Draftbot_RulesText.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import ast\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import Counter\n",
    "pd.set_option('display.max_colwidth', 900)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_draft_to_standard_format(flooey_draft):\n",
    "    draft = []\n",
    "    for pack in flooey_draft['packs']:\n",
    "        pack_list = []\n",
    "        for pick in pack['picks']:\n",
    "            cards = pick['cards']\n",
    "            cards = sorted(cards, key=lambda x: x!=pick['pick'])\n",
    "            pack_list.append(cards)\n",
    "        draft.append(pack_list)\n",
    "    return draft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "draftsjson = json.load(open('allgrn.json'))\n",
    "drafts = [parse_draft_to_standard_format(draft['Draft']) for draft in draftsjson]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create mapping between cards and integers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_cardset(drafts):\n",
    "    cardset = set()\n",
    "    for draft in drafts:\n",
    "        for pack in draft:\n",
    "            for pick in pack:\n",
    "                for card in pick:\n",
    "                    cardset.add(card)\n",
    "    carddict = {card: i for i, card in enumerate(cardset)}\n",
    "    return carddict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cardset = get_cardset(drafts)\n",
    "invcardset = {v: k for k, v in cardset.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2130"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(drafts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[['Risk Factor',\n",
       "   'Never Happened',\n",
       "   'Hired Poisoner',\n",
       "   'Dimir Informant',\n",
       "   'Garrison Sergeant',\n",
       "   'Take Heart',\n",
       "   'Skyknight Legionnaire',\n",
       "   'Pitiless Gorgon',\n",
       "   'Disdainful Stroke',\n",
       "   'Golgari Locket',\n",
       "   'Severed Strands',\n",
       "   'Gird for Battle',\n",
       "   'Sunhome Stalwart',\n",
       "   'Might of the Masses',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Dimir Spybug',\n",
       "   'Wild Ceratok',\n",
       "   'Wishcoin Crab',\n",
       "   'Ornery Goblin',\n",
       "   'Skyline Scout',\n",
       "   'Leapfrog',\n",
       "   'Pitiless Gorgon',\n",
       "   'Hypothesizzle',\n",
       "   'Fearless Halberdier',\n",
       "   'Veiled Shade',\n",
       "   'Muse Drake',\n",
       "   'Thought Erasure',\n",
       "   'Gatekeeper Gargoyle',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['House Guildmage',\n",
       "   'Crushing Canopy',\n",
       "   'Capture Sphere',\n",
       "   'Darkblade Agent',\n",
       "   'Vicious Rumors',\n",
       "   'Douser of Lights',\n",
       "   'Hitchclaw Recluse',\n",
       "   'Torch Courier',\n",
       "   'Sumala Woodshaper',\n",
       "   'Wall of Mist',\n",
       "   'Garrison Sergeant',\n",
       "   'Worldsoul Colossus',\n",
       "   'Izzet Guildgate'],\n",
       "  ['Whisper Agent',\n",
       "   'Blade Instructor',\n",
       "   'Douser of Lights',\n",
       "   'Sworn Companions',\n",
       "   'Vedalken Mesmerist',\n",
       "   'Undercity Uprising',\n",
       "   'Wild Ceratok',\n",
       "   'Sure Strike',\n",
       "   'Centaur Peacemaker',\n",
       "   'Golgari Raiders',\n",
       "   'Kraul Swarm',\n",
       "   'Boros Guildgate'],\n",
       "  ['Notion Rain',\n",
       "   'Sumala Woodshaper',\n",
       "   'Never Happened',\n",
       "   'Sure Strike',\n",
       "   'Fresh-Faced Recruit',\n",
       "   'Rubblebelt Boar',\n",
       "   'Erstwhile Trooper',\n",
       "   'Dimir Informant',\n",
       "   'Wild Ceratok',\n",
       "   'Righteous Blow',\n",
       "   'Gird for Battle'],\n",
       "  ['Severed Strands',\n",
       "   'Blade Instructor',\n",
       "   'Loxodon Restorer',\n",
       "   'Fearless Halberdier',\n",
       "   'Maximize Altitude',\n",
       "   'Urban Utopia',\n",
       "   'Rosemane Centaur',\n",
       "   'Dimir Locket',\n",
       "   'Candlelight Vigil',\n",
       "   'Gird for Battle'],\n",
       "  ['Barrier of Bones',\n",
       "   'Passwall Adept',\n",
       "   'Gravitic Punch',\n",
       "   'Torch Courier',\n",
       "   'Douser of Lights',\n",
       "   'Siege Wurm',\n",
       "   'Skyline Scout',\n",
       "   'Undercity Uprising',\n",
       "   'Glaive of the Guildpact'],\n",
       "  ['Dimir Guildgate',\n",
       "   'Vigorspore Wurm',\n",
       "   'Blade Instructor',\n",
       "   'Torch Courier',\n",
       "   'Wary Okapi',\n",
       "   'Passwall Adept',\n",
       "   'Severed Strands',\n",
       "   'Mausoleum Secrets'],\n",
       "  ['Severed Strands',\n",
       "   'Never Happened',\n",
       "   'Hired Poisoner',\n",
       "   'Garrison Sergeant',\n",
       "   'Take Heart',\n",
       "   'Pitiless Gorgon',\n",
       "   'Golgari Locket'],\n",
       "  ['Wishcoin Crab',\n",
       "   'Wild Ceratok',\n",
       "   'Ornery Goblin',\n",
       "   'Fearless Halberdier',\n",
       "   'Veiled Shade',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Douser of Lights',\n",
       "   'Vicious Rumors',\n",
       "   'Hitchclaw Recluse',\n",
       "   'Torch Courier',\n",
       "   'Wall of Mist'],\n",
       "  ['Kraul Swarm', 'Undercity Uprising', 'Wild Ceratok', 'Golgari Raiders'],\n",
       "  ['Never Happened', 'Erstwhile Trooper', 'Wild Ceratok'],\n",
       "  ['Urban Utopia', 'Candlelight Vigil'],\n",
       "  ['Douser of Lights']],\n",
       " [['Nightveil Predator',\n",
       "   'Unexplained Disappearance',\n",
       "   'Douser of Lights',\n",
       "   'Hired Poisoner',\n",
       "   'Pause for Reflection',\n",
       "   'Garrison Sergeant',\n",
       "   'Righteous Blow',\n",
       "   'Wishcoin Crab',\n",
       "   'Wall of Mist',\n",
       "   'Ironshell Beetle',\n",
       "   'Burglar Rat',\n",
       "   'District Guide',\n",
       "   'Golgari Raiders',\n",
       "   'Swiftblade Vindicator',\n",
       "   'Dimir Guildgate'],\n",
       "  ['Plaguecrafter',\n",
       "   'Barrier of Bones',\n",
       "   'Kraul Foragers',\n",
       "   'Veiled Shade',\n",
       "   'Generous Stray',\n",
       "   'Child of Night',\n",
       "   'Sonic Assault',\n",
       "   'Urban Utopia',\n",
       "   'Ledev Guardian',\n",
       "   'Wojek Bodyguard',\n",
       "   'Centaur Peacemaker',\n",
       "   'Crush Contraband',\n",
       "   \"Firemind's Research\",\n",
       "   'Golgari Guildgate'],\n",
       "  ['Artful Takedown',\n",
       "   'Gateway Plaza',\n",
       "   'Portcullis Vine',\n",
       "   'Boros Locket',\n",
       "   'Hunted Witness',\n",
       "   'Pause for Reflection',\n",
       "   'Vedalken Mesmerist',\n",
       "   'Centaur Peacemaker',\n",
       "   'Intrusive Packbeast',\n",
       "   \"Healer's Hawk\",\n",
       "   'Wand of Vertebrae',\n",
       "   'Necrotic Wound',\n",
       "   'Dimir Guildgate'],\n",
       "  ['Dimir Informant',\n",
       "   'Kraul Foragers',\n",
       "   'Cosmotronic Wave',\n",
       "   'Generous Stray',\n",
       "   'Skyknight Legionnaire',\n",
       "   'Vigorspore Wurm',\n",
       "   'Swarm Guildmage',\n",
       "   'Child of Night',\n",
       "   'Spinal Centipede',\n",
       "   'Justice Strike',\n",
       "   'Book Devourer',\n",
       "   'Dimir Guildgate'],\n",
       "  ['Burglar Rat',\n",
       "   'Fresh-Faced Recruit',\n",
       "   'Rhizome Lurcher',\n",
       "   'Mephitic Vapors',\n",
       "   'Maniacal Rage',\n",
       "   'Fearless Halberdier',\n",
       "   'Siege Wurm',\n",
       "   'Loxodon Restorer',\n",
       "   'Book Devourer',\n",
       "   'Swathcutter Giant',\n",
       "   'Golgari Guildgate'],\n",
       "  ['Notion Rain',\n",
       "   'Erstwhile Trooper',\n",
       "   'Centaur Peacemaker',\n",
       "   'Selesnya Locket',\n",
       "   'Loxodon Restorer',\n",
       "   'Gateway Plaza',\n",
       "   'Take Heart',\n",
       "   'Cosmotronic Wave',\n",
       "   'Capture Sphere',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Burglar Rat',\n",
       "   'Severed Strands',\n",
       "   'Tenth District Guard',\n",
       "   'Radical Idea',\n",
       "   'Rhizome Lurcher',\n",
       "   'Selesnya Locket',\n",
       "   'Severed Strands',\n",
       "   'Invert/Invent',\n",
       "   'Boros Guildgate'],\n",
       "  ['Pitiless Gorgon',\n",
       "   'Ledev Guardian',\n",
       "   'Hitchclaw Recluse',\n",
       "   'Erstwhile Trooper',\n",
       "   'Vicious Rumors',\n",
       "   'Maniacal Rage',\n",
       "   'Street Riot',\n",
       "   'Glowspore Shaman'],\n",
       "  ['Burglar Rat',\n",
       "   'Douser of Lights',\n",
       "   'Hired Poisoner',\n",
       "   'Pause for Reflection',\n",
       "   'Garrison Sergeant',\n",
       "   'Wishcoin Crab',\n",
       "   'Golgari Raiders'],\n",
       "  ['Golgari Guildgate',\n",
       "   'Barrier of Bones',\n",
       "   'Veiled Shade',\n",
       "   'Urban Utopia',\n",
       "   'Ledev Guardian',\n",
       "   'Crush Contraband'],\n",
       "  ['Necrotic Wound',\n",
       "   'Portcullis Vine',\n",
       "   'Boros Locket',\n",
       "   'Pause for Reflection',\n",
       "   'Wand of Vertebrae'],\n",
       "  ['Child of Night', 'Kraul Foragers', 'Spinal Centipede', 'Justice Strike'],\n",
       "  ['Rhizome Lurcher', 'Mephitic Vapors', 'Book Devourer'],\n",
       "  ['Erstwhile Trooper', 'Loxodon Restorer'],\n",
       "  ['Severed Strands']],\n",
       " [['Overgrown Tomb',\n",
       "   \"Healer's Hawk\",\n",
       "   'Douser of Lights',\n",
       "   'Command the Storm',\n",
       "   'Sumala Woodshaper',\n",
       "   'Wishcoin Crab',\n",
       "   'Piston-Fist Cyclops',\n",
       "   'Mephitic Vapors',\n",
       "   'Prey Upon',\n",
       "   'Izzet Locket',\n",
       "   'Gravitic Punch',\n",
       "   'Kraul Swarm',\n",
       "   'Silent Dart',\n",
       "   'Boros Challenger',\n",
       "   'Golgari Guildgate'],\n",
       "  [\"Guildmages' Forum\",\n",
       "   'Luminous Bonds',\n",
       "   'Hypothesizzle',\n",
       "   'Child of Night',\n",
       "   'Maximize Velocity',\n",
       "   'Take Heart',\n",
       "   'Goblin Electromancer',\n",
       "   'Garrison Sergeant',\n",
       "   'Command the Storm',\n",
       "   'Kraul Foragers',\n",
       "   'Pause for Reflection',\n",
       "   'Might of the Masses',\n",
       "   'Sprouting Renewal',\n",
       "   'Boros Guildgate'],\n",
       "  ['Sinister Sabotage',\n",
       "   'Vicious Rumors',\n",
       "   'Douser of Lights',\n",
       "   'Dimir Locket',\n",
       "   'Ironshell Beetle',\n",
       "   'Gravitic Punch',\n",
       "   'Radical Idea',\n",
       "   'Sure Strike',\n",
       "   'Siege Wurm',\n",
       "   \"Healer's Hawk\",\n",
       "   'District Guide',\n",
       "   'Beamsplitter Mage',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Affectionate Indrik',\n",
       "   'Fire Urchin',\n",
       "   'Vernadi Shieldmate',\n",
       "   'Sworn Companions',\n",
       "   'Passwall Adept',\n",
       "   'Muse Drake',\n",
       "   'Pause for Reflection',\n",
       "   'Bartizan Bats',\n",
       "   'Maximize Altitude',\n",
       "   'Electrostatic Field',\n",
       "   'Crush Contraband',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Charnel Troll',\n",
       "   'Ironshell Beetle',\n",
       "   'Burglar Rat',\n",
       "   'Hired Poisoner',\n",
       "   'Moodmark Painter',\n",
       "   'Maniacal Rage',\n",
       "   'Torch Courier',\n",
       "   'Selesnya Locket',\n",
       "   'Lotleth Giant',\n",
       "   'Glowspore Shaman',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Mephitic Vapors',\n",
       "   'Hunted Witness',\n",
       "   'Passwall Adept',\n",
       "   'Righteous Blow',\n",
       "   'Izzet Locket',\n",
       "   'Pitiless Gorgon',\n",
       "   'Centaur Peacemaker',\n",
       "   'Golgari Raiders',\n",
       "   'Ochran Assassin',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Nightveil Predator',\n",
       "   'Passwall Adept',\n",
       "   'Hammer Dropper',\n",
       "   'Izzet Locket',\n",
       "   'Leapfrog',\n",
       "   'Torch Courier',\n",
       "   'Kraul Foragers',\n",
       "   'Collar the Culprit',\n",
       "   'Golgari Guildgate'],\n",
       "  ['Darkblade Agent',\n",
       "   'Darkblade Agent',\n",
       "   'Notion Rain',\n",
       "   'Ornery Goblin',\n",
       "   'Undercity Uprising',\n",
       "   'Garrison Sergeant',\n",
       "   'Fire Urchin',\n",
       "   'Undercity Necrolisk'],\n",
       "  ['Golgari Guildgate',\n",
       "   'Douser of Lights',\n",
       "   'Wishcoin Crab',\n",
       "   'Izzet Locket',\n",
       "   'Gravitic Punch',\n",
