T_79f8b_row12_col1\" class=\"data row12 col1\" >0.948964</td>\n                        <td id=\"T_79f8b_row12_col2\" class=\"data row12 col2\" >0.396700</td>\n                        <td id=\"T_79f8b_row12_col3\" class=\"data row12 col3\" >0.911328</td>\n                        <td id=\"T_79f8b_row12_col4\" class=\"data row12 col4\" >0.952211</td>\n                        <td id=\"T_79f8b_row12_col5\" class=\"data row12 col5\" >0.195027</td>\n                        <td id=\"T_79f8b_row12_col6\" class=\"data row12 col6\" >0.894526</td>\n                        <td id=\"T_79f8b_row12_col7\" class=\"data row12 col7\" >0.090000</td>\n                        <td id=\"T_79f8b_row12_col8\" class=\"data row12 col8\" >0.825592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_79f8b_row13_col0\" class=\"data row13 col0\" >0.630782</td>\n                        <td id=\"T_79f8b_row13_col1\" class=\"data row13 col1\" >0.769195</td>\n                        <td id=\"T_79f8b_row13_col2\" class=\"data row13 col2\" >0.402327</td>\n                        <td id=\"T_79f8b_row13_col3\" class=\"data row13 col3\" >0.802557</td>\n                        <td id=\"T_79f8b_row13_col4\" class=\"data row13 col4\" >0.743223</td>\n                        <td id=\"T_79f8b_row13_col5\" class=\"data row13 col5\" >0.164657</td>\n                        <td id=\"T_79f8b_row13_col6\" class=\"data row13 col6\" >1.068193</td>\n                        <td id=\"T_79f8b_row13_col7\" class=\"data row13 col7\" >0.319574</td>\n                        <td id=\"T_79f8b_row13_col8\" class=\"data row13 col8\" >0.827492</td>\n            </tr>\n            <tr>\n                        <th id=\"T_79f8b_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_79f8b_row14_col0\" class=\"data row14 col0\" >0.438891</td>\n                        <td id=\"T_79f8b_row14_col1\" class=\"data row14 col1\" >0.377052</td>\n                        <td id=\"T_79f8b_row14_col2\" class=\"data row14 col2\" >0.383345</td>\n                        <td id=\"T_79f8b_row14_col3\" class=\"data row14 col3\" >0.650232</td>\n                        <td id=\"T_79f8b_row14_col4\" class=\"data row14 col4\" >0.636838</td>\n                        <td id=\"T_79f8b_row14_col5\" class=\"data row14 col5\" >0.777549</td>\n                        <td id=\"T_79f8b_row14_col6\" class=\"data row14 col6\" >1.008386</td>\n                        <td id=\"T_79f8b_row14_col7\" class=\"data row14 col7\" >0.418789</td>\n                        <td id=\"T_79f8b_row14_col8\" class=\"data row14 col8\" >0.232461</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_batting_table(pies, 0.01, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_batting_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_batting_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_batting_stlats(improve_team_batting(pies, 0.01, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Best Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 11.678628813092521"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.778575254206168"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_batting_stars  new_batting_stars  \\\nAdrian Melon                 2.353291           3.033053   \nAugust Obrien                3.408347           4.082129   \nMcfarland Vargas             1.383943           2.225020   \nTwofurious Puddles           2.635533           3.354184   \nMummy Cantburn               1.390958           2.220729   \nDoginic Burgertoes           2.079285           2.884257   \nCastillo Logan               1.858396           2.804982   \nBambi Perez                  1.669795           2.311275   \nJesús Rodriguez              1.632851           2.432187   \nJefferson Delacruz           2.978749           3.562815   \nCase Lancaster               0.183966           1.894428   \nHaruta Byrd                  3.621954           4.247786   \nJavier Lotus                 3.413107           4.027733   \nDoc Anice                    3.102966           3.704870   \nLucy Tokkan                  2.143097           2.749421   \n\n                    change_in_batting_stars  \nAdrian Melon                       0.679762  \nAugust Obrien                      0.673782  \nMcfarland Vargas                   0.841077  \nTwofurious Puddles                 0.718652  \nMummy Cantburn                     0.829771  \nDoginic Burgertoes                 0.804971  \nCastillo Logan                     0.946585  \nBambi Perez                        0.641480  \nJesús Rodriguez                    0.799335  \nJefferson Delacruz                 0.584066  \nCase Lancaster                     1.710462  \nHaruta Byrd                        0.625832  \nJavier Lotus                       0.614625  \nDoc Anice                          0.601904  \nLucy Tokkan                        0.606324  ",
      "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>old_batting_stars</th>\n      <th>new_batting_stars</th>\n      <th>change_in_batting_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>2.353291</td>\n      <td>3.033053</td>\n      <td>0.679762</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>3.408347</td>\n      <td>4.082129</td>\n      <td>0.673782</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>1.383943</td>\n      <td>2.225020</td>\n      <td>0.841077</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>2.635533</td>\n      <td>3.354184</td>\n      <td>0.718652</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>1.390958</td>\n      <td>2.220729</td>\n      <td>0.829771</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>2.079285</td>\n      <td>2.884257</td>\n      <td>0.804971</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>1.858396</td>\n      <td>2.804982</td>\n      <td>0.946585</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>1.669795</td>\n      <td>2.311275</td>\n      <td>0.641480</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>1.632851</td>\n      <td>2.432187</td>\n      <td>0.799335</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>2.978749</td>\n      <td>3.562815</td>\n      <td>0.584066</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>0.183966</td>\n      <td>1.894428</td>\n      <td>1.710462</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>3.621954</td>\n      <td>4.247786</td>\n      <td>0.625832</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.413107</td>\n      <td>4.027733</td>\n      <td>0.614625</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.102966</td>\n      <td>3.704870</td>\n      <td>0.601904</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.143097</td>\n      <td>2.749421</td>\n      <td>0.606324</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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color:  #f1f1f1;\n        }#T_45f57_row11_col4{\n            background-color:  #a2d76a;\n            color:  #000000;\n        }#T_45f57_row11_col5{\n            background-color:  #9dd569;\n            color:  #000000;\n            background-color:  #fca55d;\n            color:  #000000;\n        }#T_45f57_row11_col6{\n            background-color:  #fca85e;\n            color:  #000000;\n        }#T_45f57_row11_col8{\n            background-color:  #f88950;\n            color:  #000000;\n        }#T_45f57_row12_col0{\n            background-color:  #60ba62;\n            color:  #000000;\n        }#T_45f57_row12_col2{\n            background-color:  #fdfebc;\n            color:  #000000;\n        }#T_45f57_row12_col5{\n            background-color:  #ce2827;\n            color:  #f1f1f1;\n            background-color:  #15904c;\n            color:  #000000;\n        }#T_45f57_row12_col8,#T_45f57_row13_col8{\n            background-color:  #108647;\n            color:  #000000;\n        }#T_45f57_row13_col1{\n            background-color:  #279f53;\n            color:  #000000;\n        }#T_45f57_row13_col2{\n            background-color:  #fafdb8;\n            color:  #000000;\n        }#T_45f57_row13_col5{\n            background-color:  #be1827;\n            color:  #f1f1f1;\n            background-color:  #0d8044;\n            color:  #f1f1f1;\n        }#T_45f57_row13_col7{\n            background-color:  #f57245;\n            color:  #000000;\n            background-color:  #6bbf64;\n            color:  #000000;\n        }#T_45f57_row14_col0{\n            background-color:  #ecf7a6;\n            color:  #000000;\n        }#T_45f57_row14_col2{\n            background-color:  #fffdbc;\n            color:  #000000;\n        }#T_45f57_row14_col5{\n            background-color:  #b7e075;\n            color:  #000000;\n            background-color:  #fdbf6f;\n            color:  #000000;\n        }#T_45f57_row14_col7{\n            background-color:  #fdb365;\n            color:  #000000;\n            background-color:  #abdb6d;\n            color:  #000000;\n        }</style><table id=\"T_45f57_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Batting Rating</th>        <th class=\"col_heading level0 col1\" >Thwackability</th>        <th class=\"col_heading level0 col2\" >Divinity</th>        <th class=\"col_heading level0 col3\" >Musclitude</th>        <th class=\"col_heading level0 col4\" >Moxie</th>        <th class=\"col_heading level0 col5\" >Patheticism</th>        <th class=\"col_heading level0 col6\" >Martyrdom</th>        <th class=\"col_heading level0 col7\" >Tragicness</th>        <th class=\"col_heading level0 col8\" >Buoyancy</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_45f57_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_45f57_row0_col0\" class=\"data row0 col0\" >0.606611</td>\n                        <td id=\"T_45f57_row0_col1\" class=\"data row0 col1\" >0.422171</td>\n                        <td id=\"T_45f57_row0_col2\" class=\"data row0 col2\" >0.828122</td>\n                        <td id=\"T_45f57_row0_col3\" class=\"data row0 col3\" >1.071649</td>\n                        <td id=\"T_45f57_row0_col4\" class=\"data row0 col4\" >0.222259</td>\n                        <td id=\"T_45f57_row0_col5\" class=\"data row0 col5\" >0.155678</td>\n                        <td id=\"T_45f57_row0_col6\" class=\"data row0 col6\" >0.452170</td>\n                        <td id=\"T_45f57_row0_col7\" class=\"data row0 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row0_col8\" class=\"data row0 col8\" >0.663764</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_45f57_row1_col0\" class=\"data row1 col0\" >0.816426</td>\n                        <td id=\"T_45f57_row1_col1\" class=\"data row1 col1\" >0.761217</td>\n                        <td id=\"T_45f57_row1_col2\" class=\"data row1 col2\" >1.047569</td>\n                        <td id=\"T_45f57_row1_col3\" class=\"data row1 col3\" >1.033891</td>\n                        <td id=\"T_45f57_row1_col4\" class=\"data row1 col4\" >0.612708</td>\n                        <td id=\"T_45f57_row1_col5\" class=\"data row1 col5\" >0.803854</td>\n                        <td id=\"T_45f57_row1_col6\" class=\"data row1 col6\" >0.676849</td>\n                        <td id=\"T_45f57_row1_col7\" class=\"data row1 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row1_col8\" class=\"data row1 col8\" >0.583958</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_45f57_row2_col0\" class=\"data row2 col0\" >0.445004</td>\n                        <td id=\"T_45f57_row2_col1\" class=\"data row2 col1\" >0.237084</td>\n                        <td id=\"T_45f57_row2_col2\" class=\"data row2 col2\" >0.896150</td>\n                        <td id=\"T_45f57_row2_col3\" class=\"data row2 col3\" >0.427714</td>\n                        <td id=\"T_45f57_row2_col4\" class=\"data row2 col4\" >0.295366</td>\n                        <td id=\"T_45f57_row2_col5\" class=\"data row2 col5\" >0.864279</td>\n                        <td id=\"T_45f57_row2_col6\" class=\"data row2 col6\" >0.537832</td>\n                        <td id=\"T_45f57_row2_col7\" class=\"data row2 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row2_col8\" class=\"data row2 col8\" >0.671343</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_45f57_row3_col0\" class=\"data row3 col0\" >0.670837</td>\n                        <td id=\"T_45f57_row3_col1\" class=\"data row3 col1\" >0.697625</td>\n                        <td id=\"T_45f57_row3_col2\" class=\"data row3 col2\" >0.600623</td>\n                        <td id=\"T_45f57_row3_col3\" class=\"data row3 col3\" >0.977061</td>\n                        <td id=\"T_45f57_row3_col4\" class=\"data row3 col4\" >1.096273</td>\n                        <td id=\"T_45f57_row3_col5\" class=\"data row3 col5\" >0.692102</td>\n                        <td id=\"T_45f57_row3_col6\" class=\"data row3 col6\" >0.129182</td>\n                        <td id=\"T_45f57_row3_col7\" class=\"data row3 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row3_col8\" class=\"data row3 col8\" >0.594513</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_45f57_row4_col0\" class=\"data row4 col0\" >0.444146</td>\n                        <td id=\"T_45f57_row4_col1\" class=\"data row4 col1\" >0.215592</td>\n                        <td id=\"T_45f57_row4_col2\" class=\"data row4 col2\" >0.696609</td>\n                        <td id=\"T_45f57_row4_col3\" class=\"data row4 col3\" >1.067265</td>\n                        <td id=\"T_45f57_row4_col4\" class=\"data row4 col4\" >0.645890</td>\n                        <td id=\"T_45f57_row4_col5\" class=\"data row4 col5\" >0.796564</td>\n                        <td id=\"T_45f57_row4_col6\" class=\"data row4 col6\" >0.132553</td>\n                        <td id=\"T_45f57_row4_col7\" class=\"data row4 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row4_col8\" class=\"data row4 col8\" >1.047160</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_45f57_row5_col0\" class=\"data row5 col0\" >0.576851</td>\n                        <td id=\"T_45f57_row5_col1\" class=\"data row5 col1\" >0.296724</td>\n                        <td id=\"T_45f57_row5_col2\" class=\"data row5 col2\" >1.104426</td>\n                        <td id=\"T_45f57_row5_col3\" class=\"data row5 col3\" >0.225629</td>\n                        <td id=\"T_45f57_row5_col4\" class=\"data row5 col4\" >1.054521</td>\n                        <td id=\"T_45f57_row5_col5\" class=\"data row5 col5\" >0.092919</td>\n                        <td id=\"T_45f57_row5_col6\" class=\"data row5 col6\" >0.158098</td>\n                        <td id=\"T_45f57_row5_col7\" class=\"data row5 col7\" >0.641237</td>\n                        <td id=\"T_45f57_row5_col8\" class=\"data row5 col8\" >0.424905</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_45f57_row6_col0\" class=\"data row6 col0\" >0.560996</td>\n                        <td id=\"T_45f57_row6_col1\" class=\"data row6 col1\" >0.418816</td>\n                        <td id=\"T_45f57_row6_col2\" class=\"data row6 col2\" >0.748983</td>\n                        <td id=\"T_45f57_row6_col3\" class=\"data row6 col3\" >0.853602</td>\n                        <td id=\"T_45f57_row6_col4\" class=\"data row6 col4\" >0.127738</td>\n                        <td id=\"T_45f57_row6_col5\" class=\"data row6 col5\" >0.061603</td>\n                        <td id=\"T_45f57_row6_col6\" class=\"data row6 col6\" >0.870237</td>\n                        <td id=\"T_45f57_row6_col7\" class=\"data row6 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row6_col8\" class=\"data row6 col8\" >0.341515</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_45f57_row7_col0\" class=\"data row7 col0\" >0.462255</td>\n                        <td id=\"T_45f57_row7_col1\" class=\"data row7 col1\" >0.487477</td>\n                        <td id=\"T_45f57_row7_col2\" class=\"data row7 col2\" >0.306563</td>\n                        <td id=\"T_45f57_row7_col3\" class=\"data row7 col3\" >0.425203</td>\n                        <td id=\"T_45f57_row7_col4\" class=\"data row7 col4\" >0.940779</td>\n                        <td id=\"T_45f57_row7_col5\" class=\"data row7 col5\" >0.467977</td>\n                        <td id=\"T_45f57_row7_col6\" class=\"data row7 col6\" >0.741869</td>\n                        <td id=\"T_45f57_row7_col7\" class=\"data row7 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row7_col8\" class=\"data row7 col8\" >0.644711</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_45f57_row8_col0\" class=\"data row8 col0\" >0.486437</td>\n                        <td id=\"T_45f57_row8_col1\" class=\"data row8 col1\" >0.910560</td>\n                        <td id=\"T_45f57_row8_col2\" class=\"data row8 col2\" >0.241650</td>\n                        <td id=\"T_45f57_row8_col3\" class=\"data row8 col3\" >0.188072</td>\n                        <td id=\"T_45f57_row8_col4\" class=\"data row8 col4\" >0.436138</td>\n                        <td id=\"T_45f57_row8_col5\" class=\"data row8 col5\" >0.010000</td>\n                        <td id=\"T_45f57_row8_col6\" class=\"data row8 col6\" >0.877939</td>\n                        <td id=\"T_45f57_row8_col7\" class=\"data row8 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row8_col8\" class=\"data row8 col8\" >1.032989</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_45f57_row9_col0\" class=\"data row9 col0\" >0.712563</td>\n                        <td id=\"T_45f57_row9_col1\" class=\"data row9 col1\" >0.599940</td>\n                        <td id=\"T_45f57_row9_col2\" class=\"data row9 col2\" >0.763757</td>\n                        <td id=\"T_45f57_row9_col3\" class=\"data row9 col3\" >1.023986</td>\n                        <td id=\"T_45f57_row9_col4\" class=\"data row9 col4\" >0.657770</td>\n                        <td id=\"T_45f57_row9_col5\" class=\"data row9 col5\" >0.383675</td>\n                        <td id=\"T_45f57_row9_col6\" class=\"data row9 col6\" >0.554424</td>\n                        <td id=\"T_45f57_row9_col7\" class=\"data row9 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row9_col8\" class=\"data row9 col8\" >0.791689</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_45f57_row10_col0\" class=\"data row10 col0\" >0.378886</td>\n                        <td id=\"T_45f57_row10_col1\" class=\"data row10 col1\" >0.861388</td>\n                        <td id=\"T_45f57_row10_col2\" class=\"data row10 col2\" >0.120246</td>\n                        <td id=\"T_45f57_row10_col3\" class=\"data row10 col3\" >0.193538</td>\n                        <td id=\"T_45f57_row10_col4\" class=\"data row10 col4\" >0.770109</td>\n                        <td id=\"T_45f57_row10_col5\" class=\"data row10 col5\" >0.010000</td>\n                        <td id=\"T_45f57_row10_col6\" class=\"data row10 col6\" >0.186786</td>\n                        <td id=\"T_45f57_row10_col7\" class=\"data row10 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row10_col8\" class=\"data row10 col8\" >0.370802</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_45f57_row11_col0\" class=\"data row11 col0\" >0.849557</td>\n                        <td id=\"T_45f57_row11_col1\" class=\"data row11 col1\" >0.841433</td>\n                        <td id=\"T_45f57_row11_col2\" class=\"data row11 col2\" >1.037077</td>\n                        <td id=\"T_45f57_row11_col3\" class=\"data row11 col3\" >0.973010</td>\n                        <td id=\"T_45f57_row11_col4\" class=\"data row11 col4\" >0.705921</td>\n                        <td id=\"T_45f57_row11_col5\" class=\"data row11 col5\" >0.712203</td>\n                        <td id=\"T_45f57_row11_col6\" class=\"data row11 col6\" >0.289263</td>\n                        <td id=\"T_45f57_row11_col7\" class=\"data row11 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row11_col8\" class=\"data row11 col8\" >0.244161</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_45f57_row12_col0\" class=\"data row12 col0\" >0.805547</td>\n                        <td id=\"T_45f57_row12_col1\" class=\"data row12 col1\" >1.058964</td>\n                        <td id=\"T_45f57_row12_col2\" class=\"data row12 col2\" >0.506700</td>\n                        <td id=\"T_45f57_row12_col3\" class=\"data row12 col3\" >1.021328</td>\n                        <td id=\"T_45f57_row12_col4\" class=\"data row12 col4\" >1.062211</td>\n                        <td id=\"T_45f57_row12_col5\" class=\"data row12 col5\" >0.085027</td>\n                        <td id=\"T_45f57_row12_col6\" class=\"data row12 col6\" >1.004526</td>\n                        <td id=\"T_45f57_row12_col7\" class=\"data row12 col7\" >0.010000</td>\n                        <td id=\"T_45f57_row12_col8\" class=\"data row12 col8\" >0.935592</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_45f57_row13_col0\" class=\"data row13 col0\" >0.740974</td>\n                        <td id=\"T_45f57_row13_col1\" class=\"data row13 col1\" >0.879195</td>\n                        <td id=\"T_45f57_row13_col2\" class=\"data row13 col2\" >0.512327</td>\n                        <td id=\"T_45f57_row13_col3\" class=\"data row13 col3\" >0.912557</td>\n                        <td id=\"T_45f57_row13_col4\" class=\"data row13 col4\" >0.853223</td>\n                        <td id=\"T_45f57_row13_col5\" class=\"data row13 col5\" >0.054657</td>\n                        <td id=\"T_45f57_row13_col6\" class=\"data row13 col6\" >1.178193</td>\n                        <td id=\"T_45f57_row13_col7\" class=\"data row13 col7\" >0.209574</td>\n                        <td id=\"T_45f57_row13_col8\" class=\"data row13 col8\" >0.937492</td>\n            </tr>\n            <tr>\n                        <th id=\"T_45f57_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_45f57_row14_col0\" class=\"data row14 col0\" >0.549884</td>\n                        <td id=\"T_45f57_row14_col1\" class=\"data row14 col1\" >0.487052</td>\n                        <td id=\"T_45f57_row14_col2\" class=\"data row14 col2\" >0.493345</td>\n                        <td id=\"T_45f57_row14_col3\" class=\"data row14 col3\" >0.760232</td>\n                        <td id=\"T_45f57_row14_col4\" class=\"data row14 col4\" >0.746838</td>\n                        <td id=\"T_45f57_row14_col5\" class=\"data row14 col5\" >0.667549</td>\n                        <td id=\"T_45f57_row14_col6\" class=\"data row14 col6\" >1.118386</td>\n                        <td id=\"T_45f57_row14_col7\" class=\"data row14 col7\" >0.308789</td>\n                        <td id=\"T_45f57_row14_col8\" class=\"data row14 col8\" >0.342461</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_batting_table(pies, 0.12, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_batting_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_batting_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_batting_stlats(improve_team_batting(pies, 0.12, shadows=True)), maxVal=1))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Shadow Pitching Practice\n",
    "\n",
    "**Worst Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 1.0038674024771708"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.06692449349847805"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_pitching_stars  new_pitching_stars  \\\nAdrian Melon                  0.939306            1.036347   \nAugust Obrien                 1.045544            1.098600   \nMcfarland Vargas              1.501794            1.561408   \nTwofurious Puddles            3.474609            3.530843   \nMummy Cantburn                2.326166            2.381851   \nDoginic Burgertoes            1.808231            1.866578   \nCastillo Logan                3.022344            3.093824   \nBambi Perez                   0.340030            0.431085   \nJesús Rodriguez               1.281753            1.337202   \nJefferson Delacruz            0.583451            0.684939   \nCase Lancaster                3.291826            3.357347   \nHaruta Byrd                   2.728771            2.789924   \nJavier Lotus                  0.765838            0.818349   \nDoc Anice                     3.671394            3.731306   \nLucy Tokkan                   3.708740            3.774062   \n\n                    change_in_pitching_stars  \nAdrian Melon                        0.097041  \nAugust Obrien                       0.053056  \nMcfarland Vargas                    0.059615  \nTwofurious Puddles                  0.056234  \nMummy Cantburn                      0.055685  \nDoginic Burgertoes                  0.058347  \nCastillo Logan                      0.071480  \nBambi Perez                         0.091055  \nJesús Rodriguez                     0.055449  \nJefferson Delacruz                  0.101488  \nCase Lancaster                      0.065521  \nHaruta Byrd                         0.061153  \nJavier Lotus                        0.052510  \nDoc Anice                           0.059912  \nLucy Tokkan                         0.065322  ",
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}#T_e2a85_row13_col4{\n            background-color:  #c3e67d;\n            color:  #000000;\n        }#T_e2a85_row13_col5{\n            background-color:  #75c465;\n            color:  #000000;\n        }#T_e2a85_row13_col6{\n            background-color:  #fdb567;\n            color:  #000000;\n        }#T_e2a85_row14_col1{\n            background-color:  #16914d;\n            color:  #000000;\n        }#T_e2a85_row14_col3{\n            background-color:  #fb9d59;\n            color:  #000000;\n        }#T_e2a85_row14_col5{\n            background-color:  #f16640;\n            color:  #000000;\n        }#T_e2a85_row14_col6{\n            background-color:  #fdbd6d;\n            color:  #000000;\n        }</style><table id=\"T_e2a85_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_e2a85_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_e2a85_row0_col0\" class=\"data row0 col0\" >0.207269</td>\n                        <td id=\"T_e2a85_row0_col1\" class=\"data row0 col1\" >0.202291</td>\n                        <td id=\"T_e2a85_row0_col2\" class=\"data row0 col2\" >0.966712</td>\n                        <td id=\"T_e2a85_row0_col3\" class=\"data row0 col3\" >0.031132</td>\n                        <td id=\"T_e2a85_row0_col4\" class=\"data row0 col4\" >0.102483</td>\n                        <td id=\"T_e2a85_row0_col5\" class=\"data row0 col5\" >0.596090</td>\n                        <td id=\"T_e2a85_row0_col6\" class=\"data row0 col6\" >0.739182</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_e2a85_row1_col0\" class=\"data row1 col0\" >0.219720</td>\n                        <td id=\"T_e2a85_row1_col1\" class=\"data row1 col1\" >0.246723</td>\n                        <td id=\"T_e2a85_row1_col2\" class=\"data row1 col2\" >0.271477</td>\n                        <td id=\"T_e2a85_row1_col3\" class=\"data row1 col3\" >0.897830</td>\n                        <td id=\"T_e2a85_row1_col4\" class=\"data row1 col4\" >0.107743</td>\n                        <td id=\"T_e2a85_row1_col5\" class=\"data row1 col5\" >0.110188</td>\n                        <td id=\"T_e2a85_row1_col6\" class=\"data row1 col6\" >0.332708</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_e2a85_row2_col0\" class=\"data row2 col0\" >0.312282</td>\n                        <td id=\"T_e2a85_row2_col1\" class=\"data row2 col1\" >0.197950</td>\n                        <td id=\"T_e2a85_row2_col2\" class=\"data row2 col2\" >0.852297</td>\n                        <td id=\"T_e2a85_row2_col3\" class=\"data row2 col3\" >0.296164</td>\n                        <td id=\"T_e2a85_row2_col4\" class=\"data row2 col4\" >0.358503</td>\n                        <td id=\"T_e2a85_row2_col5\" class=\"data row2 col5\" >0.820603</td>\n                        <td id=\"T_e2a85_row2_col6\" class=\"data row2 col6\" >0.359185</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_e2a85_row3_col0\" class=\"data row3 col0\" >0.706169</td>\n                        <td id=\"T_e2a85_row3_col1\" class=\"data row3 col1\" >0.821110</td>\n                        <td id=\"T_e2a85_row3_col2\" class=\"data row3 col2\" >0.660034</td>\n                        <td id=\"T_e2a85_row3_col3\" class=\"data row3 col3\" >0.817712</td>\n                        <td id=\"T_e2a85_row3_col4\" class=\"data row3 col4\" >0.728615</td>\n                        <td id=\"T_e2a85_row3_col5\" class=\"data row3 col5\" >0.426240</td>\n                        <td id=\"T_e2a85_row3_col6\" class=\"data row3 col6\" >0.735894</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_e2a85_row4_col0\" class=\"data row4 col0\" >0.476370</td>\n                        <td id=\"T_e2a85_row4_col1\" class=\"data row4 col1\" >0.633505</td>\n                        <td id=\"T_e2a85_row4_col2\" class=\"data row4 col2\" >0.602185</td>\n                        <td id=\"T_e2a85_row4_col3\" class=\"data row4 col3\" >0.249305</td>\n                        <td id=\"T_e2a85_row4_col4\" class=\"data row4 col4\" >0.447026</td>\n                        <td id=\"T_e2a85_row4_col5\" class=\"data row4 col5\" >0.422072</td>\n                        <td id=\"T_e2a85_row4_col6\" class=\"data row4 col6\" >0.982225</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_e2a85_row5_col0\" class=\"data row5 col0\" >0.373316</td>\n                        <td id=\"T_e2a85_row5_col1\" class=\"data row5 col1\" >0.599539</td>\n                        <td id=\"T_e2a85_row5_col2\" class=\"data row5 col2\" >0.224470</td>\n                        <td id=\"T_e2a85_row5_col3\" class=\"data row5 col3\" >0.923112</td>\n                        <td id=\"T_e2a85_row5_col4\" class=\"data row5 col4\" >0.321613</td>\n                        <td id=\"T_e2a85_row5_col5\" class=\"data row5 col5\" >0.771430</td>\n                        <td id=\"T_e2a85_row5_col6\" class=\"data row5 col6\" >0.030448</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_e2a85_row6_col0\" class=\"data row6 col0\" >0.618765</td>\n                        <td id=\"T_e2a85_row6_col1\" class=\"data row6 col1\" >0.972056</td>\n                        <td id=\"T_e2a85_row6_col2\" class=\"data row6 col2\" >0.689044</td>\n                        <td id=\"T_e2a85_row6_col3\" class=\"data row6 col3\" >0.176984</td>\n                        <td id=\"T_e2a85_row6_col4\" class=\"data row6 col4\" >1.004242</td>\n                        <td id=\"T_e2a85_row6_col5\" class=\"data row6 col5\" >0.100067</td>\n                        <td id=\"T_e2a85_row6_col6\" class=\"data row6 col6\" >0.240832</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_e2a85_row7_col0\" class=\"data row7 col0\" >0.086217</td>\n                        <td id=\"T_e2a85_row7_col1\" class=\"data row7 col1\" >0.028422</td>\n                        <td id=\"T_e2a85_row7_col2\" class=\"data row7 col2\" >0.488632</td>\n                        <td id=\"T_e2a85_row7_col3\" class=\"data row7 col3\" >0.284202</td>\n                        <td id=\"T_e2a85_row7_col4\" class=\"data row7 col4\" >0.161506</td>\n                        <td id=\"T_e2a85_row7_col5\" class=\"data row7 col5\" >0.592147</td>\n                        <td id=\"T_e2a85_row7_col6\" class=\"data row7 col6\" >0.120881</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_e2a85_row8_col0\" class=\"data row8 col0\" >0.267440</td>\n                        <td id=\"T_e2a85_row8_col1\" class=\"data row8 col1\" >0.201237</td>\n                        <td id=\"T_e2a85_row8_col2\" class=\"data row8 col2\" >0.689646</td>\n                        <td id=\"T_e2a85_row8_col3\" class=\"data row8 col3\" >0.294989</td>\n                        <td id=\"T_e2a85_row8_col4\" class=\"data row8 col4\" >0.196662</td>\n                        <td id=\"T_e2a85_row8_col5\" class=\"data row8 col5\" >0.401038</td>\n                        <td id=\"T_e2a85_row8_col6\" class=\"data row8 col6\" >0.818921</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_e2a85_row9_col0\" class=\"data row9 col0\" >0.136988</td>\n                        <td id=\"T_e2a85_row9_col1\" class=\"data row9 col1\" >0.215741</td>\n                        <td id=\"T_e2a85_row9_col2\" class=\"data row9 col2\" >0.195705</td>\n                        <td id=\"T_e2a85_row9_col3\" class=\"data row9 col3\" >0.396775</td>\n                        <td id=\"T_e2a85_row9_col4\" class=\"data row9 col4\" >0.014881</td>\n                        <td id=\"T_e2a85_row9_col5\" class=\"data row9 col5\" >0.693663</td>\n                        <td id=\"T_e2a85_row9_col6\" class=\"data row9 col6\" >0.107056</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_e2a85_row10_col0\" class=\"data row10 col0\" >0.671469</td>\n                        <td id=\"T_e2a85_row10_col1\" class=\"data row10 col1\" >0.877044</td>\n                        <td id=\"T_e2a85_row10_col2\" class=\"data row10 col2\" >0.839197</td>\n                        <td id=\"T_e2a85_row10_col3\" class=\"data row10 col3\" >0.200119</td>\n                        <td id=\"T_e2a85_row10_col4\" class=\"data row10 col4\" >0.835333</td>\n                        <td id=\"T_e2a85_row10_col5\" class=\"data row10 col5\" >0.878251</td>\n                        <td id=\"T_e2a85_row10_col6\" class=\"data row10 col6\" >0.092117</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_e2a85_row11_col0\" class=\"data row11 col0\" >0.557985</td>\n                        <td id=\"T_e2a85_row11_col1\" class=\"data row11 col1\" >0.756009</td>\n                        <td id=\"T_e2a85_row11_col2\" class=\"data row11 col2\" >0.694712</td>\n                        <td id=\"T_e2a85_row11_col3\" class=\"data row11 col3\" >0.199109</td>\n                        <td id=\"T_e2a85_row11_col4\" class=\"data row11 col4\" >0.612043</td>\n                        <td id=\"T_e2a85_row11_col5\" class=\"data row11 col5\" >0.765252</td>\n                        <td id=\"T_e2a85_row11_col6\" class=\"data row11 col6\" >0.370515</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_e2a85_row12_col0\" class=\"data row12 col0\" >0.163670</td>\n                        <td id=\"T_e2a85_row12_col1\" class=\"data row12 col1\" >0.117195</td>\n                        <td id=\"T_e2a85_row12_col2\" class=\"data row12 col2\" >0.280303</td>\n                        <td id=\"T_e2a85_row12_col3\" class=\"data row12 col3\" >0.280723</td>\n                        <td id=\"T_e2a85_row12_col4\" class=\"data row12 col4\" >0.808413</td>\n                        <td id=\"T_e2a85_row12_col5\" class=\"data row12 col5\" >0.499265</td>\n                        <td id=\"T_e2a85_row12_col6\" class=\"data row12 col6\" >0.631886</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_e2a85_row13_col0\" class=\"data row13 col0\" >0.746261</td>\n                        <td id=\"T_e2a85_row13_col1\" class=\"data row13 col1\" >1.086739</td>\n                        <td id=\"T_e2a85_row13_col2\" class=\"data row13 col2\" >0.497964</td>\n                        <td id=\"T_e2a85_row13_col3\" class=\"data row13 col3\" >0.969145</td>\n                        <td id=\"T_e2a85_row13_col4\" class=\"data row13 col4\" >0.642001</td>\n                        <td id=\"T_e2a85_row13_col5\" class=\"data row13 col5\" >0.775347</td>\n                        <td id=\"T_e2a85_row13_col6\" class=\"data row13 col6\" >0.315586</td>\n            </tr>\n            <tr>\n                        <th id=\"T_e2a85_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_e2a85_row14_col0\" class=\"data row14 col0\" >0.754812</td>\n                        <td id=\"T_e2a85_row14_col1\" class=\"data row14 col1\" >0.911966</td>\n                        <td id=\"T_e2a85_row14_col2\" class=\"data row14 col2\" >1.005562</td>\n                        <td id=\"T_e2a85_row14_col3\" class=\"data row14 col3\" >0.273758</td>\n                        <td id=\"T_e2a85_row14_col4\" class=\"data row14 col4\" >0.983020</td>\n                        <td id=\"T_e2a85_row14_col5\" class=\"data row14 col5\" >0.190980</td>\n                        <td id=\"T_e2a85_row14_col6\" class=\"data row14 col6\" >0.331805</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_pitching_table(pies, 0.01, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_pitching_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_pitching_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_pitching_stlats(improve_team_pitching(pies, 0.01, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Best Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 10.871284219192514"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.724752281279501"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_pitching_stars  new_pitching_stars  \\\nAdrian Melon                  0.939306            1.821742   \nAugust Obrien                 1.045544            1.681108   \nMcfarland Vargas              1.501794            2.208662   \nTwofurious Puddles            3.474609            4.156968   \nMummy Cantburn                2.326166            2.997129   \nDoginic Burgertoes            1.808231            2.503008   \nCastillo Logan                3.022344            3.833175   \nBambi Perez                   0.340030            1.146391   \nJesús Rodriguez               1.281753            1.946115   \nJefferson Delacruz            0.583451            1.295765   \nCase Lancaster                3.291826            4.057331   \nHaruta Byrd                   2.728771            3.450752   \nJavier Lotus                  0.765838            1.391343   \nDoc Anice                     3.671394            4.393214   \nLucy Tokkan                   3.708740            4.478378   \n\n                    change_in_pitching_stars  \nAdrian Melon                        0.882437  \nAugust Obrien                       0.635563  \nMcfarland Vargas                    0.706868  \nTwofurious Puddles                  0.682358  \nMummy Cantburn                      0.670962  \nDoginic Burgertoes                  0.694777  \nCastillo Logan                      0.810831  \nBambi Perez                         0.806361  \nJesús Rodriguez                     0.664362  \nJefferson Delacruz                  0.712314  \nCase Lancaster                      0.765505  \nHaruta Byrd                         0.721981  \nJavier Lotus                        0.625504  \nDoc Anice                           0.721820  \nLucy Tokkan                         0.769638  ",
      "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>old_pitching_stars</th>\n      <th>new_pitching_stars</th>\n      <th>change_in_pitching_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>0.939306</td>\n      <td>1.821742</td>\n      <td>0.882437</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>1.045544</td>\n      <td>1.681108</td>\n      <td>0.635563</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>1.501794</td>\n      <td>2.208662</td>\n      <td>0.706868</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>3.474609</td>\n      <td>4.156968</td>\n      <td>0.682358</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>2.326166</td>\n      <td>2.997129</td>\n      <td>0.670962</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>1.808231</td>\n      <td>2.503008</td>\n      <td>0.694777</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>3.022344</td>\n      <td>3.833175</td>\n      <td>0.810831</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>0.340030</td>\n      <td>1.146391</td>\n      <td>0.806361</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>1.281753</td>\n      <td>1.946115</td>\n      <td>0.664362</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>0.583451</td>\n      <td>1.295765</td>\n      <td>0.712314</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>3.291826</td>\n      <td>4.057331</td>\n      <td>0.765505</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>2.728771</td>\n      <td>3.450752</td>\n      <td>0.721981</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>0.765838</td>\n      <td>1.391343</td>\n      <td>0.625504</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.671394</td>\n      <td>4.393214</td>\n      <td>0.721820</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>3.708740</td>\n      <td>4.478378</td>\n      <td>0.769638</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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#fffab6;\n            color:  #000000;\n        }#T_465a4_row12_col0{\n            background-color:  #fba05b;\n            color:  #000000;\n        }#T_465a4_row12_col4{\n            background-color:  #148e4b;\n            color:  #000000;\n        }#T_465a4_row12_col5,#T_465a4_row13_col2{\n            background-color:  #d5ed88;\n            color:  #000000;\n        }#T_465a4_row12_col6{\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_465a4_row13_col4{\n            background-color:  #84ca66;\n            color:  #000000;\n        }#T_465a4_row13_col5{\n            background-color:  #249d53;\n            color:  #000000;\n        }#T_465a4_row13_col6{\n            background-color:  #fee797;\n            color:  #000000;\n        }#T_465a4_row14_col0{\n            background-color:  #1b9950;\n            color:  #000000;\n        }#T_465a4_row14_col3{\n            background-color:  #fed884;\n            color:  #000000;\n        }#T_465a4_row14_col5{\n            background-color:  #fdaf62;\n            color:  #000000;\n        }</style><table id=\"T_465a4_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Pitching Rating</th>        <th class=\"col_heading level0 col1\" >Unthwackability</th>        <th class=\"col_heading level0 col2\" >Ruthlessness</th>        <th class=\"col_heading level0 col3\" >Overpowerment</th>        <th class=\"col_heading level0 col4\" >Shakespearianism</th>        <th class=\"col_heading level0 col5\" >Coldness</th>        <th class=\"col_heading level0 