       "   'Kraul Swarm',\n",
       "   'Silent Dart'],\n",
       "  ['Kraul Foragers',\n",
       "   'Child of Night',\n",
       "   'Maximize Velocity',\n",
       "   'Take Heart',\n",
       "   'Garrison Sergeant',\n",
       "   'Pause for Reflection'],\n",
       "  ['Douser of Lights',\n",
       "   'Vicious Rumors',\n",
       "   'Ironshell Beetle',\n",
       "   'Gravitic Punch',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Bartizan Bats',\n",
       "   'Passwall Adept',\n",
       "   'Maximize Altitude',\n",
       "   'Selesnya Guildgate'],\n",
       "  ['Hired Poisoner', 'Moodmark Painter', 'Lotleth Giant'],\n",
       "  ['Pitiless Gorgon', 'Ochran Assassin'],\n",
       "  ['Torch Courier']]]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drafts[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get rules text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://mtgjson.com/json/GRN.json'\n",
    "import requests\n",
    "cards_json = json.loads(requests.get(url).content)['cards']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['artist', 'borderColor', 'colorIdentity', 'colors', 'convertedManaCost', 'flavorText', 'foreignData', 'frameVersion', 'hasFoil', 'hasNonFoil', 'layout', 'legalities', 'manaCost', 'mcmId', 'mcmMetaId', 'mtgstocksId', 'multiverseId', 'name', 'number', 'originalText', 'originalType', 'power', 'prices', 'printings', 'purchaseUrls', 'rarity', 'rulings', 'scryfallId', 'scryfallIllustrationId', 'scryfallOracleId', 'subtypes', 'supertypes', 'tcgplayerProductId', 'tcgplayerPurchaseUrl', 'text', 'toughness', 'type', 'types', 'uuid'])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cards_json[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "ALL_TYPES = list(set([c for card in cards_json for c in card['types']]))\n",
    "ALL_SUBTYPES = list(set([c for card in cards_json for c in card['subtypes']]))\n",
    "ALL_SUPERTYPES = list(set([c for card in cards_json for c in card['supertypes']]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "text_words = Counter()\n",
    "for card in cards_json:\n",
    "    if 'text' in card:\n",
    "        for word in card['text'].split():\n",
    "            text_words[word] += 1\n",
    "VOCABULARY = [word for word in text_words if text_words[word] > 4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vectorize_json(card):\n",
    "    fields = [\n",
    "        'colors', 'manaCost', 'types', 'text', 'supertypes', 'subtypes', 'power', 'toughness' \n",
    "    ]\n",
    "    vector = []\n",
    "    for field in fields:\n",
    "        new_vector = vectorize_field(field, card)\n",
    "        vector += new_vector or []\n",
    "    return np.array(vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vectorize_field(field, card):\n",
    "    if field == 'colors':\n",
    "        colors_vec = [0] * 5\n",
    "        for i, color in enumerate('WUBRG'):\n",
    "            if color in card['colors']:\n",
    "                colors_vec[i] = 1\n",
    "        return colors_vec\n",
    "    elif field == 'manaCost':\n",
    "        cardfield = card[field]\n",
    "        mana_vec = [0] * 6\n",
    "        mana_vec[1] = cardfield.count('{W}')\n",
    "        mana_vec[2] = cardfield.count('{U}')\n",
    "        mana_vec[3] = cardfield.count('{B}')\n",
    "        mana_vec[4] = cardfield.count('{R}')\n",
    "        mana_vec[5] = cardfield.count('{G}')\n",
    "        for c in cardfield:\n",
    "            try:\n",
    "                mana_vec[0] = int(c)\n",
    "                return mana_vec\n",
    "            except:\n",
    "                continue\n",
    "    elif field == 'types':\n",
    "        cardfield = card[field]\n",
    "        typesvec = []\n",
    "        for ty in ALL_TYPES:\n",
    "            typesvec.append(int(ty in cardfield))\n",
    "        return typesvec\n",
    "    elif field == 'subtypes':\n",
    "        cardfield = card[field]\n",
    "        subtypesvec = []\n",
    "        for ty in ALL_SUBTYPES:\n",
    "            subtypesvec.append(int(ty in cardfield))\n",
    "        return subtypesvec\n",
    "    elif field == 'power':\n",
    "        if field not in card:\n",
    "            return [-1]\n",
    "        cardfield = card[field]\n",
    "        return [int(cardfield)]\n",
    "    elif field == 'toughness':\n",
    "        if field not in card:\n",
    "            return [-1]\n",
    "        cardfield = card[field]\n",
    "        return [int(cardfield)]\n",
    "    elif field == 'text':\n",
    "        cardwords = card[field].split()\n",
    "        return [cardwords.count(word) for word in VOCABULARY]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  1,  0,  0,  2,  0,  1,  1,  0,  0,  0,  0,  0,  0,  0,  1,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  1,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  1,  1,  0,  1,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  1,\n",
       "        2,  1,  1,  1,  1,  1,  1,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
       "        0,  0,  0,  0,  0,  0,  0,  0,  0,  0, -1, -1])"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorize_json(cards_json[3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convert drafts to vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vectorize_drafts(drafts):\n",
    "    cardset = get_cardset(drafts)\n",
    "    flooey_drafts = [parse_draft_to_flooey_format(draft) for draft in drafts]\n",
    "    return [vectorize_draft(draft, cardset) for draft in flooey_drafts]\n",
    "\n",
    "def vectorize_draft(draft, cardset):\n",
    "    draft_x = np.zeros([3, len(draft[0][0]), len(cardset) * 2])\n",
    "    draft_y = np.zeros([3, len(draft[0][0]), len(cardset)])\n",
    "    pile = np.zeros(len(cardset))\n",
    "    for pa, pack in enumerate(draft):\n",
    "        for pi, pick in enumerate(pack):\n",
    "            draft_y[pa][pi][cardset.get(pick[0], -1)] = 1\n",
    "            x1 = np.zeros(len(cardset))\n",
    "            for card in pick:\n",
    "                if card in cardset:\n",
    "                    x1[cardset[card]] += 1\n",
    "                else:\n",
    "                    x1[-1] += 1\n",
    "            draft_x[pa][pi] = np.append(x1, pile)\n",
    "            pile[cardset.get(pick[0], -1)] += 1\n",
    "            \n",
    "    return {'draft_x': draft_x, 'draft_y': draft_y}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rudimentary train/test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1704, 426)\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "random.shuffle(drafts)\n",
    "split_no = int(len(drafts) * 0.8)\n",
    "train = drafts[:split_no]\n",
    "test = drafts[split_no:]\n",
    "print(len(train), len(test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DraftGenerator(trainset, batch_size=20):\n",
    "    while True:\n",
    "        for i in range(0, len(trainset) / batch_size):\n",
    "            flooey_drafts = trainset[i*batch_size:(i+1)*batch_size]\n",
    "            draftsv = [vectorize_draft(draft, cardset) for draft in flooey_drafts]\n",
    "            X, Y = [], []\n",
    "            for draft in draftsv:\n",
    "                draft_x = draft['draft_x']\n",
    "                draft_y = draft['draft_y']\n",
    "                for pack in range(len(draft_x)):\n",
    "                    for pick in range(len(draft_x[pack])):\n",
    "                        Y.append(draft_y[pack][pick])\n",
    "                        X.append(draft_x[pack][pick].flatten())\n",
    "            yield (np.array(X), np.array(Y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation, Dropout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "model.add(Dense(\n",
    "    512, activation='relu',\n",
    "    input_dim=len(cardset) * 2\n",
    "))\n",
    "model.add(Dropout(0.5))\n",
    "model.add(Dense(512))\n",
    "model.add(Dropout(0.5))\n",
    "model.add(Dense(len(cardset), activation='softmax'))\n",
    "model.compile(\n",
    "    optimizer='rmsprop',\n",
    "    loss='categorical_crossentropy',\n",
    "    metrics=['accuracy']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "dg = DraftGenerator(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 20\n",
    "model.fit_generator(dg, steps_per_epoch=len(train) / batch_size, epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "dgtest = DraftGenerator(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5889947073800224"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate_generator(dgtest, steps=len(test) / batch_size)[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Show picks from some sample drafts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "testv = [vectorize_draft(draft, cardset) for draft in test]\n",
    "X, Y = [], []\n",
    "for draft in testv:\n",
    "    draft_x = draft['draft_x']\n",
    "    draft_y = draft['draft_y']\n",
    "    for pack in range(len(draft_x)):\n",
    "        for pick in range(len(draft_x[pack])):\n",
    "            Y.append(draft_y[pack][pick])\n",
    "            X.append(draft_x[pack][pick].flatten())\n",
    "test_y = np.array(Y)\n",
    "test_x = np.array(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "ypred = model.predict(test_x)\n",
    "ypred = [invcardset[np.argmax(yp)] for yp in ypred]\n",
    "ytrue = []\n",
    "cards_list = []\n",
    "for draft in test:\n",
    "    for pack in draft:\n",
    "        for pick in pack:\n",
    "            ytrue.append(pick[0])\n",
    "            cards_list.append(pick)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\n",
    "    'options': cards_list[:19000],\n",
    "    'predicted': ypred[:19000],\n",
    "    'taken': ytrue[:19000]\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>options</th>\n",
       "      <th>predicted</th>\n",
       "      <th>taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Affectionate Indrik, Ledev Guardian, Sumala Woodshaper, Leapfrog, Hammer Dropper, Rhizome Lurcher, Siege Wurm, Devious Cover-Up, Parhelion Patrol, Vicious Rumors, Skyknight Legionnaire, Inspiring Unicorn, Molderhulk, Firemind's Research, Izzet Guildgate]</td>\n",
       "      <td>Skyknight Legionnaire</td>\n",
       "      <td>Affectionate Indrik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Necrotic Wound, Pack's Favor, Unexplained Disappearance, Boros Locket, Rhizome Lurcher, Luminous Bonds, Goblin Electromancer, Crushing Canopy, Capture Sphere, Darkblade Agent, Vicious Rumors, Lotleth Giant, Crush Contraband, Izzet Guildgate]</td>\n",
       "      <td>Luminous Bonds</td>\n",
       "      <td>Necrotic Wound</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Murmuring Mystic, Vicious Rumors, Spinal Centipede, Golgari Locket, Leapfrog, Radical Idea, Hammer Dropper, Dead Weight, Sumala Woodshaper, Maximize Altitude, Gravitic Punch, Smelt-Ward Minotaur, Selesnya Guildgate]</td>\n",
       "      <td>Murmuring Mystic</td>\n",
       "      <td>Murmuring Mystic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Dimir Guildgate, Cosmotronic Wave, Disdainful Stroke, Radical Idea, Maniacal Rage, Intrusive Packbeast, Douser of Lights, Hitchclaw Recluse, Loxodon Restorer, Swathcutter Giant, Flower/Flourish, Golgari Raiders]</td>\n",
       "      <td>Radical Idea</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Beacon Bolt, Severed Strands, Fearless Halberdier, Whisper Agent, Torch Courier, Collar the Culprit, Vedalken Mesmerist, Crushing Canopy, Molderhulk, Guild Summit, Golgari Guildgate]</td>\n",
       "      <td>Whisper Agent</td>\n",
       "      <td>Beacon Bolt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[Gatekeeper Gargoyle, Undercity Uprising, Devkarin Dissident, Goblin Locksmith, Vicious Rumors, Boros Locket, Wojek Bodyguard, Maximize Altitude, Selective Snare, Boros Guildgate]</td>\n",
       "      <td>Wojek Bodyguard</td>\n",
       "      <td>Gatekeeper Gargoyle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[Gateway Plaza, Generous Stray, Douser of Lights, Take Heart, Dazzling Lights, Dimir Locket, Inspiring Unicorn, Invert/Invent, Izzet Guildgate]</td>\n",
       "      <td>Invert/Invent</td>\n",
       "      <td>Gateway Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[Devious Cover-Up, Garrison Sergeant, Fearless Halberdier, Mephitic Vapors, Izzet Locket, Pack's Favor, Crush Contraband, Selesnya Guildgate]</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[Devious Cover-Up, Ledev Guardian, Sumala Woodshaper, Hammer Dropper, Vicious Rumors, Molderhulk, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[Izzet Guildgate, Boros Locket, Crushing Canopy, Vicious Rumors, Lotleth Giant, Crush Contraband]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[Leapfrog, Vicious Rumors, Maximize Altitude, Gravitic Punch, Selesnya Guildgate]</td>\n",
       "      <td>Maximize Altitude</td>\n",