col6\" >Suppression</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_465a4_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_465a4_row0_col0\" class=\"data row0 col0\" >0.364348</td>\n                        <td id=\"T_465a4_row0_col1\" class=\"data row0 col1\" >0.312291</td>\n                        <td id=\"T_465a4_row0_col2\" class=\"data row0 col2\" >1.076712</td>\n                        <td id=\"T_465a4_row0_col3\" class=\"data row0 col3\" >0.141132</td>\n                        <td id=\"T_465a4_row0_col4\" class=\"data row0 col4\" >0.212483</td>\n                        <td id=\"T_465a4_row0_col5\" class=\"data row0 col5\" >0.706090</td>\n                        <td id=\"T_465a4_row0_col6\" class=\"data row0 col6\" >0.849182</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_465a4_row1_col0\" class=\"data row1 col0\" >0.336222</td>\n                        <td id=\"T_465a4_row1_col1\" class=\"data row1 col1\" >0.356723</td>\n                        <td id=\"T_465a4_row1_col2\" class=\"data row1 col2\" >0.381477</td>\n                        <td id=\"T_465a4_row1_col3\" class=\"data row1 col3\" >1.007830</td>\n                        <td id=\"T_465a4_row1_col4\" class=\"data row1 col4\" >0.217743</td>\n                        <td id=\"T_465a4_row1_col5\" class=\"data row1 col5\" >0.220188</td>\n                        <td id=\"T_465a4_row1_col6\" class=\"data row1 col6\" >0.442708</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_465a4_row2_col0\" class=\"data row2 col0\" >0.441732</td>\n                        <td id=\"T_465a4_row2_col1\" class=\"data row2 col1\" >0.307950</td>\n                        <td id=\"T_465a4_row2_col2\" class=\"data row2 col2\" >0.962297</td>\n                        <td id=\"T_465a4_row2_col3\" class=\"data row2 col3\" >0.406164</td>\n                        <td id=\"T_465a4_row2_col4\" class=\"data row2 col4\" >0.468503</td>\n                        <td id=\"T_465a4_row2_col5\" class=\"data row2 col5\" >0.930603</td>\n                        <td id=\"T_465a4_row2_col6\" class=\"data row2 col6\" >0.469185</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_465a4_row3_col0\" class=\"data row3 col0\" >0.831394</td>\n                        <td id=\"T_465a4_row3_col1\" class=\"data row3 col1\" >0.931110</td>\n                        <td id=\"T_465a4_row3_col2\" class=\"data row3 col2\" >0.770034</td>\n                        <td id=\"T_465a4_row3_col3\" class=\"data row3 col3\" >0.927712</td>\n                        <td id=\"T_465a4_row3_col4\" class=\"data row3 col4\" >0.838615</td>\n                        <td id=\"T_465a4_row3_col5\" class=\"data row3 col5\" >0.536240</td>\n                        <td id=\"T_465a4_row3_col6\" class=\"data row3 col6\" >0.845894</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_465a4_row4_col0\" class=\"data row4 col0\" >0.599426</td>\n                        <td id=\"T_465a4_row4_col1\" class=\"data row4 col1\" >0.743505</td>\n                        <td id=\"T_465a4_row4_col2\" class=\"data row4 col2\" >0.712185</td>\n                        <td id=\"T_465a4_row4_col3\" class=\"data row4 col3\" >0.359305</td>\n                        <td id=\"T_465a4_row4_col4\" class=\"data row4 col4\" >0.557026</td>\n                        <td id=\"T_465a4_row4_col5\" class=\"data row4 col5\" >0.532072</td>\n                        <td id=\"T_465a4_row4_col6\" class=\"data row4 col6\" >1.092225</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_465a4_row5_col0\" class=\"data row5 col0\" >0.500602</td>\n                        <td id=\"T_465a4_row5_col1\" class=\"data row5 col1\" >0.709539</td>\n                        <td id=\"T_465a4_row5_col2\" class=\"data row5 col2\" >0.334470</td>\n                        <td id=\"T_465a4_row5_col3\" class=\"data row5 col3\" >1.033112</td>\n                        <td id=\"T_465a4_row5_col4\" class=\"data row5 col4\" >0.431613</td>\n                        <td id=\"T_465a4_row5_col5\" class=\"data row5 col5\" >0.881430</td>\n                        <td id=\"T_465a4_row5_col6\" class=\"data row5 col6\" >0.140448</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_465a4_row6_col0\" class=\"data row6 col0\" >0.766635</td>\n                        <td id=\"T_465a4_row6_col1\" class=\"data row6 col1\" >1.082056</td>\n                        <td id=\"T_465a4_row6_col2\" class=\"data row6 col2\" >0.799044</td>\n                        <td id=\"T_465a4_row6_col3\" class=\"data row6 col3\" >0.286984</td>\n                        <td id=\"T_465a4_row6_col4\" class=\"data row6 col4\" >1.114242</td>\n                        <td id=\"T_465a4_row6_col5\" class=\"data row6 col5\" >0.210067</td>\n                        <td id=\"T_465a4_row6_col6\" class=\"data row6 col6\" >0.350832</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_465a4_row7_col0\" class=\"data row7 col0\" >0.229278</td>\n                        <td id=\"T_465a4_row7_col1\" class=\"data row7 col1\" >0.138422</td>\n                        <td id=\"T_465a4_row7_col2\" class=\"data row7 col2\" >0.598632</td>\n                        <td id=\"T_465a4_row7_col3\" class=\"data row7 col3\" >0.394202</td>\n                        <td id=\"T_465a4_row7_col4\" class=\"data row7 col4\" >0.271506</td>\n                        <td id=\"T_465a4_row7_col5\" class=\"data row7 col5\" >0.702147</td>\n                        <td id=\"T_465a4_row7_col6\" class=\"data row7 col6\" >0.230881</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_465a4_row8_col0\" class=\"data row8 col0\" >0.389223</td>\n                        <td id=\"T_465a4_row8_col1\" class=\"data row8 col1\" >0.311237</td>\n                        <td id=\"T_465a4_row8_col2\" class=\"data row8 col2\" >0.799646</td>\n                        <td id=\"T_465a4_row8_col3\" class=\"data row8 col3\" >0.404989</td>\n                        <td id=\"T_465a4_row8_col4\" class=\"data row8 col4\" >0.306662</td>\n                        <td id=\"T_465a4_row8_col5\" class=\"data row8 col5\" >0.511038</td>\n                        <td id=\"T_465a4_row8_col6\" class=\"data row8 col6\" >0.928921</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_465a4_row9_col0\" class=\"data row9 col0\" >0.259153</td>\n                        <td id=\"T_465a4_row9_col1\" class=\"data row9 col1\" >0.325741</td>\n                        <td id=\"T_465a4_row9_col2\" class=\"data row9 col2\" >0.305705</td>\n                        <td id=\"T_465a4_row9_col3\" class=\"data row9 col3\" >0.506775</td>\n                        <td id=\"T_465a4_row9_col4\" class=\"data row9 col4\" >0.124881</td>\n                        <td id=\"T_465a4_row9_col5\" class=\"data row9 col5\" >0.803663</td>\n                        <td id=\"T_465a4_row9_col6\" class=\"data row9 col6\" >0.217056</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_465a4_row10_col0\" class=\"data row10 col0\" >0.811466</td>\n                        <td id=\"T_465a4_row10_col1\" class=\"data row10 col1\" >0.987044</td>\n                        <td id=\"T_465a4_row10_col2\" class=\"data row10 col2\" >0.949197</td>\n                        <td id=\"T_465a4_row10_col3\" class=\"data row10 col3\" >0.310119</td>\n                        <td id=\"T_465a4_row10_col4\" class=\"data row10 col4\" >0.945333</td>\n                        <td id=\"T_465a4_row10_col5\" class=\"data row10 col5\" >0.988251</td>\n                        <td id=\"T_465a4_row10_col6\" class=\"data row10 col6\" >0.202117</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_465a4_row11_col0\" class=\"data row11 col0\" >0.690150</td>\n                        <td id=\"T_465a4_row11_col1\" class=\"data row11 col1\" >0.866009</td>\n                        <td id=\"T_465a4_row11_col2\" class=\"data row11 col2\" >0.804712</td>\n                        <td id=\"T_465a4_row11_col3\" class=\"data row11 col3\" >0.309109</td>\n                        <td id=\"T_465a4_row11_col4\" class=\"data row11 col4\" >0.722043</td>\n                        <td id=\"T_465a4_row11_col5\" class=\"data row11 col5\" >0.875252</td>\n                        <td id=\"T_465a4_row11_col6\" class=\"data row11 col6\" >0.480515</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_465a4_row12_col0\" class=\"data row12 col0\" >0.278269</td>\n                        <td id=\"T_465a4_row12_col1\" class=\"data row12 col1\" >0.227195</td>\n                        <td id=\"T_465a4_row12_col2\" class=\"data row12 col2\" >0.390303</td>\n                        <td id=\"T_465a4_row12_col3\" class=\"data row12 col3\" >0.390723</td>\n                        <td id=\"T_465a4_row12_col4\" class=\"data row12 col4\" >0.918413</td>\n                        <td id=\"T_465a4_row12_col5\" class=\"data row12 col5\" >0.609265</td>\n                        <td id=\"T_465a4_row12_col6\" class=\"data row12 col6\" >0.741886</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_465a4_row13_col0\" class=\"data row13 col0\" >0.878643</td>\n                        <td id=\"T_465a4_row13_col1\" class=\"data row13 col1\" >1.196739</td>\n                        <td id=\"T_465a4_row13_col2\" class=\"data row13 col2\" >0.607964</td>\n                        <td id=\"T_465a4_row13_col3\" class=\"data row13 col3\" >1.079145</td>\n                        <td id=\"T_465a4_row13_col4\" class=\"data row13 col4\" >0.752001</td>\n                        <td id=\"T_465a4_row13_col5\" class=\"data row13 col5\" >0.885347</td>\n                        <td id=\"T_465a4_row13_col6\" class=\"data row13 col6\" >0.425586</td>\n            </tr>\n            <tr>\n                        <th id=\"T_465a4_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_465a4_row14_col0\" class=\"data row14 col0\" >0.895676</td>\n                        <td id=\"T_465a4_row14_col1\" class=\"data row14 col1\" >1.021966</td>\n                        <td id=\"T_465a4_row14_col2\" class=\"data row14 col2\" >1.115562</td>\n                        <td id=\"T_465a4_row14_col3\" class=\"data row14 col3\" >0.383758</td>\n                        <td id=\"T_465a4_row14_col4\" class=\"data row14 col4\" >1.093020</td>\n                        <td id=\"T_465a4_row14_col5\" class=\"data row14 col5\" >0.300980</td>\n                        <td id=\"T_465a4_row14_col6\" class=\"data row14 col6\" >0.441805</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_pitching_table(pies, 0.12, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_pitching_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_pitching_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_pitching_stlats(improve_team_pitching(pies, 0.12, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Shadow Running Practice\n",
    "\n",
    "**Worst Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 0.8993982232389754"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.05995988154926503"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_baserunning_stars  new_baserunning_stars  \\\nAdrian Melon                     3.116697               3.171746   \nAugust Obrien                    3.318856               3.378726   \nMcfarland Vargas                 3.783245               3.831944   \nTwofurious Puddles               1.817993               1.877135   \nMummy Cantburn                   2.021513               2.083616   \nDoginic Burgertoes               1.779564               1.872660   \nCastillo Logan                   2.497486               2.546972   \nBambi Perez                      2.296481               2.349287   \nJesús Rodriguez                  2.318777               2.374093   \nJefferson Delacruz               3.539071               3.585937   \nCase Lancaster                   2.215962               2.274265   \nHaruta Byrd                      2.445376               2.512592   \nJavier Lotus                     3.306631               3.354555   \nDoc Anice                        3.229280               3.300491   \nLucy Tokkan                      1.141141               1.213452   \n\n                    change_in_baserunning_stars  \nAdrian Melon                           0.055049  \nAugust Obrien                          0.059870  \nMcfarland Vargas                       0.048700  \nTwofurious Puddles                     0.059142  \nMummy Cantburn                         0.062102  \nDoginic Burgertoes                     0.093096  \nCastillo Logan                         0.049486  \nBambi Perez                            0.052806  \nJesús Rodriguez                        0.055316  \nJefferson Delacruz                     0.046866  \nCase Lancaster                         0.058303  \nHaruta Byrd                            0.067216  \nJavier Lotus                           0.047924  \nDoc Anice                              0.071211  \nLucy Tokkan                            0.072311  ",
      "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>old_baserunning_stars</th>\n      <th>new_baserunning_stars</th>\n      <th>change_in_baserunning_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>3.116697</td>\n      <td>3.171746</td>\n      <td>0.055049</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>3.318856</td>\n      <td>3.378726</td>\n      <td>0.059870</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>3.783245</td>\n      <td>3.831944</td>\n      <td>0.048700</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>1.817993</td>\n      <td>1.877135</td>\n      <td>0.059142</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>2.021513</td>\n      <td>2.083616</td>\n      <td>0.062102</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>1.779564</td>\n      <td>1.872660</td>\n      <td>0.093096</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>2.497486</td>\n      <td>2.546972</td>\n      <td>0.049486</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>2.296481</td>\n      <td>2.349287</td>\n      <td>0.052806</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>2.318777</td>\n      <td>2.374093</td>\n      <td>0.055316</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>3.539071</td>\n      <td>3.585937</td>\n      <td>0.046866</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>2.215962</td>\n      <td>2.274265</td>\n      <td>0.058303</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>2.445376</td>\n      <td>2.512592</td>\n      <td>0.067216</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.306631</td>\n      <td>3.354555</td>\n      <td>0.047924</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>3.229280</td>\n      <td>3.300491</td>\n      <td>0.071211</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>1.141141</td>\n      <td>1.213452</td>\n      <td>0.072311</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<pandas.io.formats.style.Styler at 0x173ff182760>",
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       color:  #f1f1f1;\n        }#T_c2ff3_row11_col0{\n            background-color:  #feffbe;\n            color:  #000000;\n        }#T_c2ff3_row11_col1{\n            background-color:  #fdfebc;\n            color:  #000000;\n        }#T_c2ff3_row11_col4{\n            background-color:  #ce2827;\n            color:  #f1f1f1;\n        }#T_c2ff3_row11_col5{\n            background-color:  #afdd70;\n            color:  #000000;\n        }#T_c2ff3_row12_col0{\n            background-color:  #b5df74;\n            color:  #000000;\n        }#T_c2ff3_row12_col2{\n            background-color:  #0e8245;\n            color:  #f1f1f1;\n        }#T_c2ff3_row12_col4{\n            background-color:  #fffab6;\n            color:  #000000;\n        }#T_c2ff3_row13_col0{\n            background-color:  #bbe278;\n            color:  #000000;\n        }#T_c2ff3_row13_col1{\n            background-color:  #006837;\n            color:  #f1f1f1;\n        }#T_c2ff3_row13_col2{\n            background-color:  #ec5c3b;\n            color:  #000000;\n        }#T_c2ff3_row13_col3{\n            background-color:  #a9da6c;\n            color:  #000000;\n        }#T_c2ff3_row13_col5{\n            background-color:  #dd3d2d;\n            color:  #f1f1f1;\n        }#T_c2ff3_row14_col0{\n            background-color:  #f88950;\n            color:  #000000;\n        }#T_c2ff3_row14_col1{\n            background-color:  #d62f27;\n            color:  #f1f1f1;\n        }#T_c2ff3_row14_col2{\n            background-color:  #2aa054;\n            color:  #000000;\n        }#T_c2ff3_row14_col3{\n            background-color:  #d3ec87;\n            color:  #000000;\n        }#T_c2ff3_row14_col5{\n            background-color:  #fcaa5f;\n            color:  #000000;\n        }</style><table id=\"T_c2ff3_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Baserunning Rating</th>        <th class=\"col_heading level0 col1\" >Laserlikeness</th>        <th class=\"col_heading level0 col2\" >Continuation</th>        <th class=\"col_heading level0 col3\" >Base Thirst</th>        <th class=\"col_heading level0 col4\" >Indulgence</th>        <th class=\"col_heading level0 col5\" >Ground Friction</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_c2ff3_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_c2ff3_row0_col0\" class=\"data row0 col0\" >0.634349</td>\n                        <td id=\"T_c2ff3_row0_col1\" class=\"data row0 col1\" >0.850831</td>\n                        <td id=\"T_c2ff3_row0_col2\" class=\"data row0 col2\" >0.594640</td>\n                        <td id=\"T_c2ff3_row0_col3\" class=\"data row0 col3\" >0.495051</td>\n                        <td id=\"T_c2ff3_row0_col4\" class=\"data row0 col4\" >0.186399</td>\n                        <td id=\"T_c2ff3_row0_col5\" class=\"data row0 col5\" >0.431241</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_c2ff3_row1_col0\" class=\"data row1 col0\" >0.675745</td>\n                        <td id=\"T_c2ff3_row1_col1\" class=\"data row1 col1\" >0.976470</td>\n                        <td id=\"T_c2ff3_row1_col2\" class=\"data row1 col2\" >0.150389</td>\n                        <td id=\"T_c2ff3_row1_col3\" class=\"data row1 col3\" >0.711812</td>\n                        <td id=\"T_c2ff3_row1_col4\" class=\"data row1 col4\" >0.491149</td>\n                        <td id=\"T_c2ff3_row1_col5\" class=\"data row1 col5\" >0.425344</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_c2ff3_row2_col0\" class=\"data row2 col0\" >0.766389</td>\n                        <td id=\"T_c2ff3_row2_col1\" class=\"data row2 col1\" >0.932765</td>\n                        <td id=\"T_c2ff3_row2_col2\" class=\"data row2 col2\" >0.567085</td>\n                        <td id=\"T_c2ff3_row2_col3\" class=\"data row2 col3\" >0.822168</td>\n                        <td id=\"T_c2ff3_row2_col4\" class=\"data row2 col4\" >0.492377</td>\n                        <td id=\"T_c2ff3_row2_col5\" class=\"data row2 col5\" >0.431246</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_c2ff3_row3_col0\" class=\"data row3 col0\" >0.375427</td>\n                        <td id=\"T_c2ff3_row3_col1\" class=\"data row3 col1\" >0.203390</td>\n                        <td id=\"T_c2ff3_row3_col2\" class=\"data row3 col2\" >0.388033</td>\n                        <td id=\"T_c2ff3_row3_col3\" class=\"data row3 col3\" >0.524860</td>\n                        <td id=\"T_c2ff3_row3_col4\" class=\"data row3 col4\" >0.898752</td>\n                        <td id=\"T_c2ff3_row3_col5\" class=\"data row3 col5\" >0.873079</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_c2ff3_row4_col0\" class=\"data row4 col0\" >0.416723</td>\n                        <td id=\"T_c2ff3_row4_col1\" class=\"data row4 col1\" >0.298250</td>\n                        <td id=\"T_c2ff3_row4_col2\" class=\"data row4 col2\" >0.842320</td>\n                        <td id=\"T_c2ff3_row4_col3\" class=\"data row4 col3\" >0.949393</td>\n                        <td id=\"T_c2ff3_row4_col4\" class=\"data row4 col4\" >0.108762</td>\n                        <td id=\"T_c2ff3_row4_col5\" class=\"data row4 col5\" >0.769435</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_c2ff3_row5_col0\" class=\"data row5 col0\" >0.374532</td>\n                        <td id=\"T_c2ff3_row5_col1\" class=\"data row5 col1\" >0.332288</td>\n                        <td id=\"T_c2ff3_row5_col2\" class=\"data row5 col2\" >0.037095</td>\n                        <td id=\"T_c2ff3_row5_col3\" class=\"data row5 col3\" >0.627854</td>\n                        <td id=\"T_c2ff3_row5_col4\" class=\"data row5 col4\" >0.637448</td>\n                        <td id=\"T_c2ff3_row5_col5\" class=\"data row5 col5\" >0.903013</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_c2ff3_row6_col0\" class=\"data row6 col0\" >0.509394</td>\n                        <td id=\"T_c2ff3_row6_col1\" class=\"data row6 col1\" >0.462448</td>\n                        <td id=\"T_c2ff3_row6_col2\" class=\"data row6 col2\" >0.392011</td>\n                        <td id=\"T_c2ff3_row6_col3\" class=\"data row6 col3\" >0.510285</td>\n                        <td id=\"T_c2ff3_row6_col4\" class=\"data row6 col4\" >0.775487</td>\n                        <td id=\"T_c2ff3_row6_col5\" class=\"data row6 col5\" >0.358541</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_c2ff3_row7_col0\" class=\"data row7 col0\" >0.469857</td>\n                        <td id=\"T_c2ff3_row7_col1\" class=\"data row7 col1\" >0.415945</td>\n                        <td id=\"T_c2ff3_row7_col2\" class=\"data row7 col2\" >0.773460</td>\n                        <td id=\"T_c2ff3_row7_col3\" class=\"data row7 col3\" >0.499724</td>\n                        <td id=\"T_c2ff3_row7_col4\" class=\"data row7 col4\" >0.585229</td>\n                        <td id=\"T_c2ff3_row7_col5\" class=\"data row7 col5\" >0.186203</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_c2ff3_row8_col0\" class=\"data row8 col0\" >0.474819</td>\n                        <td id=\"T_c2ff3_row8_col1\" class=\"data row8 col1\" >0.559723</td>\n                        <td id=\"T_c2ff3_row8_col2\" class=\"data row8 col2\" >0.864862</td>\n                        <td id=\"T_c2ff3_row8_col3\" class=\"data row8 col3\" >0.236549</td>\n                        <td id=\"T_c2ff3_row8_col4\" class=\"data row8 col4\" >0.262016</td>\n                        <td id=\"T_c2ff3_row8_col5\" class=\"data row8 col5\" >0.197795</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_c2ff3_row9_col0\" class=\"data row9 col0\" >0.717187</td>\n                        <td id=\"T_c2ff3_row9_col1\" class=\"data row9 col1\" >0.664206</td>\n                        <td id=\"T_c2ff3_row9_col2\" class=\"data row9 col2\" >0.654438</td>\n                        <td id=\"T_c2ff3_row9_col3\" class=\"data row9 col3\" >0.700644</td>\n                        <td id=\"T_c2ff3_row9_col4\" class=\"data row9 col4\" >0.850989</td>\n                        <td id=\"T_c2ff3_row9_col5\" class=\"data row9 col5\" >0.713711</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_c2ff3_row10_col0\" class=\"data row10 col0\" >0.454853</td>\n                        <td id=\"T_c2ff3_row10_col1\" class=\"data row10 col1\" >0.402932</td>\n                        <td id=\"T_c2ff3_row10_col2\" class=\"data row10 col2\" >0.499273</td>\n                        <td id=\"T_c2ff3_row10_col3\" class=\"data row10 col3\" >0.685411</td>\n                        <td id=\"T_c2ff3_row10_col4\" class=\"data row10 col4\" >0.119200</td>\n                        <td id=\"T_c2ff3_row10_col5\" class=\"data row10 col5\" >0.874958</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_c2ff3_row11_col0\" class=\"data row11 col0\" >0.502518</td>\n                        <td id=\"T_c2ff3_row11_col1\" class=\"data row11 col1\" >0.505418</td>\n                        <td id=\"T_c2ff3_row11_col2\" class=\"data row11 col2\" >0.774453</td>\n                        <td id=\"T_c2ff3_row11_col3\" class=\"data row11 col3\" >0.715069</td>\n                        <td id=\"T_c2ff3_row11_col4\" class=\"data row11 col4\" >0.082388</td>\n                        <td id=\"T_c2ff3_row11_col5\" class=\"data row11 col5\" >0.682433</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_c2ff3_row12_col0\" class=\"data row12 col0\" >0.670911</td>\n                        <td id=\"T_c2ff3_row12_col1\" class=\"data row12 col1\" >0.673839</td>\n                        <td id=\"T_c2ff3_row12_col2\" class=\"data row12 col2\" >0.944446</td>\n                        <td id=\"T_c2ff3_row12_col3\" class=\"data row12 col3\" >0.595050</td>\n                        <td id=\"T_c2ff3_row12_col4\" class=\"data row12 col4\" >0.481489</td>\n                        <td id=\"T_c2ff3_row12_col5\" class=\"data row12 col5\" >0.491531</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_c2ff3_row13_col0\" class=\"data row13 col0\" >0.660098</td>\n                        <td id=\"T_c2ff3_row13_col1\" class=\"data row13 col1\" >1.061547</td>\n                        <td id=\"T_c2ff3_row13_col2\" class=\"data row13 col2\" >0.175112</td>\n                        <td id=\"T_c2ff3_row13_col3\" class=\"data row13 col3\" >0.694669</td>\n                        <td id=\"T_c2ff3_row13_col4\" class=\"data row13 col4\" >0.776406</td>\n                        <td id=\"T_c2ff3_row13_col5\" class=\"data row13 col5\" >0.123369</td>\n            </tr>\n            <tr>\n                        <th id=\"T_c2ff3_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_c2ff3_row14_col0\" class=\"data row14 col0\" >0.242690</td>\n                        <td id=\"T_c2ff3_row14_col1\" class=\"data row14 col1\" >0.099399</td>\n                        <td id=\"T_c2ff3_row14_col2\" class=\"data row14 col2\" >0.875177</td>\n                        <td id=\"T_c2ff3_row14_col3\" class=\"data row14 col3\" >0.609523</td>\n                        <td id=\"T_c2ff3_row14_col4\" class=\"data row14 col4\" >0.462327</td>\n                        <td id=\"T_c2ff3_row14_col5\" class=\"data row14 col5\" >0.296196</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_baserunning_table(pies, 0.01, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_baserunning_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_baserunning_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_baserunning_stlats(improve_team_baserunning(pies, 0.01, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Best Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 9.902840663423131"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.6601893775615421"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_baserunning_stars  new_baserunning_stars  \\\nAdrian Melon                     3.116697               3.747971   \nAugust Obrien                    3.318856               3.988228   \nMcfarland Vargas                 3.783245               4.359164   \nTwofurious Puddles               1.817993               2.492548   \nMummy Cantburn                   2.021513               2.711657   \nDoginic Burgertoes               1.779564               2.589995   \nCastillo Logan                   2.497486               3.082916   \nBambi Perez                      2.296481               2.910341   \nJesús Rodriguez                  2.318777               2.955770   \nJefferson Delacruz               3.539071               4.096989   \nCase Lancaster                   2.215962               2.870142   \nHaruta Byrd                      2.445376               3.149095   \nJavier Lotus                     3.306631               3.875506   \nDoc Anice                        3.229280               3.990073   \nLucy Tokkan                      1.141141               1.910519   \n\n                    change_in_baserunning_stars  \nAdrian Melon                           0.631273  \nAugust Obrien                          0.669372  \nMcfarland Vargas                       0.575919  \nTwofurious Puddles                     0.674555  \nMummy Cantburn                         0.690144  \nDoginic Burgertoes                     0.810431  \nCastillo Logan                         0.585430  \nBambi Perez                            0.613861  \nJesús Rodriguez                        0.636993  \nJefferson Delacruz                     0.557918  \nCase Lancaster                         0.654180  \nHaruta Byrd                            0.703719  \nJavier Lotus                           0.568875  \nDoc Anice                              0.760793  \nLucy Tokkan                            0.769378  ",