       "      <td>Leapfrog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[Hitchclaw Recluse, Maniacal Rage, Intrusive Packbeast, Golgari Raiders]</td>\n",
       "      <td>Hitchclaw Recluse</td>\n",
       "      <td>Hitchclaw Recluse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[Molderhulk, Fearless Halberdier, Torch Courier]</td>\n",
       "      <td>Molderhulk</td>\n",
       "      <td>Molderhulk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[Boros Locket, Vicious Rumors]</td>\n",
       "      <td>Vicious Rumors</td>\n",
       "      <td>Boros Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[Dazzling Lights]</td>\n",
       "      <td>Dazzling Lights</td>\n",
       "      <td>Dazzling Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[Whisper Agent, Maximize Velocity, Skyknight Legionnaire, Fresh-Faced Recruit, Never Happened, Ironshell Beetle, Wishcoin Crab, Hunted Witness, Izzet Locket, Radical Idea, Conclave Guildmage, Conclave Cavalier, Creeping Chill, Response/Resurgence, Boros Guildgate]</td>\n",
       "      <td>Response/Resurgence</td>\n",
       "      <td>Whisper Agent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[Expansion/Explosion, Pause for Reflection, Gateway Plaza, Leapfrog, Veiled Shade, Fire Urchin, Blade Instructor, Loxodon Restorer, Fearless Halberdier, Maximize Altitude, Whispering Snitch, Rampaging Monument, Crackling Drake, Boros Guildgate]</td>\n",
       "      <td>Expansion/Explosion</td>\n",
       "      <td>Expansion/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[Direct Current, Maximize Altitude, Barrier of Bones, Siege Wurm, Douser of Lights, Maximize Velocity, Pause for Reflection, Hired Poisoner, Boros Locket, Take Heart, Goblin Banneret, Thought Erasure, Dimir Guildgate]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Direct Current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[Chemister's Insight, Skyline Scout, Wishcoin Crab, Prey Upon, Dimir Informant, Erstwhile Trooper, Douser of Lights, Cosmotronic Wave, Barrier of Bones, Electrostatic Field, Swathcutter Giant, Boros Guildgate]</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[League Guildmage, Dazzling Lights, Sworn Companions, Rosemane Centaur, Pause for Reflection, Command the Storm, Capture Sphere, Hunted Witness, Bartizan Bats, Disdainful Stroke, Selesnya Guildgate]</td>\n",
       "      <td>League Guildmage</td>\n",
       "      <td>League Guildmage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[Goblin Electromancer, Candlelight Vigil, Pause for Reflection, Sure Strike, Rubblebelt Boar, Thought Erasure, Sinister Sabotage, Wand of Vertebrae, Chromatic Lantern, Dimir Guildgate]</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "      <td>Goblin Electromancer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[Vedalken Mesmerist, Centaur Peacemaker, Maximize Velocity, Maniacal Rage, Wild Ceratok, Sumala Woodshaper, Street Riot, Hellkite Whelp, Golgari Guildgate]</td>\n",
       "      <td>Vedalken Mesmerist</td>\n",
       "      <td>Vedalken Mesmerist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[Dimir Guildgate, Pause for Reflection, Erstwhile Trooper, Portcullis Vine, Mephitic Vapors, Torch Courier, Wand of Vertebrae, Guild Summit]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[Boros Guildgate, Maximize Velocity, Skyknight Legionnaire, Wishcoin Crab, Hunted Witness, Izzet Locket, Conclave Guildmage]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[Maximize Altitude, Pause for Reflection, Leapfrog, Veiled Shade, Loxodon Restorer, Fearless Halberdier]</td>\n",
       "      <td>Leapfrog</td>\n",
       "      <td>Maximize Altitude</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[Dimir Guildgate, Douser of Lights, Maximize Velocity, Pause for Reflection, Boros Locket]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[Swathcutter Giant, Wishcoin Crab, Erstwhile Trooper, Cosmotronic Wave]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Swathcutter Giant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[Dazzling Lights, Sworn Companions, Pause for Reflection]</td>\n",
       "      <td>Dazzling Lights</td>\n",
       "      <td>Dazzling Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[Wand of Vertebrae, Candlelight Vigil]</td>\n",
       "      <td>Wand of Vertebrae</td>\n",
       "      <td>Wand of Vertebrae</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[Street Riot]</td>\n",
       "      <td>Street Riot</td>\n",
       "      <td>Street Riot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[Expansion/Explosion, Watcher in the Mist, Vedalken Mesmerist, Hammer Dropper, Maniacal Rage, Centaur Peacemaker, Spinal Centipede, Vicious Rumors, Hitchclaw Recluse, Gateway Plaza, Barging Sergeant, Chemister's Insight, Flight of Equenauts, Conclave Guildmage, Dimir Guildgate]</td>\n",
       "      <td>Expansion/Explosion</td>\n",
       "      <td>Expansion/Explosion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[Hypothesizzle, Child of Night, Vedalken Mesmerist, Siege Wurm, Dimir Locket, Healer's Hawk, Capture Sphere, Maximize Velocity, Righteous Blow, Maximize Altitude, Plaguecrafter, Demotion, Citywide Bust, Golgari Guildgate]</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[Experimental Frenzy, Hammer Dropper, Sumala Woodshaper, Hitchclaw Recluse, Gateway Plaza, Deadly Visit, Loxodon Restorer, Kraul Foragers, Cosmotronic Wave, Generous Stray, Dimir Informant, Creeping Chill, Dimir Guildgate]</td>\n",
       "      <td>Deadly Visit</td>\n",
       "      <td>Experimental Frenzy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[Nightveil Sprite, Fire Urchin, Pitiless Gorgon, Mephitic Vapors, Bartizan Bats, Notion Rain, Wild Ceratok, Kraul Foragers, Collar the Culprit, Devious Cover-Up, Thoughtbound Phantasm, Izzet Guildgate]</td>\n",
       "      <td>Nightveil Sprite</td>\n",
       "      <td>Nightveil Sprite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[Invert/Invent, Sonic Assault, Guild Summit, Rubblebelt Boar, Mephitic Vapors, Gateway Plaza, Portcullis Vine, Boros Locket, Hunted Witness, Hellkite Whelp, Glaive of the Guildpact]</td>\n",
       "      <td>Guild Summit</td>\n",
       "      <td>Invert/Invent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>[Wishcoin Crab, Hitchclaw Recluse, Hunted Witness, Erstwhile Trooper, Intrusive Packbeast, Gateway Plaza, Douser of Lights, Goblin Banneret, Swiftblade Vindicator, Selesnya Guildgate]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[Passwall Adept, Pilfering Imp, Selesnya Locket, Sworn Companions, Crushing Canopy, Moodmark Painter, Hunted Witness, Righteous Blow, Creeping Chill]</td>\n",
       "      <td>Pilfering Imp</td>\n",
       "      <td>Passwall Adept</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[Guild Summit, Goblin Locksmith, Maniacal Rage, Parhelion Patrol, Skyline Scout, Pause for Reflection, Wary Okapi, Golgari Guildgate]</td>\n",
       "      <td>Guild Summit</td>\n",
       "      <td>Guild Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[Gateway Plaza, Vedalken Mesmerist, Hammer Dropper, Maniacal Rage, Vicious Rumors, Hitchclaw Recluse, Flight of Equenauts]</td>\n",
       "      <td>Gateway Plaza</td>\n",
       "      <td>Gateway Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>[Vedalken Mesmerist, Dimir Locket, Maximize Velocity, Demotion, Citywide Bust, Golgari Guildgate]</td>\n",
       "      <td>Dimir Locket</td>\n",
       "      <td>Vedalken Mesmerist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>[Dimir Guildgate, Hammer Dropper, Hitchclaw Recluse, Loxodon Restorer, Kraul Foragers]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>[Devious Cover-Up, Mephitic Vapors, Notion Rain, Wild Ceratok]</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>[Guild Summit, Portcullis Vine, Boros Locket]</td>\n",
       "      <td>Guild Summit</td>\n",
       "      <td>Guild Summit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>[Intrusive Packbeast, Hunted Witness]</td>\n",
       "      <td>Izzet Locket</td>\n",
       "      <td>Intrusive Packbeast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>[Selesnya Locket]</td>\n",
       "      <td>Selesnya Locket</td>\n",
       "      <td>Selesnya Locket</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                   options  \\\n",
       "0                          [Affectionate Indrik, Ledev Guardian, Sumala Woodshaper, Leapfrog, Hammer Dropper, Rhizome Lurcher, Siege Wurm, Devious Cover-Up, Parhelion Patrol, Vicious Rumors, Skyknight Legionnaire, Inspiring Unicorn, Molderhulk, Firemind's Research, Izzet Guildgate]   \n",
       "1                                       [Necrotic Wound, Pack's Favor, Unexplained Disappearance, Boros Locket, Rhizome Lurcher, Luminous Bonds, Goblin Electromancer, Crushing Canopy, Capture Sphere, Darkblade Agent, Vicious Rumors, Lotleth Giant, Crush Contraband, Izzet Guildgate]   \n",
       "2                                                                 [Murmuring Mystic, Vicious Rumors, Spinal Centipede, Golgari Locket, Leapfrog, Radical Idea, Hammer Dropper, Dead Weight, Sumala Woodshaper, Maximize Altitude, Gravitic Punch, Smelt-Ward Minotaur, Selesnya Guildgate]   \n",
       "3                                                                     [Dimir Guildgate, Cosmotronic Wave, Disdainful Stroke, Radical Idea, Maniacal Rage, Intrusive Packbeast, Douser of Lights, Hitchclaw Recluse, Loxodon Restorer, Swathcutter Giant, Flower/Flourish, Golgari Raiders]   \n",
       "4                                                                                                  [Beacon Bolt, Severed Strands, Fearless Halberdier, Whisper Agent, Torch Courier, Collar the Culprit, Vedalken Mesmerist, Crushing Canopy, Molderhulk, Guild Summit, Golgari Guildgate]   \n",
       "5                                                                                                      [Gatekeeper Gargoyle, Undercity Uprising, Devkarin Dissident, Goblin Locksmith, Vicious Rumors, Boros Locket, Wojek Bodyguard, Maximize Altitude, Selective Snare, Boros Guildgate]   \n",
       "6                                                                                                                                          [Gateway Plaza, Generous Stray, Douser of Lights, Take Heart, Dazzling Lights, Dimir Locket, Inspiring Unicorn, Invert/Invent, Izzet Guildgate]   \n",
       "7                                                                                                                                            [Devious Cover-Up, Garrison Sergeant, Fearless Halberdier, Mephitic Vapors, Izzet Locket, Pack's Favor, Crush Contraband, Selesnya Guildgate]   \n",
       "8                                                                                                                                                                       [Devious Cover-Up, Ledev Guardian, Sumala Woodshaper, Hammer Dropper, Vicious Rumors, Molderhulk, Izzet Guildgate]   \n",
       "9                                                                                                                                                                                        [Izzet Guildgate, Boros Locket, Crushing Canopy, Vicious Rumors, Lotleth Giant, Crush Contraband]   \n",
       "10                                                                                                                                                                                                       [Leapfrog, Vicious Rumors, Maximize Altitude, Gravitic Punch, Selesnya Guildgate]   \n",
       "11                                                                                                                                                                                                                [Hitchclaw Recluse, Maniacal Rage, Intrusive Packbeast, Golgari Raiders]   \n",
       "12                                                                                                                                                                                                                                        [Molderhulk, Fearless Halberdier, Torch Courier]   \n",
       "13                                                                                                                                                                                                                                                          [Boros Locket, Vicious Rumors]   \n",
       "14                                                                                                                                                                                                                                                                       [Dazzling Lights]   \n",