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}#T_f7bdb_row14_col1{\n            background-color:  #f57245;\n            color:  #000000;\n        }#T_f7bdb_row14_col3{\n            background-color:  #98d368;\n            color:  #000000;\n        }#T_f7bdb_row14_col5{\n            background-color:  #fee18d;\n            color:  #000000;\n        }</style><table id=\"T_f7bdb_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Baserunning Rating</th>        <th class=\"col_heading level0 col1\" >Laserlikeness</th>        <th class=\"col_heading level0 col2\" >Continuation</th>        <th class=\"col_heading level0 col3\" >Base Thirst</th>        <th class=\"col_heading level0 col4\" >Indulgence</th>        <th class=\"col_heading level0 col5\" >Ground Friction</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_f7bdb_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_f7bdb_row0_col0\" class=\"data row0 col0\" >0.749594</td>\n                        <td id=\"T_f7bdb_row0_col1\" class=\"data row0 col1\" >0.960831</td>\n                        <td id=\"T_f7bdb_row0_col2\" class=\"data row0 col2\" >0.704640</td>\n                        <td id=\"T_f7bdb_row0_col3\" class=\"data row0 col3\" >0.605051</td>\n                        <td id=\"T_f7bdb_row0_col4\" class=\"data row0 col4\" >0.296399</td>\n                        <td id=\"T_f7bdb_row0_col5\" class=\"data row0 col5\" >0.541241</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_f7bdb_row1_col0\" class=\"data row1 col0\" >0.797646</td>\n                        <td id=\"T_f7bdb_row1_col1\" class=\"data row1 col1\" >1.086470</td>\n                        <td id=\"T_f7bdb_row1_col2\" class=\"data row1 col2\" >0.260389</td>\n                        <td id=\"T_f7bdb_row1_col3\" class=\"data row1 col3\" >0.821812</td>\n                        <td id=\"T_f7bdb_row1_col4\" class=\"data row1 col4\" >0.601149</td>\n                        <td id=\"T_f7bdb_row1_col5\" class=\"data row1 col5\" >0.535344</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_f7bdb_row2_col0\" class=\"data row2 col0\" >0.871833</td>\n                        <td id=\"T_f7bdb_row2_col1\" class=\"data row2 col1\" >1.042765</td>\n                        <td id=\"T_f7bdb_row2_col2\" class=\"data row2 col2\" >0.677085</td>\n                        <td id=\"T_f7bdb_row2_col3\" class=\"data row2 col3\" >0.932168</td>\n                        <td id=\"T_f7bdb_row2_col4\" class=\"data row2 col4\" >0.602377</td>\n                        <td id=\"T_f7bdb_row2_col5\" class=\"data row2 col5\" >0.541246</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_f7bdb_row3_col0\" class=\"data row3 col0\" >0.498510</td>\n                        <td id=\"T_f7bdb_row3_col1\" class=\"data row3 col1\" >0.313390</td>\n                        <td id=\"T_f7bdb_row3_col2\" class=\"data row3 col2\" >0.498033</td>\n                        <td id=\"T_f7bdb_row3_col3\" class=\"data row3 col3\" >0.634860</td>\n                        <td id=\"T_f7bdb_row3_col4\" class=\"data row3 col4\" >1.008752</td>\n                        <td id=\"T_f7bdb_row3_col5\" class=\"data row3 col5\" >0.983079</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_f7bdb_row4_col0\" class=\"data row4 col0\" >0.542331</td>\n                        <td id=\"T_f7bdb_row4_col1\" class=\"data row4 col1\" >0.408250</td>\n                        <td id=\"T_f7bdb_row4_col2\" class=\"data row4 col2\" >0.952320</td>\n                        <td id=\"T_f7bdb_row4_col3\" class=\"data row4 col3\" >1.059393</td>\n                        <td id=\"T_f7bdb_row4_col4\" class=\"data row4 col4\" >0.218762</td>\n                        <td id=\"T_f7bdb_row4_col5\" class=\"data row4 col5\" >0.879435</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_f7bdb_row5_col0\" class=\"data row5 col0\" >0.517999</td>\n                        <td id=\"T_f7bdb_row5_col1\" class=\"data row5 col1\" >0.442288</td>\n                        <td id=\"T_f7bdb_row5_col2\" class=\"data row5 col2\" >0.147095</td>\n                        <td id=\"T_f7bdb_row5_col3\" class=\"data row5 col3\" >0.737854</td>\n                        <td id=\"T_f7bdb_row5_col4\" class=\"data row5 col4\" >0.747448</td>\n                        <td id=\"T_f7bdb_row5_col5\" class=\"data row5 col5\" >1.013013</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_f7bdb_row6_col0\" class=\"data row6 col0\" >0.616583</td>\n                        <td id=\"T_f7bdb_row6_col1\" class=\"data row6 col1\" >0.572448</td>\n                        <td id=\"T_f7bdb_row6_col2\" class=\"data row6 col2\" >0.502011</td>\n                        <td id=\"T_f7bdb_row6_col3\" class=\"data row6 col3\" >0.620285</td>\n                        <td id=\"T_f7bdb_row6_col4\" class=\"data row6 col4\" >0.885487</td>\n                        <td id=\"T_f7bdb_row6_col5\" class=\"data row6 col5\" >0.468541</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_f7bdb_row7_col0\" class=\"data row7 col0\" >0.582068</td>\n                        <td id=\"T_f7bdb_row7_col1\" class=\"data row7 col1\" >0.525945</td>\n                        <td id=\"T_f7bdb_row7_col2\" class=\"data row7 col2\" >0.883460</td>\n                        <td id=\"T_f7bdb_row7_col3\" class=\"data row7 col3\" >0.609724</td>\n                        <td id=\"T_f7bdb_row7_col4\" class=\"data row7 col4\" >0.695229</td>\n                        <td id=\"T_f7bdb_row7_col5\" class=\"data row7 col5\" >0.296203</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_f7bdb_row8_col0\" class=\"data row8 col0\" >0.591154</td>\n                        <td id=\"T_f7bdb_row8_col1\" class=\"data row8 col1\" >0.669723</td>\n                        <td id=\"T_f7bdb_row8_col2\" class=\"data row8 col2\" >0.974862</td>\n                        <td id=\"T_f7bdb_row8_col3\" class=\"data row8 col3\" >0.346549</td>\n                        <td id=\"T_f7bdb_row8_col4\" class=\"data row8 col4\" >0.372016</td>\n                        <td id=\"T_f7bdb_row8_col5\" class=\"data row8 col5\" >0.307795</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_f7bdb_row9_col0\" class=\"data row9 col0\" >0.819398</td>\n                        <td id=\"T_f7bdb_row9_col1\" class=\"data row9 col1\" >0.774206</td>\n                        <td id=\"T_f7bdb_row9_col2\" class=\"data row9 col2\" >0.764438</td>\n                        <td id=\"T_f7bdb_row9_col3\" class=\"data row9 col3\" >0.810644</td>\n                        <td id=\"T_f7bdb_row9_col4\" class=\"data row9 col4\" >0.960989</td>\n                        <td id=\"T_f7bdb_row9_col5\" class=\"data row9 col5\" >0.823711</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_f7bdb_row10_col0\" class=\"data row10 col0\" >0.574028</td>\n                        <td id=\"T_f7bdb_row10_col1\" class=\"data row10 col1\" >0.512932</td>\n                        <td id=\"T_f7bdb_row10_col2\" class=\"data row10 col2\" >0.609273</td>\n                        <td id=\"T_f7bdb_row10_col3\" class=\"data row10 col3\" >0.795411</td>\n                        <td id=\"T_f7bdb_row10_col4\" class=\"data row10 col4\" >0.229200</td>\n                        <td id=\"T_f7bdb_row10_col5\" class=\"data row10 col5\" >0.984958</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_f7bdb_row11_col0\" class=\"data row11 col0\" >0.629819</td>\n                        <td id=\"T_f7bdb_row11_col1\" class=\"data row11 col1\" >0.615418</td>\n                        <td id=\"T_f7bdb_row11_col2\" class=\"data row11 col2\" >0.884453</td>\n                        <td id=\"T_f7bdb_row11_col3\" class=\"data row11 col3\" >0.825069</td>\n                        <td id=\"T_f7bdb_row11_col4\" class=\"data row11 col4\" >0.192388</td>\n                        <td id=\"T_f7bdb_row11_col5\" class=\"data row11 col5\" >0.792433</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_f7bdb_row12_col0\" class=\"data row12 col0\" >0.775101</td>\n                        <td id=\"T_f7bdb_row12_col1\" class=\"data row12 col1\" >0.783839</td>\n                        <td id=\"T_f7bdb_row12_col2\" class=\"data row12 col2\" >1.054446</td>\n                        <td id=\"T_f7bdb_row12_col3\" class=\"data row12 col3\" >0.705050</td>\n                        <td id=\"T_f7bdb_row12_col4\" class=\"data row12 col4\" >0.591489</td>\n                        <td id=\"T_f7bdb_row12_col5\" class=\"data row12 col5\" >0.601531</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_f7bdb_row13_col0\" class=\"data row13 col0\" >0.798015</td>\n                        <td id=\"T_f7bdb_row13_col1\" class=\"data row13 col1\" >1.171547</td>\n                        <td id=\"T_f7bdb_row13_col2\" class=\"data row13 col2\" >0.285112</td>\n                        <td id=\"T_f7bdb_row13_col3\" class=\"data row13 col3\" >0.804669</td>\n                        <td id=\"T_f7bdb_row13_col4\" class=\"data row13 col4\" >0.886406</td>\n                        <td id=\"T_f7bdb_row13_col5\" class=\"data row13 col5\" >0.233369</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f7bdb_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_f7bdb_row14_col0\" class=\"data row14 col0\" >0.382104</td>\n                        <td id=\"T_f7bdb_row14_col1\" class=\"data row14 col1\" >0.209399</td>\n                        <td id=\"T_f7bdb_row14_col2\" class=\"data row14 col2\" >0.985177</td>\n                        <td id=\"T_f7bdb_row14_col3\" class=\"data row14 col3\" >0.719523</td>\n                        <td id=\"T_f7bdb_row14_col4\" class=\"data row14 col4\" >0.572327</td>\n                        <td id=\"T_f7bdb_row14_col5\" class=\"data row14 col5\" >0.406196</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_baserunning_table(pies, 0.12, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_baserunning_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_baserunning_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_baserunning_stlats(improve_team_baserunning(pies, 0.12, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Shadow Defense Practice\n",
    "\n",
    "**Worst Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 1.125697690461016"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.07504651269740108"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_defense_stars  new_defense_stars  \\\nAdrian Melon                 2.664412           2.718599   \nAugust Obrien                2.035102           2.125446   \nMcfarland Vargas             2.071032           2.162907   \nTwofurious Puddles           3.610790           3.655879   \nMummy Cantburn               3.289650           3.332702   \nDoginic Burgertoes           1.538638           1.636112   \nCastillo Logan               2.996505           3.049184   \nBambi Perez                  2.859667           2.923939   \nJesús Rodriguez              1.417111           1.614089   \nJefferson Delacruz           3.914262           3.955411   \nCase Lancaster               3.176257           3.242411   \nHaruta Byrd                  1.671932           1.826684   \nJavier Lotus                 3.872915           3.914990   \nDoc Anice                    4.312819           4.351139   \nLucy Tokkan                  2.890814           2.938111   \n\n                    change_in_defense_stars  \nAdrian Melon                       0.054187  \nAugust Obrien                      0.090344  \nMcfarland Vargas                   0.091874  \nTwofurious Puddles                 0.045089  \nMummy Cantburn                     0.043052  \nDoginic Burgertoes                 0.097474  \nCastillo Logan                     0.052679  \nBambi Perez                        0.064272  \nJesús Rodriguez                    0.196978  \nJefferson Delacruz                 0.041149  \nCase Lancaster                     0.066154  \nHaruta Byrd                        0.154752  \nJavier Lotus                       0.042076  \nDoc Anice                          0.038320  \nLucy Tokkan                        0.047297  ",