       "15                [Whisper Agent, Maximize Velocity, Skyknight Legionnaire, Fresh-Faced Recruit, Never Happened, Ironshell Beetle, Wishcoin Crab, Hunted Witness, Izzet Locket, Radical Idea, Conclave Guildmage, Conclave Cavalier, Creeping Chill, Response/Resurgence, Boros Guildgate]   \n",
       "16                                    [Expansion/Explosion, Pause for Reflection, Gateway Plaza, Leapfrog, Veiled Shade, Fire Urchin, Blade Instructor, Loxodon Restorer, Fearless Halberdier, Maximize Altitude, Whispering Snitch, Rampaging Monument, Crackling Drake, Boros Guildgate]   \n",
       "17                                                               [Direct Current, Maximize Altitude, Barrier of Bones, Siege Wurm, Douser of Lights, Maximize Velocity, Pause for Reflection, Hired Poisoner, Boros Locket, Take Heart, Goblin Banneret, Thought Erasure, Dimir Guildgate]   \n",
       "18                                                                       [Chemister's Insight, Skyline Scout, Wishcoin Crab, Prey Upon, Dimir Informant, Erstwhile Trooper, Douser of Lights, Cosmotronic Wave, Barrier of Bones, Electrostatic Field, Swathcutter Giant, Boros Guildgate]   \n",
       "19                                                                                  [League Guildmage, Dazzling Lights, Sworn Companions, Rosemane Centaur, Pause for Reflection, Command the Storm, Capture Sphere, Hunted Witness, Bartizan Bats, Disdainful Stroke, Selesnya Guildgate]   \n",
       "20                                                                                                [Goblin Electromancer, Candlelight Vigil, Pause for Reflection, Sure Strike, Rubblebelt Boar, Thought Erasure, Sinister Sabotage, Wand of Vertebrae, Chromatic Lantern, Dimir Guildgate]   \n",
       "21                                                                                                                             [Vedalken Mesmerist, Centaur Peacemaker, Maximize Velocity, Maniacal Rage, Wild Ceratok, Sumala Woodshaper, Street Riot, Hellkite Whelp, Golgari Guildgate]   \n",
       "22                                                                                                                                            [Dimir Guildgate, Pause for Reflection, Erstwhile Trooper, Portcullis Vine, Mephitic Vapors, Torch Courier, Wand of Vertebrae, Guild Summit]   \n",
       "23                                                                                                                                                            [Boros Guildgate, Maximize Velocity, Skyknight Legionnaire, Wishcoin Crab, Hunted Witness, Izzet Locket, Conclave Guildmage]   \n",
       "24                                                                                                                                                                                [Maximize Altitude, Pause for Reflection, Leapfrog, Veiled Shade, Loxodon Restorer, Fearless Halberdier]   \n",
       "25                                                                                                                                                                                              [Dimir Guildgate, Douser of Lights, Maximize Velocity, Pause for Reflection, Boros Locket]   \n",
       "26                                                                                                                                                                                                                 [Swathcutter Giant, Wishcoin Crab, Erstwhile Trooper, Cosmotronic Wave]   \n",
       "27                                                                                                                                                                                                                               [Dazzling Lights, Sworn Companions, Pause for Reflection]   \n",
       "28                                                                                                                                                                                                                                                  [Wand of Vertebrae, Candlelight Vigil]   \n",
       "29                                                                                                                                                                                                                                                                           [Street Riot]   \n",
       "30  [Expansion/Explosion, Watcher in the Mist, Vedalken Mesmerist, Hammer Dropper, Maniacal Rage, Centaur Peacemaker, Spinal Centipede, Vicious Rumors, Hitchclaw Recluse, Gateway Plaza, Barging Sergeant, Chemister's Insight, Flight of Equenauts, Conclave Guildmage, Dimir Guildgate]   \n",
       "31                                                           [Hypothesizzle, Child of Night, Vedalken Mesmerist, Siege Wurm, Dimir Locket, Healer's Hawk, Capture Sphere, Maximize Velocity, Righteous Blow, Maximize Altitude, Plaguecrafter, Demotion, Citywide Bust, Golgari Guildgate]   \n",
       "32                                                          [Experimental Frenzy, Hammer Dropper, Sumala Woodshaper, Hitchclaw Recluse, Gateway Plaza, Deadly Visit, Loxodon Restorer, Kraul Foragers, Cosmotronic Wave, Generous Stray, Dimir Informant, Creeping Chill, Dimir Guildgate]   \n",
       "33                                                                               [Nightveil Sprite, Fire Urchin, Pitiless Gorgon, Mephitic Vapors, Bartizan Bats, Notion Rain, Wild Ceratok, Kraul Foragers, Collar the Culprit, Devious Cover-Up, Thoughtbound Phantasm, Izzet Guildgate]   \n",
       "34                                                                                                   [Invert/Invent, Sonic Assault, Guild Summit, Rubblebelt Boar, Mephitic Vapors, Gateway Plaza, Portcullis Vine, Boros Locket, Hunted Witness, Hellkite Whelp, Glaive of the Guildpact]   \n",
       "35                                                                                                 [Wishcoin Crab, Hitchclaw Recluse, Hunted Witness, Erstwhile Trooper, Intrusive Packbeast, Gateway Plaza, Douser of Lights, Goblin Banneret, Swiftblade Vindicator, Selesnya Guildgate]   \n",
       "36                                                                                                                                   [Passwall Adept, Pilfering Imp, Selesnya Locket, Sworn Companions, Crushing Canopy, Moodmark Painter, Hunted Witness, Righteous Blow, Creeping Chill]   \n",
       "37                                                                                                                                                   [Guild Summit, Goblin Locksmith, Maniacal Rage, Parhelion Patrol, Skyline Scout, Pause for Reflection, Wary Okapi, Golgari Guildgate]   \n",
       "38                                                                                                                                                              [Gateway Plaza, Vedalken Mesmerist, Hammer Dropper, Maniacal Rage, Vicious Rumors, Hitchclaw Recluse, Flight of Equenauts]   \n",
       "39                                                                                                                                                                                       [Vedalken Mesmerist, Dimir Locket, Maximize Velocity, Demotion, Citywide Bust, Golgari Guildgate]   \n",
       "40                                                                                                                                                                                                  [Dimir Guildgate, Hammer Dropper, Hitchclaw Recluse, Loxodon Restorer, Kraul Foragers]   \n",
       "41                                                                                                                                                                                                                          [Devious Cover-Up, Mephitic Vapors, Notion Rain, Wild Ceratok]   \n",
       "42                                                                                                                                                                                                                                           [Guild Summit, Portcullis Vine, Boros Locket]   \n",
       "43                                                                                                                                                                                                                                                   [Intrusive Packbeast, Hunted Witness]   \n",
       "44                                                                                                                                                                                                                                                                       [Selesnya Locket]   \n",
       "\n",
       "                predicted                 taken  \n",
       "0   Skyknight Legionnaire   Affectionate Indrik  \n",
       "1          Luminous Bonds        Necrotic Wound  \n",
       "2        Murmuring Mystic      Murmuring Mystic  \n",
       "3            Radical Idea       Dimir Guildgate  \n",
       "4           Whisper Agent           Beacon Bolt  \n",
       "5         Wojek Bodyguard   Gatekeeper Gargoyle  \n",
       "6           Invert/Invent         Gateway Plaza  \n",
       "7        Devious Cover-Up      Devious Cover-Up  \n",
       "8         Izzet Guildgate      Devious Cover-Up  \n",
       "9         Izzet Guildgate       Izzet Guildgate  \n",
       "10      Maximize Altitude              Leapfrog  \n",
       "11      Hitchclaw Recluse     Hitchclaw Recluse  \n",
       "12             Molderhulk            Molderhulk  \n",
       "13         Vicious Rumors          Boros Locket  \n",
       "14        Dazzling Lights       Dazzling Lights  \n",
       "15    Response/Resurgence         Whisper Agent  \n",
       "16    Expansion/Explosion   Expansion/Explosion  \n",
       "17        Dimir Guildgate        Direct Current  \n",
       "18    Chemister's Insight   Chemister's Insight  \n",
       "19       League Guildmage      League Guildmage  \n",
       "20      Sinister Sabotage  Goblin Electromancer  \n",
       "21     Vedalken Mesmerist    Vedalken Mesmerist  \n",
       "22        Dimir Guildgate       Dimir Guildgate  \n",
       "23          Wishcoin Crab       Boros Guildgate  \n",
       "24               Leapfrog     Maximize Altitude  \n",
       "25        Dimir Guildgate       Dimir Guildgate  \n",
       "26          Wishcoin Crab     Swathcutter Giant  \n",
       "27        Dazzling Lights       Dazzling Lights  \n",
       "28      Wand of Vertebrae     Wand of Vertebrae  \n",
       "29            Street Riot           Street Riot  \n",
       "30    Expansion/Explosion   Expansion/Explosion  \n",
       "31          Hypothesizzle         Hypothesizzle  \n",
       "32           Deadly Visit   Experimental Frenzy  \n",
       "33       Nightveil Sprite      Nightveil Sprite  \n",
       "34           Guild Summit         Invert/Invent  \n",
       "35          Wishcoin Crab         Wishcoin Crab  \n",
       "36          Pilfering Imp        Passwall Adept  \n",
       "37           Guild Summit          Guild Summit  \n",
       "38          Gateway Plaza         Gateway Plaza  \n",
       "39           Dimir Locket    Vedalken Mesmerist  \n",
       "40        Dimir Guildgate       Dimir Guildgate  \n",
       "41       Devious Cover-Up      Devious Cover-Up  \n",
       "42           Guild Summit          Guild Summit  \n",
       "43           Izzet Locket   Intrusive Packbeast  \n",
       "44        Selesnya Locket       Selesnya Locket  "
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[:45]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>options</th>\n",
       "      <th>predicted</th>\n",
       "      <th>taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>[Chemister's Insight, Fearless Halberdier, Skyknight Legionnaire, Urban Utopia, Spinal Centipede, Mephitic Vapors, Dimir Locket, Golgari Locket, Candlelight Vigil, Hypothesizzle, Muse Drake, Invert/Invent, Justice Strike, Deafening Clarion, Golgari Guildgate]</td>\n",
       "      <td>Deafening Clarion</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>[Underrealm Lich, Never Happened, Gravitic Punch, Rhizome Lurcher, Barging Sergeant, Vedalken Mesmerist, Crushing Canopy, Ledev Guardian, Loxodon Restorer, Maniacal Rage, Ornery Goblin, Flower/Flourish, Truefire Captain, Selesnya Guildgate]</td>\n",
       "      <td>Underrealm Lich</td>\n",
       "      <td>Underrealm Lich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>[Hatchery Spider, Hunted Witness, Sworn Companions, Hired Poisoner, Rubblebelt Boar, Passwall Adept, Dazzling Lights, Selesnya Locket, Hitchclaw Recluse, Fearless Halberdier, Might of the Masses, Book Devourer, Dimir Guildgate]</td>\n",
       "      <td>Hatchery Spider</td>\n",
       "      <td>Hatchery Spider</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>[Status/Statue, Leapfrog, Pitiless Gorgon, Barrier of Bones, Erstwhile Trooper, Dimir Informant, Dead Weight, Goblin Electromancer, Sure Strike, Justice Strike, Discovery/Dispersal, Selesnya Guildgate]</td>\n",
       "      <td>Status/Statue</td>\n",
       "      <td>Status/Statue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>[Whisper Agent, Wishcoin Crab, Wall of Mist, Veiled Shade, Dimir Informant, Ledev Guardian, Selesnya Locket, Prey Upon, Inescapable Blaze, Wand of Vertebrae, Selesnya Guildgate]</td>\n",
       "      <td>Whisper Agent</td>\n",
       "      <td>Whisper Agent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>[Darkblade Agent, Collar the Culprit, Wild Ceratok, Intrusive Packbeast, Barrier of Bones, Crushing Canopy, Passwall Adept, Prey Upon, Wand of Vertebrae, Boros Guildgate]</td>\n",
       "      <td>Prey Upon</td>\n",
       "      <td>Darkblade Agent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>[Golgari Guildgate, Pack's Favor, Torch Courier, Undercity Uprising, Child of Night, Veiled Shade, Leapfrog, Undercity Necrolisk, Golgari Raiders]</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>[Gateway Plaza, Wary Okapi, Vicious Rumors, Piston-Fist Cyclops, Undercity Uprising, Garrison Sergeant, Generous Stray, Izzet Guildgate]</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "      <td>Gateway Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>[Mephitic Vapors, Fearless Halberdier, Urban Utopia, Dimir Locket, Golgari Locket, Candlelight Vigil, Invert/Invent]</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>[Crushing Canopy, Never Happened, Gravitic Punch, Vedalken Mesmerist, Ledev Guardian, Loxodon Restorer]</td>\n",
       "      <td>Crushing Canopy</td>\n",
       "      <td>Crushing Canopy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>[Dimir Guildgate, Dazzling Lights, Selesnya Locket, Fearless Halberdier, Book Devourer]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>[Selesnya Guildgate, Leapfrog, Barrier of Bones, Erstwhile Trooper]</td>\n",
       "      <td>Selesnya Guildgate</td>\n",
       "      <td>Selesnya Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>[Wishcoin Crab, Selesnya Locket, Wand of Vertebrae]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>[Collar the Culprit, Wild Ceratok]</td>\n",
       "      <td>Wild Ceratok</td>\n",
       "      <td>Collar the Culprit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>[Undercity Necrolisk]</td>\n",
       "      <td>Undercity Necrolisk</td>\n",
       "      <td>Undercity Necrolisk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>[District Guide, Barrier of Bones, Portcullis Vine, Intrusive Packbeast, Hitchclaw Recluse, Fearless Halberdier, Torch Courier, Prey Upon, Burglar Rat, Healer's Hawk, Sonic Assault, Golgari Findbroker, Legion Guildmage, Firemind's Research, Selesnya Guildgate]</td>\n",
       "      <td>District Guide</td>\n",
       "      <td>District Guide</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>[Kraul Foragers, Cosmotronic Wave, Fearless Halberdier, Rhizome Lurcher, Barrier of Bones, Piston-Fist Cyclops, Bartizan Bats, Fresh-Faced Recruit, Tenth District Guard, Molderhulk, Book Devourer, Whispering Snitch, Erratic Cyclops, Dimir Guildgate]</td>\n",
       "      <td>Rhizome Lurcher</td>\n",
       "      <td>Kraul Foragers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>[District Guide, Burglar Rat, Sure Strike, Bartizan Bats, Vedalken Mesmerist, Devious Cover-Up, Vernadi Shieldmate, Righteous Blow, Siege Wurm, Urban Utopia, Sworn Companions, Goblin Cratermaker, Dimir Guildgate]</td>\n",
       "      <td>District Guide</td>\n",
       "      <td>District Guide</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>[Hitchclaw Recluse, Piston-Fist Cyclops, Maximize Altitude, Wishcoin Crab, Mephitic Vapors, Izzet Locket, Gravitic Punch, Ledev Guardian, Spinal Centipede, Wojek Bodyguard, Dimir Spybug, Street Riot]</td>\n",
       "      <td>Dimir Spybug</td>\n",
       "      <td>Hitchclaw Recluse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>[Kraul Harpooner, Capture Sphere, Siege Wurm, Torch Courier, Urban Utopia, Bartizan Bats, Rosemane Centaur, Hitchclaw Recluse, Dazzling Lights, Sonic Assault, Izzet Guildgate]</td>\n",
       "      <td>Kraul Harpooner</td>\n",
       "      <td>Kraul Harpooner</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>[Artful Takedown, Unexplained Disappearance, Erstwhile Trooper, Crushing Canopy, Hammer Dropper, Capture Sphere, Pitiless Gorgon, Molderhulk, Selective Snare, Boros Guildgate]</td>\n",
       "      <td>Artful Takedown</td>\n",
       "      <td>Artful Takedown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>[District Guide, Muse Drake, Izzet Locket, Barrier of Bones, Dimir Locket, Devkarin Dissident, Ledev Guardian, Wild Ceratok, Selesnya Guildgate]</td>\n",
       "      <td>District Guide</td>\n",
       "      <td>District Guide</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>[Golgari Guildgate, Ironshell Beetle, Fire Urchin, Collar the Culprit, Rubblebelt Boar, Wary Okapi, Loxodon Restorer, Gird for Battle]</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>[Portcullis Vine, Barrier of Bones, Intrusive Packbeast, Hitchclaw Recluse, Fearless Halberdier, Prey Upon, Selesnya Guildgate]</td>\n",
       "      <td>Selesnya Guildgate</td>\n",
       "      <td>Portcullis Vine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>[Dimir Guildgate, Cosmotronic Wave, Fearless Halberdier, Barrier of Bones, Molderhulk, Book Devourer]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>[Siege Wurm, Sure Strike, Vedalken Mesmerist, Righteous Blow, Urban Utopia]</td>\n",
       "      <td>Urban Utopia</td>\n",
       "      <td>Siege Wurm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>[Mephitic Vapors, Maximize Altitude, Wishcoin Crab, Izzet Locket]</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>[Hitchclaw Recluse, Urban Utopia, Dazzling Lights]</td>\n",
       "      <td>Hitchclaw Recluse</td>\n",
       "      <td>Hitchclaw Recluse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>[Crushing Canopy, Erstwhile Trooper]</td>\n",
       "      <td>Crushing Canopy</td>\n",
       "      <td>Crushing Canopy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>[Barrier of Bones]</td>\n",
       "      <td>Barrier of Bones</td>\n",
       "      <td>Barrier of Bones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>[Murmuring Mystic, Fresh-Faced Recruit, Moodmark Painter, Rosemane Centaur, Sumala Woodshaper, Wary Okapi, Passwall Adept, Erstwhile Trooper, Douser of Lights, Boros Locket, Urban Utopia, Invert/Invent, Boros Challenger, Runaway Steam-Kin, Izzet Guildgate]</td>\n",
       "      <td>Murmuring Mystic</td>\n",
       "      <td>Murmuring Mystic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>[Artful Takedown, Portcullis Vine, Vernadi Shieldmate, Sonic Assault, Candlelight Vigil, Hunted Witness, Mephitic Vapors, Tenth District Guard, Generous Stray, Conclave Cavalier, Lotleth Giant, Creeping Chill, Assure/Assemble, Golgari Guildgate]</td>\n",
       "      <td>Assure/Assemble</td>\n",
       "      <td>Artful Takedown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>[Watery Grave, Centaur Peacemaker, Maniacal Rage, Wojek Bodyguard, Barrier of Bones, Crushing Canopy, Vedalken Mesmerist, Dimir Locket, Douser of Lights, Urban Utopia, Truefire Captain, Goblin Cratermaker, Golgari Guildgate]</td>\n",
       "      <td>Watery Grave</td>\n",
       "      <td>Watery Grave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>[Glowspore Shaman, Collar the Culprit, Goblin Locksmith, Vernadi Shieldmate, Pitiless Gorgon, Dimir Informant, Take Heart, Generous Stray, Wojek Bodyguard, Worldsoul Colossus, Sacred Foundry, Dimir Guildgate]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Glowspore Shaman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>[Kraul Swarm, Moodmark Painter, Disdainful Stroke, Boros Locket, Centaur Peacemaker, Ledev Guardian, Skyline Scout, Devious Cover-Up, Take Heart, Silent Dart, Boros Guildgate]</td>\n",
       "      <td>Kraul Swarm</td>\n",
       "      <td>Kraul Swarm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>[League Guildmage, Sumala Woodshaper, Vicious Rumors, Dimir Informant, Centaur Peacemaker, Goblin Locksmith, Barrier of Bones, Undercity Uprising, Silent Dart, Dimir Guildgate]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>League Guildmage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>[Douser of Lights, Sumala Woodshaper, Gateway Plaza, Urban Utopia, Erstwhile Trooper, Izzet Locket, Intrusive Packbeast, Fearless Halberdier, Swathcutter Giant]</td>\n",
       "      <td>Douser of Lights</td>\n",
       "      <td>Douser of Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>[Never Happened, Garrison Sergeant, Righteous Blow, Barrier of Bones, Rosemane Centaur, Skyline Scout, Worldsoul Colossus, Selesnya Guildgate]</td>\n",
       "      <td>Rosemane Centaur</td>\n",
       "      <td>Never Happened</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>[Douser of Lights, Moodmark Painter, Sumala Woodshaper, Wary Okapi, Boros Locket, Urban Utopia, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Douser of Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>[Vernadi Shieldmate, Portcullis Vine, Candlelight Vigil, Hunted Witness, Creeping Chill, Golgari Guildgate]</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "      <td>Vernadi Shieldmate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>[Centaur Peacemaker, Barrier of Bones, Dimir Locket, Douser of Lights, Urban Utopia]</td>\n",
       "      <td>Dimir Locket</td>\n",
       "      <td>Centaur Peacemaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>[Vernadi Shieldmate, Goblin Locksmith, Generous Stray, Worldsoul Colossus]</td>\n",
       "      <td>Generous Stray</td>\n",
       "      <td>Vernadi Shieldmate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>[Centaur Peacemaker, Boros Locket, Ledev Guardian]</td>\n",
       "      <td>Centaur Peacemaker</td>\n",
       "      <td>Centaur Peacemaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>[Centaur Peacemaker, Vicious Rumors]</td>\n",
       "      <td>Centaur Peacemaker</td>\n",
       "      <td>Centaur Peacemaker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>[Sumala Woodshaper]</td>\n",
       "      <td>Sumala Woodshaper</td>\n",
       "      <td>Sumala Woodshaper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                 options  \\\n",
       "45   [Chemister's Insight, Fearless Halberdier, Skyknight Legionnaire, Urban Utopia, Spinal Centipede, Mephitic Vapors, Dimir Locket, Golgari Locket, Candlelight Vigil, Hypothesizzle, Muse Drake, Invert/Invent, Justice Strike, Deafening Clarion, Golgari Guildgate]   \n",
       "46                      [Underrealm Lich, Never Happened, Gravitic Punch, Rhizome Lurcher, Barging Sergeant, Vedalken Mesmerist, Crushing Canopy, Ledev Guardian, Loxodon Restorer, Maniacal Rage, Ornery Goblin, Flower/Flourish, Truefire Captain, Selesnya Guildgate]   \n",
       "47                                   [Hatchery Spider, Hunted Witness, Sworn Companions, Hired Poisoner, Rubblebelt Boar, Passwall Adept, Dazzling Lights, Selesnya Locket, Hitchclaw Recluse, Fearless Halberdier, Might of the Masses, Book Devourer, Dimir Guildgate]   \n",
       "48                                                             [Status/Statue, Leapfrog, Pitiless Gorgon, Barrier of Bones, Erstwhile Trooper, Dimir Informant, Dead Weight, Goblin Electromancer, Sure Strike, Justice Strike, Discovery/Dispersal, Selesnya Guildgate]   \n",
       "49                                                                                     [Whisper Agent, Wishcoin Crab, Wall of Mist, Veiled Shade, Dimir Informant, Ledev Guardian, Selesnya Locket, Prey Upon, Inescapable Blaze, Wand of Vertebrae, Selesnya Guildgate]   \n",
       "50                                                                                            [Darkblade Agent, Collar the Culprit, Wild Ceratok, Intrusive Packbeast, Barrier of Bones, Crushing Canopy, Passwall Adept, Prey Upon, Wand of Vertebrae, Boros Guildgate]   \n",
       "51                                                                                                                    [Golgari Guildgate, Pack's Favor, Torch Courier, Undercity Uprising, Child of Night, Veiled Shade, Leapfrog, Undercity Necrolisk, Golgari Raiders]   \n",
       "52                                                                                                                              [Gateway Plaza, Wary Okapi, Vicious Rumors, Piston-Fist Cyclops, Undercity Uprising, Garrison Sergeant, Generous Stray, Izzet Guildgate]   \n",