      "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>old_defense_stars</th>\n      <th>new_defense_stars</th>\n      <th>change_in_defense_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>2.664412</td>\n      <td>2.718599</td>\n      <td>0.054187</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>2.035102</td>\n      <td>2.125446</td>\n      <td>0.090344</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>2.071032</td>\n      <td>2.162907</td>\n      <td>0.091874</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>3.610790</td>\n      <td>3.655879</td>\n      <td>0.045089</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>3.289650</td>\n      <td>3.332702</td>\n      <td>0.043052</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>1.538638</td>\n      <td>1.636112</td>\n      <td>0.097474</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>2.996505</td>\n      <td>3.049184</td>\n      <td>0.052679</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>2.859667</td>\n      <td>2.923939</td>\n      <td>0.064272</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>1.417111</td>\n      <td>1.614089</td>\n      <td>0.196978</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>3.914262</td>\n      <td>3.955411</td>\n      <td>0.041149</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>3.176257</td>\n      <td>3.242411</td>\n      <td>0.066154</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>1.671932</td>\n      <td>1.826684</td>\n      <td>0.154752</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.872915</td>\n      <td>3.914990</td>\n      <td>0.042076</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>4.312819</td>\n      <td>4.351139</td>\n      <td>0.038320</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.890814</td>\n      <td>2.938111</td>\n      <td>0.047297</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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}#T_f41f4_row14_col3{\n            background-color:  #fca55d;\n            color:  #000000;\n        }#T_f41f4_row14_col4{\n            background-color:  #fffcba;\n            color:  #000000;\n        }#T_f41f4_row14_col5{\n            background-color:  #fba35c;\n            color:  #000000;\n        }</style><table id=\"T_f41f4_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Defense Rating</th>        <th class=\"col_heading level0 col1\" >Omniscience</th>        <th class=\"col_heading level0 col2\" >Tenaciousness</th>        <th class=\"col_heading level0 col3\" >Watchfulness</th>        <th class=\"col_heading level0 col4\" >Anticapitalism</th>        <th class=\"col_heading level0 col5\" >Chasiness</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_f41f4_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_f41f4_row0_col0\" class=\"data row0 col0\" >0.543720</td>\n                        <td id=\"T_f41f4_row0_col1\" class=\"data row0 col1\" >0.198840</td>\n                        <td id=\"T_f41f4_row0_col2\" class=\"data row0 col2\" >0.353662</td>\n                        <td id=\"T_f41f4_row0_col3\" class=\"data row0 col3\" >0.915908</td>\n                        <td id=\"T_f41f4_row0_col4\" class=\"data row0 col4\" >0.526713</td>\n                        <td id=\"T_f41f4_row0_col5\" class=\"data row0 col5\" >0.946550</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_f41f4_row1_col0\" class=\"data row1 col0\" >0.425089</td>\n                        <td id=\"T_f41f4_row1_col1\" class=\"data row1 col1\" >0.064615</td>\n                        <td id=\"T_f41f4_row1_col2\" class=\"data row1 col2\" >0.493368</td>\n                        <td id=\"T_f41f4_row1_col3\" class=\"data row1 col3\" >0.847103</td>\n                        <td id=\"T_f41f4_row1_col4\" class=\"data row1 col4\" >0.337928</td>\n                        <td id=\"T_f41f4_row1_col5\" class=\"data row1 col5\" >0.662261</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_f41f4_row2_col0\" class=\"data row2 col0\" >0.432581</td>\n                        <td id=\"T_f41f4_row2_col1\" class=\"data row2 col1\" >0.064401</td>\n                        <td id=\"T_f41f4_row2_col2\" class=\"data row2 col2\" >0.366182</td>\n                        <td id=\"T_f41f4_row2_col3\" class=\"data row2 col3\" >0.600229</td>\n                        <td id=\"T_f41f4_row2_col4\" class=\"data row2 col4\" >0.751915</td>\n                        <td id=\"T_f41f4_row2_col5\" class=\"data row2 col5\" >0.914134</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_f41f4_row3_col0\" class=\"data row3 col0\" >0.731176</td>\n                        <td id=\"T_f41f4_row3_col1\" class=\"data row3 col1\" >0.857265</td>\n                        <td id=\"T_f41f4_row3_col2\" class=\"data row3 col2\" >0.919861</td>\n                        <td id=\"T_f41f4_row3_col3\" class=\"data row3 col3\" >0.270410</td>\n                        <td id=\"T_f41f4_row3_col4\" class=\"data row3 col4\" >0.665028</td>\n                        <td id=\"T_f41f4_row3_col5\" class=\"data row3 col5\" >0.390553</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_f41f4_row4_col0\" class=\"data row4 col0\" >0.666540</td>\n                        <td id=\"T_f41f4_row4_col1\" class=\"data row4 col1\" >0.601982</td>\n                        <td id=\"T_f41f4_row4_col2\" class=\"data row4 col2\" >0.406224</td>\n                        <td id=\"T_f41f4_row4_col3\" class=\"data row4 col3\" >0.526128</td>\n                        <td id=\"T_f41f4_row4_col4\" class=\"data row4 col4\" >0.635545</td>\n                        <td id=\"T_f41f4_row4_col5\" class=\"data row4 col5\" >0.865624</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_f41f4_row5_col0\" class=\"data row5 col0\" >0.327222</td>\n                        <td id=\"T_f41f4_row5_col1\" class=\"data row5 col1\" >0.057259</td>\n                        <td id=\"T_f41f4_row5_col2\" class=\"data row5 col2\" >0.874391</td>\n                        <td id=\"T_f41f4_row5_col3\" class=\"data row5 col3\" >0.425999</td>\n                        <td id=\"T_f41f4_row5_col4\" class=\"data row5 col4\" >0.128550</td>\n                        <td id=\"T_f41f4_row5_col5\" class=\"data row5 col5\" >0.102532</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_f41f4_row6_col0\" class=\"data row6 col0\" >0.609837</td>\n                        <td id=\"T_f41f4_row6_col1\" class=\"data row6 col1\" >0.759614</td>\n                        <td id=\"T_f41f4_row6_col2\" class=\"data row6 col2\" >0.201755</td>\n                        <td id=\"T_f41f4_row6_col3\" class=\"data row6 col3\" >0.727648</td>\n                        <td id=\"T_f41f4_row6_col4\" class=\"data row6 col4\" >0.501621</td>\n                        <td id=\"T_f41f4_row6_col5\" class=\"data row6 col5\" >0.829861</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_f41f4_row7_col0\" class=\"data row7 col0\" >0.584788</td>\n                        <td id=\"T_f41f4_row7_col1\" class=\"data row7 col1\" >0.732095</td>\n                        <td id=\"T_f41f4_row7_col2\" class=\"data row7 col2\" >0.807496</td>\n                        <td id=\"T_f41f4_row7_col3\" class=\"data row7 col3\" >0.744400</td>\n                        <td id=\"T_f41f4_row7_col4\" class=\"data row7 col4\" >0.151465</td>\n                        <td id=\"T_f41f4_row7_col5\" class=\"data row7 col5\" >0.118700</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_f41f4_row8_col0\" class=\"data row8 col0\" >0.322818</td>\n                        <td id=\"T_f41f4_row8_col1\" class=\"data row8 col1\" >0.277421</td>\n                        <td id=\"T_f41f4_row8_col2\" class=\"data row8 col2\" >0.105104</td>\n                        <td id=\"T_f41f4_row8_col3\" class=\"data row8 col3\" >0.971620</td>\n                        <td id=\"T_f41f4_row8_col4\" class=\"data row8 col4\" >0.944389</td>\n                        <td id=\"T_f41f4_row8_col5\" class=\"data row8 col5\" >0.015755</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_f41f4_row9_col0\" class=\"data row9 col0\" >0.791082</td>\n                        <td id=\"T_f41f4_row9_col1\" class=\"data row9 col1\" >0.986397</td>\n                        <td id=\"T_f41f4_row9_col2\" class=\"data row9 col2\" >0.431596</td>\n                        <td id=\"T_f41f4_row9_col3\" class=\"data row9 col3\" >0.814808</td>\n                        <td id=\"T_f41f4_row9_col4\" class=\"data row9 col4\" >0.794419</td>\n                        <td id=\"T_f41f4_row9_col5\" class=\"data row9 col5\" >0.818188</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_f41f4_row10_col0\" class=\"data row10 col0\" >0.648482</td>\n                        <td id=\"T_f41f4_row10_col1\" class=\"data row10 col1\" >0.977359</td>\n                        <td id=\"T_f41f4_row10_col2\" class=\"data row10 col2\" >0.739116</td>\n                        <td id=\"T_f41f4_row10_col3\" class=\"data row10 col3\" >0.271638</td>\n                        <td id=\"T_f41f4_row10_col4\" class=\"data row10 col4\" >0.095625</td>\n                        <td id=\"T_f41f4_row10_col5\" class=\"data row10 col5\" >0.970254</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_f41f4_row11_col0\" class=\"data row11 col0\" >0.365337</td>\n                        <td id=\"T_f41f4_row11_col1\" class=\"data row11 col1\" >0.343077</td>\n                        <td id=\"T_f41f4_row11_col2\" class=\"data row11 col2\" >0.443116</td>\n                        <td id=\"T_f41f4_row11_col3\" class=\"data row11 col3\" >0.668868</td>\n                        <td id=\"T_f41f4_row11_col4\" class=\"data row11 col4\" >0.020078</td>\n                        <td id=\"T_f41f4_row11_col5\" class=\"data row11 col5\" >0.136473</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_f41f4_row12_col0\" class=\"data row12 col0\" >0.782998</td>\n                        <td id=\"T_f41f4_row12_col1\" class=\"data row12 col1\" >0.801387</td>\n                        <td id=\"T_f41f4_row12_col2\" class=\"data row12 col2\" >0.851055</td>\n                        <td id=\"T_f41f4_row12_col3\" class=\"data row12 col3\" >0.628322</td>\n                        <td id=\"T_f41f4_row12_col4\" class=\"data row12 col4\" >0.310643</td>\n                        <td id=\"T_f41f4_row12_col5\" class=\"data row12 col5\" >0.954035</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_f41f4_row13_col0\" class=\"data row13 col0\" >0.870228</td>\n                        <td id=\"T_f41f4_row13_col1\" class=\"data row13 col1\" >0.839694</td>\n                        <td id=\"T_f41f4_row13_col2\" class=\"data row13 col2\" >1.027277</td>\n                        <td id=\"T_f41f4_row13_col3\" class=\"data row13 col3\" >0.964003</td>\n                        <td id=\"T_f41f4_row13_col4\" class=\"data row13 col4\" >0.520123</td>\n                        <td id=\"T_f41f4_row13_col5\" class=\"data row13 col5\" >0.667617</td>\n            </tr>\n            <tr>\n                        <th id=\"T_f41f4_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_f41f4_row14_col0\" class=\"data row14 col0\" >0.587622</td>\n                        <td id=\"T_f41f4_row14_col1\" class=\"data row14 col1\" >0.763587</td>\n                        <td id=\"T_f41f4_row14_col2\" class=\"data row14 col2\" >0.458123</td>\n                        <td id=\"T_f41f4_row14_col3\" class=\"data row14 col3\" >0.287660</td>\n                        <td id=\"T_f41f4_row14_col4\" class=\"data row14 col4\" >0.490330</td>\n                        <td id=\"T_f41f4_row14_col5\" class=\"data row14 col5\" >0.284403</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_defense_table(pies, 0.01, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_defense_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_defense_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_defense_stlats(improve_team_defense(pies, 0.01, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "**Best Case**"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Total stars: 10.068062713515326"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<IPython.core.display.Markdown object>",
      "text/markdown": "Change in Average stars: 0.6712041809010217"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "                    old_defense_stars  new_defense_stars  \\\nAdrian Melon                 2.664412           3.266263   \nAugust Obrien                2.035102           2.854276   \nMcfarland Vargas             2.071032           2.901058   \nTwofurious Puddles           3.610790           4.126072   \nMummy Cantburn               3.289650           3.789322   \nDoginic Burgertoes           1.538638           2.430513   \nCastillo Logan               2.996505           3.579799   \nBambi Perez                  2.859667           3.526931   \nJesús Rodriguez              1.417111           2.504935   \nJefferson Delacruz           3.914262           4.392425   \nCase Lancaster               3.176257           3.844708   \nHaruta Byrd                  1.671932           2.621269   \nJavier Lotus                 3.872915           4.358847   \nDoc Anice                    4.312819           4.761894   \nLucy Tokkan                  2.890814           3.431656   \n\n                    change_in_defense_stars  \nAdrian Melon                       0.601851  \nAugust Obrien                      0.819174  \nMcfarland Vargas                   0.830026  \nTwofurious Puddles                 0.515282  \nMummy Cantburn                     0.499672  \nDoginic Burgertoes                 0.891874  \nCastillo Logan                     0.583295  \nBambi Perez                        0.667264  \nJesús Rodriguez                    1.087824  \nJefferson Delacruz                 0.478163  \nCase Lancaster                     0.668451  \nHaruta Byrd                        0.949337  \nJavier Lotus                       0.485933  \nDoc Anice                          0.449074  \nLucy Tokkan                        0.540842  ",