       "53                                                                                                                                                  [Mephitic Vapors, Fearless Halberdier, Urban Utopia, Dimir Locket, Golgari Locket, Candlelight Vigil, Invert/Invent]   \n",
       "54                                                                                                                                                               [Crushing Canopy, Never Happened, Gravitic Punch, Vedalken Mesmerist, Ledev Guardian, Loxodon Restorer]   \n",
       "55                                                                                                                                                                               [Dimir Guildgate, Dazzling Lights, Selesnya Locket, Fearless Halberdier, Book Devourer]   \n",
       "56                                                                                                                                                                                                   [Selesnya Guildgate, Leapfrog, Barrier of Bones, Erstwhile Trooper]   \n",
       "57                                                                                                                                                                                                                   [Wishcoin Crab, Selesnya Locket, Wand of Vertebrae]   \n",
       "58                                                                                                                                                                                                                                    [Collar the Culprit, Wild Ceratok]   \n",
       "59                                                                                                                                                                                                                                                 [Undercity Necrolisk]   \n",
       "60  [District Guide, Barrier of Bones, Portcullis Vine, Intrusive Packbeast, Hitchclaw Recluse, Fearless Halberdier, Torch Courier, Prey Upon, Burglar Rat, Healer's Hawk, Sonic Assault, Golgari Findbroker, Legion Guildmage, Firemind's Research, Selesnya Guildgate]   \n",
       "61             [Kraul Foragers, Cosmotronic Wave, Fearless Halberdier, Rhizome Lurcher, Barrier of Bones, Piston-Fist Cyclops, Bartizan Bats, Fresh-Faced Recruit, Tenth District Guard, Molderhulk, Book Devourer, Whispering Snitch, Erratic Cyclops, Dimir Guildgate]   \n",
       "62                                                  [District Guide, Burglar Rat, Sure Strike, Bartizan Bats, Vedalken Mesmerist, Devious Cover-Up, Vernadi Shieldmate, Righteous Blow, Siege Wurm, Urban Utopia, Sworn Companions, Goblin Cratermaker, Dimir Guildgate]   \n",
       "63                                                               [Hitchclaw Recluse, Piston-Fist Cyclops, Maximize Altitude, Wishcoin Crab, Mephitic Vapors, Izzet Locket, Gravitic Punch, Ledev Guardian, Spinal Centipede, Wojek Bodyguard, Dimir Spybug, Street Riot]   \n",
       "64                                                                                       [Kraul Harpooner, Capture Sphere, Siege Wurm, Torch Courier, Urban Utopia, Bartizan Bats, Rosemane Centaur, Hitchclaw Recluse, Dazzling Lights, Sonic Assault, Izzet Guildgate]   \n",
       "65                                                                                       [Artful Takedown, Unexplained Disappearance, Erstwhile Trooper, Crushing Canopy, Hammer Dropper, Capture Sphere, Pitiless Gorgon, Molderhulk, Selective Snare, Boros Guildgate]   \n",
       "66                                                                                                                      [District Guide, Muse Drake, Izzet Locket, Barrier of Bones, Dimir Locket, Devkarin Dissident, Ledev Guardian, Wild Ceratok, Selesnya Guildgate]   \n",
       "67                                                                                                                                [Golgari Guildgate, Ironshell Beetle, Fire Urchin, Collar the Culprit, Rubblebelt Boar, Wary Okapi, Loxodon Restorer, Gird for Battle]   \n",
       "68                                                                                                                                       [Portcullis Vine, Barrier of Bones, Intrusive Packbeast, Hitchclaw Recluse, Fearless Halberdier, Prey Upon, Selesnya Guildgate]   \n",
       "69                                                                                                                                                                 [Dimir Guildgate, Cosmotronic Wave, Fearless Halberdier, Barrier of Bones, Molderhulk, Book Devourer]   \n",
       "70                                                                                                                                                                                           [Siege Wurm, Sure Strike, Vedalken Mesmerist, Righteous Blow, Urban Utopia]   \n",
       "71                                                                                                                                                                                                     [Mephitic Vapors, Maximize Altitude, Wishcoin Crab, Izzet Locket]   \n",
       "72                                                                                                                                                                                                                    [Hitchclaw Recluse, Urban Utopia, Dazzling Lights]   \n",
       "73                                                                                                                                                                                                                                  [Crushing Canopy, Erstwhile Trooper]   \n",
       "74                                                                                                                                                                                                                                                    [Barrier of Bones]   \n",
       "75      [Murmuring Mystic, Fresh-Faced Recruit, Moodmark Painter, Rosemane Centaur, Sumala Woodshaper, Wary Okapi, Passwall Adept, Erstwhile Trooper, Douser of Lights, Boros Locket, Urban Utopia, Invert/Invent, Boros Challenger, Runaway Steam-Kin, Izzet Guildgate]   \n",
       "76                 [Artful Takedown, Portcullis Vine, Vernadi Shieldmate, Sonic Assault, Candlelight Vigil, Hunted Witness, Mephitic Vapors, Tenth District Guard, Generous Stray, Conclave Cavalier, Lotleth Giant, Creeping Chill, Assure/Assemble, Golgari Guildgate]   \n",
       "77                                      [Watery Grave, Centaur Peacemaker, Maniacal Rage, Wojek Bodyguard, Barrier of Bones, Crushing Canopy, Vedalken Mesmerist, Dimir Locket, Douser of Lights, Urban Utopia, Truefire Captain, Goblin Cratermaker, Golgari Guildgate]   \n",
       "78                                                      [Glowspore Shaman, Collar the Culprit, Goblin Locksmith, Vernadi Shieldmate, Pitiless Gorgon, Dimir Informant, Take Heart, Generous Stray, Wojek Bodyguard, Worldsoul Colossus, Sacred Foundry, Dimir Guildgate]   \n",
       "79                                                                                       [Kraul Swarm, Moodmark Painter, Disdainful Stroke, Boros Locket, Centaur Peacemaker, Ledev Guardian, Skyline Scout, Devious Cover-Up, Take Heart, Silent Dart, Boros Guildgate]   \n",
       "80                                                                                      [League Guildmage, Sumala Woodshaper, Vicious Rumors, Dimir Informant, Centaur Peacemaker, Goblin Locksmith, Barrier of Bones, Undercity Uprising, Silent Dart, Dimir Guildgate]   \n",
       "81                                                                                                      [Douser of Lights, Sumala Woodshaper, Gateway Plaza, Urban Utopia, Erstwhile Trooper, Izzet Locket, Intrusive Packbeast, Fearless Halberdier, Swathcutter Giant]   \n",
       "82                                                                                                                        [Never Happened, Garrison Sergeant, Righteous Blow, Barrier of Bones, Rosemane Centaur, Skyline Scout, Worldsoul Colossus, Selesnya Guildgate]   \n",
       "83                                                                                                                                                      [Douser of Lights, Moodmark Painter, Sumala Woodshaper, Wary Okapi, Boros Locket, Urban Utopia, Izzet Guildgate]   \n",
       "84                                                                                                                                                           [Vernadi Shieldmate, Portcullis Vine, Candlelight Vigil, Hunted Witness, Creeping Chill, Golgari Guildgate]   \n",
       "85                                                                                                                                                                                  [Centaur Peacemaker, Barrier of Bones, Dimir Locket, Douser of Lights, Urban Utopia]   \n",
       "86                                                                                                                                                                                            [Vernadi Shieldmate, Goblin Locksmith, Generous Stray, Worldsoul Colossus]   \n",
       "87                                                                                                                                                                                                                    [Centaur Peacemaker, Boros Locket, Ledev Guardian]   \n",
       "88                                                                                                                                                                                                                                  [Centaur Peacemaker, Vicious Rumors]   \n",
       "89                                                                                                                                                                                                                                                   [Sumala Woodshaper]   \n",
       "\n",
       "              predicted                taken  \n",
       "45    Deafening Clarion  Chemister's Insight  \n",
       "46      Underrealm Lich      Underrealm Lich  \n",
       "47      Hatchery Spider      Hatchery Spider  \n",
       "48        Status/Statue        Status/Statue  \n",
       "49        Whisper Agent        Whisper Agent  \n",
       "50            Prey Upon      Darkblade Agent  \n",
       "51    Golgari Guildgate    Golgari Guildgate  \n",
       "52  Piston-Fist Cyclops        Gateway Plaza  \n",
       "53      Mephitic Vapors      Mephitic Vapors  \n",
       "54      Crushing Canopy      Crushing Canopy  \n",
       "55      Dimir Guildgate      Dimir Guildgate  \n",
       "56   Selesnya Guildgate   Selesnya Guildgate  \n",
       "57        Wishcoin Crab        Wishcoin Crab  \n",
       "58         Wild Ceratok   Collar the Culprit  \n",
       "59  Undercity Necrolisk  Undercity Necrolisk  \n",
       "60       District Guide       District Guide  \n",
       "61      Rhizome Lurcher       Kraul Foragers  \n",
       "62       District Guide       District Guide  \n",
       "63         Dimir Spybug    Hitchclaw Recluse  \n",
       "64      Kraul Harpooner      Kraul Harpooner  \n",
       "65      Artful Takedown      Artful Takedown  \n",
       "66       District Guide       District Guide  \n",
       "67    Golgari Guildgate    Golgari Guildgate  \n",
       "68   Selesnya Guildgate      Portcullis Vine  \n",
       "69      Dimir Guildgate      Dimir Guildgate  \n",
       "70         Urban Utopia           Siege Wurm  \n",
       "71      Mephitic Vapors      Mephitic Vapors  \n",
       "72    Hitchclaw Recluse    Hitchclaw Recluse  \n",
       "73      Crushing Canopy      Crushing Canopy  \n",
       "74     Barrier of Bones     Barrier of Bones  \n",
       "75     Murmuring Mystic     Murmuring Mystic  \n",
       "76      Assure/Assemble      Artful Takedown  \n",
       "77         Watery Grave         Watery Grave  \n",
       "78      Dimir Guildgate     Glowspore Shaman  \n",
       "79          Kraul Swarm          Kraul Swarm  \n",
       "80      Dimir Guildgate     League Guildmage  \n",
       "81     Douser of Lights     Douser of Lights  \n",
       "82     Rosemane Centaur       Never Happened  \n",
       "83      Izzet Guildgate     Douser of Lights  \n",
       "84    Golgari Guildgate   Vernadi Shieldmate  \n",
       "85         Dimir Locket   Centaur Peacemaker  \n",