      "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>old_defense_stars</th>\n      <th>new_defense_stars</th>\n      <th>change_in_defense_stars</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Adrian Melon</th>\n      <td>2.664412</td>\n      <td>3.266263</td>\n      <td>0.601851</td>\n    </tr>\n    <tr>\n      <th>August Obrien</th>\n      <td>2.035102</td>\n      <td>2.854276</td>\n      <td>0.819174</td>\n    </tr>\n    <tr>\n      <th>Mcfarland Vargas</th>\n      <td>2.071032</td>\n      <td>2.901058</td>\n      <td>0.830026</td>\n    </tr>\n    <tr>\n      <th>Twofurious Puddles</th>\n      <td>3.610790</td>\n      <td>4.126072</td>\n      <td>0.515282</td>\n    </tr>\n    <tr>\n      <th>Mummy Cantburn</th>\n      <td>3.289650</td>\n      <td>3.789322</td>\n      <td>0.499672</td>\n    </tr>\n    <tr>\n      <th>Doginic Burgertoes</th>\n      <td>1.538638</td>\n      <td>2.430513</td>\n      <td>0.891874</td>\n    </tr>\n    <tr>\n      <th>Castillo Logan</th>\n      <td>2.996505</td>\n      <td>3.579799</td>\n      <td>0.583295</td>\n    </tr>\n    <tr>\n      <th>Bambi Perez</th>\n      <td>2.859667</td>\n      <td>3.526931</td>\n      <td>0.667264</td>\n    </tr>\n    <tr>\n      <th>Jesús Rodriguez</th>\n      <td>1.417111</td>\n      <td>2.504935</td>\n      <td>1.087824</td>\n    </tr>\n    <tr>\n      <th>Jefferson Delacruz</th>\n      <td>3.914262</td>\n      <td>4.392425</td>\n      <td>0.478163</td>\n    </tr>\n    <tr>\n      <th>Case Lancaster</th>\n      <td>3.176257</td>\n      <td>3.844708</td>\n      <td>0.668451</td>\n    </tr>\n    <tr>\n      <th>Haruta Byrd</th>\n      <td>1.671932</td>\n      <td>2.621269</td>\n      <td>0.949337</td>\n    </tr>\n    <tr>\n      <th>Javier Lotus</th>\n      <td>3.872915</td>\n      <td>4.358847</td>\n      <td>0.485933</td>\n    </tr>\n    <tr>\n      <th>Doc Anice</th>\n      <td>4.312819</td>\n      <td>4.761894</td>\n      <td>0.449074</td>\n    </tr>\n    <tr>\n      <th>Lucy Tokkan</th>\n      <td>2.890814</td>\n      <td>3.431656</td>\n      <td>0.540842</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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#ebf7a3;\n            color:  #000000;\n        }#T_8d49b_row11_col3,#T_8d49b_row13_col5{\n            background-color:  #73c264;\n            color:  #000000;\n        }#T_8d49b_row11_col4{\n            background-color:  #e0422f;\n            color:  #f1f1f1;\n        }#T_8d49b_row11_col5{\n            background-color:  #f88c51;\n            color:  #000000;\n        }#T_8d49b_row12_col0,#T_8d49b_row14_col1{\n            background-color:  #2da155;\n            color:  #000000;\n        }#T_8d49b_row12_col1{\n            background-color:  #16914d;\n            color:  #000000;\n        }#T_8d49b_row12_col2{\n            background-color:  #097940;\n            color:  #f1f1f1;\n        }#T_8d49b_row12_col3{\n            background-color:  #8ccd67;\n            color:  #000000;\n        }#T_8d49b_row12_col4{\n            background-color:  #fee695;\n            color:  #000000;\n        }#T_8d49b_row13_col0,#T_8d49b_row13_col1{\n            background-color:  #0c7f43;\n            color:  #f1f1f1;\n        }#T_8d49b_row13_col4{\n            background-color:  #c9e881;\n            color:  #000000;\n        }#T_8d49b_row14_col0{\n            background-color:  #addc6f;\n            color:  #000000;\n        }#T_8d49b_row14_col2{\n            background-color:  #e5f49b;\n            color:  #000000;\n        }#T_8d49b_row14_col3{\n            background-color:  #fede89;\n            color:  #000000;\n        }#T_8d49b_row14_col4{\n            background-color:  #d9ef8b;\n            color:  #000000;\n        }#T_8d49b_row14_col5{\n            background-color:  #fedc88;\n            color:  #000000;\n        }</style><table id=\"T_8d49b_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Defense Rating</th>        <th class=\"col_heading level0 col1\" >Omniscience</th>        <th class=\"col_heading level0 col2\" >Tenaciousness</th>        <th class=\"col_heading level0 col3\" >Watchfulness</th>        <th class=\"col_heading level0 col4\" >Anticapitalism</th>        <th class=\"col_heading level0 col5\" >Chasiness</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_8d49b_level0_row0\" class=\"row_heading level0 row0\" >Adrian Melon</th>\n                        <td id=\"T_8d49b_row0_col0\" class=\"data row0 col0\" >0.653253</td>\n                        <td id=\"T_8d49b_row0_col1\" class=\"data row0 col1\" >0.308840</td>\n                        <td id=\"T_8d49b_row0_col2\" class=\"data row0 col2\" >0.463662</td>\n                        <td id=\"T_8d49b_row0_col3\" class=\"data row0 col3\" >1.025908</td>\n                        <td id=\"T_8d49b_row0_col4\" class=\"data row0 col4\" >0.636713</td>\n                        <td id=\"T_8d49b_row0_col5\" class=\"data row0 col5\" >1.056550</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row1\" class=\"row_heading level0 row1\" >August Obrien</th>\n                        <td id=\"T_8d49b_row1_col0\" class=\"data row1 col0\" >0.570855</td>\n                        <td id=\"T_8d49b_row1_col1\" class=\"data row1 col1\" >0.174615</td>\n                        <td id=\"T_8d49b_row1_col2\" class=\"data row1 col2\" >0.603368</td>\n                        <td id=\"T_8d49b_row1_col3\" class=\"data row1 col3\" >0.957103</td>\n                        <td id=\"T_8d49b_row1_col4\" class=\"data row1 col4\" >0.447928</td>\n                        <td id=\"T_8d49b_row1_col5\" class=\"data row1 col5\" >0.772261</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row2\" class=\"row_heading level0 row2\" >Mcfarland Vargas</th>\n                        <td id=\"T_8d49b_row2_col0\" class=\"data row2 col0\" >0.580212</td>\n                        <td id=\"T_8d49b_row2_col1\" class=\"data row2 col1\" >0.174401</td>\n                        <td id=\"T_8d49b_row2_col2\" class=\"data row2 col2\" >0.476182</td>\n                        <td id=\"T_8d49b_row2_col3\" class=\"data row2 col3\" >0.710229</td>\n                        <td id=\"T_8d49b_row2_col4\" class=\"data row2 col4\" >0.861915</td>\n                        <td id=\"T_8d49b_row2_col5\" class=\"data row2 col5\" >1.024134</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row3\" class=\"row_heading level0 row3\" >Twofurious Puddles</th>\n                        <td id=\"T_8d49b_row3_col0\" class=\"data row3 col0\" >0.825214</td>\n                        <td id=\"T_8d49b_row3_col1\" class=\"data row3 col1\" >0.967265</td>\n                        <td id=\"T_8d49b_row3_col2\" class=\"data row3 col2\" >1.029861</td>\n                        <td id=\"T_8d49b_row3_col3\" class=\"data row3 col3\" >0.380410</td>\n                        <td id=\"T_8d49b_row3_col4\" class=\"data row3 col4\" >0.775028</td>\n                        <td id=\"T_8d49b_row3_col5\" class=\"data row3 col5\" >0.500553</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row4\" class=\"row_heading level0 row4\" >Mummy Cantburn</th>\n                        <td id=\"T_8d49b_row4_col0\" class=\"data row4 col0\" >0.757864</td>\n                        <td id=\"T_8d49b_row4_col1\" class=\"data row4 col1\" >0.711982</td>\n                        <td id=\"T_8d49b_row4_col2\" class=\"data row4 col2\" >0.516224</td>\n                        <td id=\"T_8d49b_row4_col3\" class=\"data row4 col3\" >0.636128</td>\n                        <td id=\"T_8d49b_row4_col4\" class=\"data row4 col4\" >0.745545</td>\n                        <td id=\"T_8d49b_row4_col5\" class=\"data row4 col5\" >0.975624</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row5\" class=\"row_heading level0 row5\" >Doginic Burgertoes</th>\n                        <td id=\"T_8d49b_row5_col0\" class=\"data row5 col0\" >0.486103</td>\n                        <td id=\"T_8d49b_row5_col1\" class=\"data row5 col1\" >0.167259</td>\n                        <td id=\"T_8d49b_row5_col2\" class=\"data row5 col2\" >0.984391</td>\n                        <td id=\"T_8d49b_row5_col3\" class=\"data row5 col3\" >0.535999</td>\n                        <td id=\"T_8d49b_row5_col4\" class=\"data row5 col4\" >0.238550</td>\n                        <td id=\"T_8d49b_row5_col5\" class=\"data row5 col5\" >0.212532</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row6\" class=\"row_heading level0 row6\" >Castillo Logan</th>\n                        <td id=\"T_8d49b_row6_col0\" class=\"data row6 col0\" >0.715960</td>\n                        <td id=\"T_8d49b_row6_col1\" class=\"data row6 col1\" >0.869614</td>\n                        <td id=\"T_8d49b_row6_col2\" class=\"data row6 col2\" >0.311755</td>\n                        <td id=\"T_8d49b_row6_col3\" class=\"data row6 col3\" >0.837648</td>\n                        <td id=\"T_8d49b_row6_col4\" class=\"data row6 col4\" >0.611621</td>\n                        <td id=\"T_8d49b_row6_col5\" class=\"data row6 col5\" >0.939861</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row7\" class=\"row_heading level0 row7\" >Bambi Perez</th>\n                        <td id=\"T_8d49b_row7_col0\" class=\"data row7 col0\" >0.705386</td>\n                        <td id=\"T_8d49b_row7_col1\" class=\"data row7 col1\" >0.842095</td>\n                        <td id=\"T_8d49b_row7_col2\" class=\"data row7 col2\" >0.917496</td>\n                        <td id=\"T_8d49b_row7_col3\" class=\"data row7 col3\" >0.854400</td>\n                        <td id=\"T_8d49b_row7_col4\" class=\"data row7 col4\" >0.261465</td>\n                        <td id=\"T_8d49b_row7_col5\" class=\"data row7 col5\" >0.228700</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row8\" class=\"row_heading level0 row8\" >Jesús Rodriguez</th>\n                        <td id=\"T_8d49b_row8_col0\" class=\"data row8 col0\" >0.500987</td>\n                        <td id=\"T_8d49b_row8_col1\" class=\"data row8 col1\" >0.387421</td>\n                        <td id=\"T_8d49b_row8_col2\" class=\"data row8 col2\" >0.215104</td>\n                        <td id=\"T_8d49b_row8_col3\" class=\"data row8 col3\" >1.081620</td>\n                        <td id=\"T_8d49b_row8_col4\" class=\"data row8 col4\" >1.054389</td>\n                        <td id=\"T_8d49b_row8_col5\" class=\"data row8 col5\" >0.125755</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row9\" class=\"row_heading level0 row9\" >Jefferson Delacruz</th>\n                        <td id=\"T_8d49b_row9_col0\" class=\"data row9 col0\" >0.878485</td>\n                        <td id=\"T_8d49b_row9_col1\" class=\"data row9 col1\" >1.096397</td>\n                        <td id=\"T_8d49b_row9_col2\" class=\"data row9 col2\" >0.541596</td>\n                        <td id=\"T_8d49b_row9_col3\" class=\"data row9 col3\" >0.924808</td>\n                        <td id=\"T_8d49b_row9_col4\" class=\"data row9 col4\" >0.904419</td>\n                        <td id=\"T_8d49b_row9_col5\" class=\"data row9 col5\" >0.928188</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row10\" class=\"row_heading level0 row10\" >Case Lancaster</th>\n                        <td id=\"T_8d49b_row10_col0\" class=\"data row10 col0\" >0.768942</td>\n                        <td id=\"T_8d49b_row10_col1\" class=\"data row10 col1\" >1.087359</td>\n                        <td id=\"T_8d49b_row10_col2\" class=\"data row10 col2\" >0.849116</td>\n                        <td id=\"T_8d49b_row10_col3\" class=\"data row10 col3\" >0.381638</td>\n                        <td id=\"T_8d49b_row10_col4\" class=\"data row10 col4\" >0.205625</td>\n                        <td id=\"T_8d49b_row10_col5\" class=\"data row10 col5\" >1.080254</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row11\" class=\"row_heading level0 row11\" >Haruta Byrd</th>\n                        <td id=\"T_8d49b_row11_col0\" class=\"data row11 col0\" >0.524254</td>\n                        <td id=\"T_8d49b_row11_col1\" class=\"data row11 col1\" >0.453077</td>\n                        <td id=\"T_8d49b_row11_col2\" class=\"data row11 col2\" >0.553116</td>\n                        <td id=\"T_8d49b_row11_col3\" class=\"data row11 col3\" >0.778868</td>\n                        <td id=\"T_8d49b_row11_col4\" class=\"data row11 col4\" >0.130078</td>\n                        <td id=\"T_8d49b_row11_col5\" class=\"data row11 col5\" >0.246473</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row12\" class=\"row_heading level0 row12\" >Javier Lotus</th>\n                        <td id=\"T_8d49b_row12_col0\" class=\"data row12 col0\" >0.871769</td>\n                        <td id=\"T_8d49b_row12_col1\" class=\"data row12 col1\" >0.911387</td>\n                        <td id=\"T_8d49b_row12_col2\" class=\"data row12 col2\" >0.961055</td>\n                        <td id=\"T_8d49b_row12_col3\" class=\"data row12 col3\" >0.738322</td>\n                        <td id=\"T_8d49b_row12_col4\" class=\"data row12 col4\" >0.420643</td>\n                        <td id=\"T_8d49b_row12_col5\" class=\"data row12 col5\" >1.064035</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row13\" class=\"row_heading level0 row13\" >Doc Anice</th>\n                        <td id=\"T_8d49b_row13_col0\" class=\"data row13 col0\" >0.952379</td>\n                        <td id=\"T_8d49b_row13_col1\" class=\"data row13 col1\" >0.949694</td>\n                        <td id=\"T_8d49b_row13_col2\" class=\"data row13 col2\" >1.137277</td>\n                        <td id=\"T_8d49b_row13_col3\" class=\"data row13 col3\" >1.074003</td>\n                        <td id=\"T_8d49b_row13_col4\" class=\"data row13 col4\" >0.630123</td>\n                        <td id=\"T_8d49b_row13_col5\" class=\"data row13 col5\" >0.777617</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8d49b_level0_row14\" class=\"row_heading level0 row14\" >Lucy Tokkan</th>\n                        <td id=\"T_8d49b_row14_col0\" class=\"data row14 col0\" >0.686331</td>\n                        <td id=\"T_8d49b_row14_col1\" class=\"data row14 col1\" >0.873587</td>\n                        <td id=\"T_8d49b_row14_col2\" class=\"data row14 col2\" >0.568123</td>\n                        <td id=\"T_8d49b_row14_col3\" class=\"data row14 col3\" >0.397660</td>\n                        <td id=\"T_8d49b_row14_col4\" class=\"data row14 col4\" >0.600330</td>\n                        <td id=\"T_8d49b_row14_col5\" class=\"data row14 col5\" >0.394403</td>\n            </tr>\n    </tbody></table>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table, total, avg = improve_team_defense_table(pies, 0.12, shadows=True)\n",
    "display(Markdown(\"Change in Total stars: \" + str(total[\"change_in_defense_stars\"])))\n",
    "display(Markdown(\"Change in Average stars: \" + str(avg[\"change_in_defense_stars\"])))\n",
    "display(table)\n",
    "display(set_heatmap(get_defense_stlats(improve_team_defense(pies, 0.12, shadows=True)), maxVal=1))"
   ],
   "metadata": {
    "collapsed": false,
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   "source": [
    "---\n",
    "## Appendix\n",
    "* [Description of Attributes](https://www.blaseball.wiki/w/Player_Attributes)\n",
    "* [Stlat Viewer](https://slavfox.space/abslve/?foreboding-kaleidoscope#PHIL)\n",
    "* [Historical Player Graphs](http://yoori.space/hloroscopes/)\n"
   ]
  }
 ],
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