       "86       Generous Stray   Vernadi Shieldmate  \n",
       "87   Centaur Peacemaker   Centaur Peacemaker  \n",
       "88   Centaur Peacemaker   Centaur Peacemaker  \n",
       "89    Sumala Woodshaper    Sumala Woodshaper  "
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[45:90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>options</th>\n",
       "      <th>predicted</th>\n",
       "      <th>taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>[Experimental Frenzy, Notion Rain, Healer's Hawk, Sumala Woodshaper, Hypothesizzle, Vernadi Shieldmate, Pitiless Gorgon, Moodmark Painter, Rhizome Lurcher, Capture Sphere, Hammer Dropper, Conclave Cavalier, Gird for Battle, Lotleth Giant, Dimir Guildgate]</td>\n",
       "      <td>Experimental Frenzy</td>\n",
       "      <td>Experimental Frenzy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>[Niv-Mizzet, Parun, Intrusive Packbeast, Capture Sphere, Sworn Companions, Undercity Uprising, Ledev Guardian, Prey Upon, Severed Strands, Selesnya Locket, Barging Sergeant, Never Happened, Inescapable Blaze, Grappling Sundew, Golgari Guildgate]</td>\n",
       "      <td>Niv-Mizzet, Parun</td>\n",
       "      <td>Niv-Mizzet, Parun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>[Sinister Sabotage, Fearless Halberdier, Intrusive Packbeast, Skyknight Legionnaire, Whisper Agent, Wojek Bodyguard, Child of Night, Wishcoin Crab, Deadly Visit, Pack's Favor, Garrison Sergeant, Hellkite Whelp, Selesnya Guildgate]</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>[Unexplained Disappearance, Sworn Companions, Rubblebelt Boar, Hitchclaw Recluse, Cosmotronic Wave, Dimir Locket, Rosemane Centaur, Vicious Rumors, Capture Sphere, Gird for Battle, Flight of Equenauts, Golgari Guildgate]</td>\n",
       "      <td>Capture Sphere</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>[Dimir Informant, Artful Takedown, Capture Sphere, Burglar Rat, Gravitic Punch, Fresh-Faced Recruit, Selesnya Locket, Radical Idea, Notion Rain, Ledev Champion, Boros Guildgate]</td>\n",
       "      <td>Artful Takedown</td>\n",
       "      <td>Dimir Informant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>[Izzet Guildgate, Maximize Velocity, Hitchclaw Recluse, Moodmark Painter, Ledev Guardian, Golgari Locket, Gravitic Punch, Centaur Peacemaker, Wall of Mist, Crush Contraband]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>[Hypothesizzle, Child of Night, Pause for Reflection, Rosemane Centaur, Golgari Locket, Goblin Locksmith, Intrusive Packbeast, Silent Dart, Izzet Guildgate]</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>[Notion Rain, Hunted Witness, Centaur Peacemaker, Boros Locket, Rubblebelt Boar, Golgari Locket, Intrusive Packbeast, Grappling Sundew]</td>\n",
       "      <td>Notion Rain</td>\n",
       "      <td>Notion Rain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>[Hypothesizzle, Notion Rain, Moodmark Painter, Hammer Dropper, Gird for Battle, Lotleth Giant, Dimir Guildgate]</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>[Barging Sergeant, Ledev Guardian, Selesnya Locket, Never Happened, Grappling Sundew, Golgari Guildgate]</td>\n",
       "      <td>Barging Sergeant</td>\n",
       "      <td>Barging Sergeant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>[Hellkite Whelp, Fearless Halberdier, Intrusive Packbeast, Wishcoin Crab, Garrison Sergeant]</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>[Cosmotronic Wave, Sworn Companions, Dimir Locket, Vicious Rumors]</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>[Notion Rain, Gravitic Punch, Selesnya Locket]</td>\n",
       "      <td>Notion Rain</td>\n",
       "      <td>Notion Rain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>[Gravitic Punch, Maximize Velocity]</td>\n",
       "      <td>Gravitic Punch</td>\n",
       "      <td>Gravitic Punch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>[Pause for Reflection]</td>\n",
       "      <td>Pause for Reflection</td>\n",
       "      <td>Pause for Reflection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>[Lava Coil, Maximize Velocity, Candlelight Vigil, Prey Upon, Ledev Guardian, Capture Sphere, Fresh-Faced Recruit, Pitiless Gorgon, Skyknight Legionnaire, Douser of Lights, Dimir Informant, Flight of Equenauts, Circuitous Route, Watery Grave, Boros Guildgate]</td>\n",
       "      <td>Lava Coil</td>\n",
       "      <td>Lava Coil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>[Direct Current, Hired Poisoner, Rubblebelt Boar, Parhelion Patrol, Never Happened, Urban Utopia, Undercity Uprising, Rhizome Lurcher, Unexplained Disappearance, Selesnya Locket, Kraul Swarm, Hellkite Whelp, Bounty Agent, Izzet Guildgate]</td>\n",
       "      <td>Direct Current</td>\n",
       "      <td>Direct Current</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>[Hypothesizzle, Devious Cover-Up, Ledev Guardian, Dimir Locket, Torch Courier, Centaur Peacemaker, Hitchclaw Recluse, Kraul Foragers, Fire Urchin, Circuitous Route, Sprouting Renewal, Thief of Sanity, Boros Guildgate]</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>[Piston-Fist Cyclops, Crushing Canopy, Vicious Rumors, Sure Strike, Skyknight Legionnaire, Whisper Agent, Skyline Scout, Unexplained Disappearance, Pack's Favor, Price of Fame, Hellkite Whelp, Undercity Necrolisk]</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>[Runaway Steam-Kin, Moodmark Painter, Wall of Mist, Wishcoin Crab, Pause for Reflection, Boros Locket, Parhelion Patrol, Darkblade Agent, Thoughtbound Phantasm, Glowspore Shaman, Boros Guildgate]</td>\n",
       "      <td>Runaway Steam-Kin</td>\n",
       "      <td>Runaway Steam-Kin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>[Izzet Guildgate, Veiled Shade, Devkarin Dissident, Skyline Scout, Portcullis Vine, Hired Poisoner, Bartizan Bats, Gravitic Punch, Fire Urchin, Passwall Adept]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>[Piston-Fist Cyclops, Moodmark Painter, Golgari Locket, Maniacal Rage, Pause for Reflection, Golgari Raiders, Gatekeeper Gargoyle, Undercity Necrolisk, Dimir Guildgate]</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>[Ornery Goblin, Loxodon Restorer, Veiled Shade, Fresh-Faced Recruit, Crushing Canopy, Leapfrog, Centaur Peacemaker, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>[Capture Sphere, Maximize Velocity, Candlelight Vigil, Ledev Guardian, Pitiless Gorgon, Douser of Lights, Boros Guildgate]</td>\n",
       "      <td>Capture Sphere</td>\n",
       "      <td>Capture Sphere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>[Unexplained Disappearance, Rubblebelt Boar, Never Happened, Urban Utopia, Undercity Uprising, Kraul Swarm]</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>[Devious Cover-Up, Ledev Guardian, Dimir Locket, Centaur Peacemaker, Hitchclaw Recluse]</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>[Hellkite Whelp, Vicious Rumors, Pack's Favor, Undercity Necrolisk]</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>[Wishcoin Crab, Moodmark Painter, Boros Locket]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>[Gravitic Punch, Veiled Shade]</td>\n",
       "      <td>Veiled Shade</td>\n",
       "      <td>Gravitic Punch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>[Moodmark Painter]</td>\n",
       "      <td>Izzet Locket</td>\n",
       "      <td>Moodmark Painter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>[Tajic, Legion's Edge, Command the Storm, Never Happened, Siege Wurm, Urban Utopia, Ornery Goblin, Boros Locket, Watcher in the Mist, Healer's Hawk, Disdainful Stroke, Sumala Woodshaper, Roc Charger, Inescapable Blaze, Book Devourer, Selesnya Guildgate]</td>\n",
       "      <td>Watcher in the Mist</td>\n",
       "      <td>Tajic, Legion's Edge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>[Piston-Fist Cyclops, Rhizome Lurcher, Passwall Adept, Barrier of Bones, Vicious Rumors, Luminous Bonds, Never Happened, Candlelight Vigil, Vigorspore Wurm, Command the Storm, Truefire Captain, Wee Dragonauts, Chamber Sentry, Izzet Guildgate]</td>\n",
       "      <td>Wee Dragonauts</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>[League Guildmage, Hitchclaw Recluse, Hired Poisoner, Unexplained Disappearance, Hypothesizzle, Pitiless Gorgon, Tenth District Guard, Maniacal Rage, Skyline Scout, Veiled Shade, Creeping Chill, Flight of Equenauts, Dimir Guildgate]</td>\n",
       "      <td>League Guildmage</td>\n",
       "      <td>League Guildmage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>[Beacon Bolt, Centaur Peacemaker, Hammer Dropper, Wishcoin Crab, Moodmark Painter, Crushing Canopy, Vernadi Shieldmate, Never Happened, Maximize Velocity, Worldsoul Colossus, Grappling Sundew, Izzet Guildgate]</td>\n",
       "      <td>Beacon Bolt</td>\n",
       "      <td>Beacon Bolt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>[Hypothesizzle, Wojek Bodyguard, Torch Courier, Healer's Hawk, Passwall Adept, Urban Utopia, Goblin Locksmith, Street Riot, Swathcutter Giant, Inspiring Unicorn, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>[Nightveil Predator, Mephitic Vapors, Fearless Halberdier, Portcullis Vine, Garrison Sergeant, Hypothesizzle, Urban Utopia, Ironshell Beetle, Street Riot, Dimir Guildgate]</td>\n",
       "      <td>Hypothesizzle</td>\n",
       "      <td>Nightveil Predator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>[Radical Idea, Rosemane Centaur, Darkblade Agent, Selesnya Locket, Fire Urchin, Worldsoul Colossus, Arboretum Elemental, Unmoored Ego, Golgari Guildgate]</td>\n",
       "      <td>Radical Idea</td>\n",
       "      <td>Radical Idea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>[Izzet Guildgate, Cosmotronic Wave, Boros Locket, Barrier of Bones, Wishcoin Crab, Tenth District Guard, Dimir Locket, Whispering Snitch]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>[Inescapable Blaze, Ornery Goblin, Boros Locket, Healer's Hawk, Disdainful Stroke, Book Devourer, Selesnya Guildgate]</td>\n",
       "      <td>Inescapable Blaze</td>\n",
       "      <td>Inescapable Blaze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>[Izzet Guildgate, Passwall Adept, Barrier of Bones, Vicious Rumors, Never Happened, Candlelight Vigil]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>[Unexplained Disappearance, Hitchclaw Recluse, Veiled Shade, Creeping Chill, Flight of Equenauts]</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>[Grappling Sundew, Hammer Dropper, Wishcoin Crab, Maximize Velocity]</td>\n",
       "      <td>Wishcoin Crab</td>\n",
       "      <td>Grappling Sundew</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>[Izzet Guildgate, Torch Courier, Street Riot]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>[Garrison Sergeant, Urban Utopia]</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>[Selesnya Locket]</td>\n",
       "      <td>Selesnya Locket</td>\n",
       "      <td>Selesnya Locket</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                options  \\\n",
       "90      [Experimental Frenzy, Notion Rain, Healer's Hawk, Sumala Woodshaper, Hypothesizzle, Vernadi Shieldmate, Pitiless Gorgon, Moodmark Painter, Rhizome Lurcher, Capture Sphere, Hammer Dropper, Conclave Cavalier, Gird for Battle, Lotleth Giant, Dimir Guildgate]   \n",
       "91                [Niv-Mizzet, Parun, Intrusive Packbeast, Capture Sphere, Sworn Companions, Undercity Uprising, Ledev Guardian, Prey Upon, Severed Strands, Selesnya Locket, Barging Sergeant, Never Happened, Inescapable Blaze, Grappling Sundew, Golgari Guildgate]   \n",
       "92                               [Sinister Sabotage, Fearless Halberdier, Intrusive Packbeast, Skyknight Legionnaire, Whisper Agent, Wojek Bodyguard, Child of Night, Wishcoin Crab, Deadly Visit, Pack's Favor, Garrison Sergeant, Hellkite Whelp, Selesnya Guildgate]   \n",
       "93                                         [Unexplained Disappearance, Sworn Companions, Rubblebelt Boar, Hitchclaw Recluse, Cosmotronic Wave, Dimir Locket, Rosemane Centaur, Vicious Rumors, Capture Sphere, Gird for Battle, Flight of Equenauts, Golgari Guildgate]   \n",
       "94                                                                                    [Dimir Informant, Artful Takedown, Capture Sphere, Burglar Rat, Gravitic Punch, Fresh-Faced Recruit, Selesnya Locket, Radical Idea, Notion Rain, Ledev Champion, Boros Guildgate]   \n",
       "95                                                                                        [Izzet Guildgate, Maximize Velocity, Hitchclaw Recluse, Moodmark Painter, Ledev Guardian, Golgari Locket, Gravitic Punch, Centaur Peacemaker, Wall of Mist, Crush Contraband]   \n",
       "96                                                                                                         [Hypothesizzle, Child of Night, Pause for Reflection, Rosemane Centaur, Golgari Locket, Goblin Locksmith, Intrusive Packbeast, Silent Dart, Izzet Guildgate]   \n",
       "97                                                                                                                              [Notion Rain, Hunted Witness, Centaur Peacemaker, Boros Locket, Rubblebelt Boar, Golgari Locket, Intrusive Packbeast, Grappling Sundew]   \n",
       "98                                                                                                                                                      [Hypothesizzle, Notion Rain, Moodmark Painter, Hammer Dropper, Gird for Battle, Lotleth Giant, Dimir Guildgate]   \n",
       "99                                                                                                                                                             [Barging Sergeant, Ledev Guardian, Selesnya Locket, Never Happened, Grappling Sundew, Golgari Guildgate]   \n",
       "100                                                                                                                                                                        [Hellkite Whelp, Fearless Halberdier, Intrusive Packbeast, Wishcoin Crab, Garrison Sergeant]   \n",
       "101                                                                                                                                                                                                  [Cosmotronic Wave, Sworn Companions, Dimir Locket, Vicious Rumors]   \n",
       "102                                                                                                                                                                                                                      [Notion Rain, Gravitic Punch, Selesnya Locket]   \n",
       "103                                                                                                                                                                                                                                 [Gravitic Punch, Maximize Velocity]   \n",
       "104                                                                                                                                                                                                                                              [Pause for Reflection]   \n",
       "105  [Lava Coil, Maximize Velocity, Candlelight Vigil, Prey Upon, Ledev Guardian, Capture Sphere, Fresh-Faced Recruit, Pitiless Gorgon, Skyknight Legionnaire, Douser of Lights, Dimir Informant, Flight of Equenauts, Circuitous Route, Watery Grave, Boros Guildgate]   \n",
       "106                      [Direct Current, Hired Poisoner, Rubblebelt Boar, Parhelion Patrol, Never Happened, Urban Utopia, Undercity Uprising, Rhizome Lurcher, Unexplained Disappearance, Selesnya Locket, Kraul Swarm, Hellkite Whelp, Bounty Agent, Izzet Guildgate]   \n",
       "107                                           [Hypothesizzle, Devious Cover-Up, Ledev Guardian, Dimir Locket, Torch Courier, Centaur Peacemaker, Hitchclaw Recluse, Kraul Foragers, Fire Urchin, Circuitous Route, Sprouting Renewal, Thief of Sanity, Boros Guildgate]   \n",
       "108                                               [Piston-Fist Cyclops, Crushing Canopy, Vicious Rumors, Sure Strike, Skyknight Legionnaire, Whisper Agent, Skyline Scout, Unexplained Disappearance, Pack's Favor, Price of Fame, Hellkite Whelp, Undercity Necrolisk]   \n",
       "109                                                                 [Runaway Steam-Kin, Moodmark Painter, Wall of Mist, Wishcoin Crab, Pause for Reflection, Boros Locket, Parhelion Patrol, Darkblade Agent, Thoughtbound Phantasm, Glowspore Shaman, Boros Guildgate]   \n",
       "110                                                                                                     [Izzet Guildgate, Veiled Shade, Devkarin Dissident, Skyline Scout, Portcullis Vine, Hired Poisoner, Bartizan Bats, Gravitic Punch, Fire Urchin, Passwall Adept]   \n",
       "111                                                                                            [Piston-Fist Cyclops, Moodmark Painter, Golgari Locket, Maniacal Rage, Pause for Reflection, Golgari Raiders, Gatekeeper Gargoyle, Undercity Necrolisk, Dimir Guildgate]   \n",
       "112                                                                                                                                [Ornery Goblin, Loxodon Restorer, Veiled Shade, Fresh-Faced Recruit, Crushing Canopy, Leapfrog, Centaur Peacemaker, Izzet Guildgate]   \n",
       "113                                                                                                                                          [Capture Sphere, Maximize Velocity, Candlelight Vigil, Ledev Guardian, Pitiless Gorgon, Douser of Lights, Boros Guildgate]   \n",
       "114                                                                                                                                                         [Unexplained Disappearance, Rubblebelt Boar, Never Happened, Urban Utopia, Undercity Uprising, Kraul Swarm]   \n",
       "115                                                                                                                                                                             [Devious Cover-Up, Ledev Guardian, Dimir Locket, Centaur Peacemaker, Hitchclaw Recluse]   \n",
       "116                                                                                                                                                                                                 [Hellkite Whelp, Vicious Rumors, Pack's Favor, Undercity Necrolisk]   \n",
       "117                                                                                                                                                                                                                     [Wishcoin Crab, Moodmark Painter, Boros Locket]   \n",
       "118                                                                                                                                                                                                                                      [Gravitic Punch, Veiled Shade]   \n",
       "119                                                                                                                                                                                                                                                  [Moodmark Painter]   \n",
       "120       [Tajic, Legion's Edge, Command the Storm, Never Happened, Siege Wurm, Urban Utopia, Ornery Goblin, Boros Locket, Watcher in the Mist, Healer's Hawk, Disdainful Stroke, Sumala Woodshaper, Roc Charger, Inescapable Blaze, Book Devourer, Selesnya Guildgate]   \n",
       "121                  [Piston-Fist Cyclops, Rhizome Lurcher, Passwall Adept, Barrier of Bones, Vicious Rumors, Luminous Bonds, Never Happened, Candlelight Vigil, Vigorspore Wurm, Command the Storm, Truefire Captain, Wee Dragonauts, Chamber Sentry, Izzet Guildgate]   \n",
       "122                            [League Guildmage, Hitchclaw Recluse, Hired Poisoner, Unexplained Disappearance, Hypothesizzle, Pitiless Gorgon, Tenth District Guard, Maniacal Rage, Skyline Scout, Veiled Shade, Creeping Chill, Flight of Equenauts, Dimir Guildgate]   \n",
       "123                                                   [Beacon Bolt, Centaur Peacemaker, Hammer Dropper, Wishcoin Crab, Moodmark Painter, Crushing Canopy, Vernadi Shieldmate, Never Happened, Maximize Velocity, Worldsoul Colossus, Grappling Sundew, Izzet Guildgate]   \n",
       "124                                                                                  [Hypothesizzle, Wojek Bodyguard, Torch Courier, Healer's Hawk, Passwall Adept, Urban Utopia, Goblin Locksmith, Street Riot, Swathcutter Giant, Inspiring Unicorn, Izzet Guildgate]   \n",
       "125                                                                                         [Nightveil Predator, Mephitic Vapors, Fearless Halberdier, Portcullis Vine, Garrison Sergeant, Hypothesizzle, Urban Utopia, Ironshell Beetle, Street Riot, Dimir Guildgate]   \n",
       "126                                                                                                           [Radical Idea, Rosemane Centaur, Darkblade Agent, Selesnya Locket, Fire Urchin, Worldsoul Colossus, Arboretum Elemental, Unmoored Ego, Golgari Guildgate]   \n",
       "127                                                                                                                           [Izzet Guildgate, Cosmotronic Wave, Boros Locket, Barrier of Bones, Wishcoin Crab, Tenth District Guard, Dimir Locket, Whispering Snitch]   \n",
       "128                                                                                                                                               [Inescapable Blaze, Ornery Goblin, Boros Locket, Healer's Hawk, Disdainful Stroke, Book Devourer, Selesnya Guildgate]   \n",
       "129                                                                                                                                                              [Izzet Guildgate, Passwall Adept, Barrier of Bones, Vicious Rumors, Never Happened, Candlelight Vigil]   \n",
       "130                                                                                                                                                                   [Unexplained Disappearance, Hitchclaw Recluse, Veiled Shade, Creeping Chill, Flight of Equenauts]   \n",
       "131                                                                                                                                                                                                [Grappling Sundew, Hammer Dropper, Wishcoin Crab, Maximize Velocity]   \n",
       "132                                                                                                                                                                                                                       [Izzet Guildgate, Torch Courier, Street Riot]   \n",
       "133                                                                                                                                                                                                                                   [Garrison Sergeant, Urban Utopia]   \n",
       "134                                                                                                                                                                                                                                                   [Selesnya Locket]   \n",
       "\n",
       "                     predicted                      taken  \n",
       "90         Experimental Frenzy        Experimental Frenzy  \n",
       "91           Niv-Mizzet, Parun          Niv-Mizzet, Parun  \n",
       "92           Sinister Sabotage          Sinister Sabotage  \n",
       "93              Capture Sphere  Unexplained Disappearance  \n",
       "94             Artful Takedown            Dimir Informant  \n",
       "95             Izzet Guildgate            Izzet Guildgate  \n",
       "96               Hypothesizzle              Hypothesizzle  \n",
       "97                 Notion Rain                Notion Rain  \n",
       "98               Hypothesizzle              Hypothesizzle  \n",
       "99            Barging Sergeant           Barging Sergeant  \n",
       "100             Hellkite Whelp             Hellkite Whelp  \n",
       "101           Cosmotronic Wave           Cosmotronic Wave  \n",
       "102                Notion Rain                Notion Rain  \n",
       "103             Gravitic Punch             Gravitic Punch  \n",
       "104       Pause for Reflection       Pause for Reflection  \n",
       "105                  Lava Coil                  Lava Coil  \n",
       "106             Direct Current             Direct Current  \n",
       "107              Hypothesizzle              Hypothesizzle  \n",
       "108        Piston-Fist Cyclops        Piston-Fist Cyclops  \n",
       "109          Runaway Steam-Kin          Runaway Steam-Kin  \n",
       "110            Izzet Guildgate            Izzet Guildgate  \n",
       "111        Piston-Fist Cyclops        Piston-Fist Cyclops  \n",
       "112            Izzet Guildgate              Ornery Goblin  \n",
       "113             Capture Sphere             Capture Sphere  \n",
       "114  Unexplained Disappearance  Unexplained Disappearance  \n",
       "115           Devious Cover-Up           Devious Cover-Up  \n",
       "116             Hellkite Whelp             Hellkite Whelp  \n",
       "117              Wishcoin Crab              Wishcoin Crab  \n",
       "118               Veiled Shade             Gravitic Punch  \n",
       "119               Izzet Locket           Moodmark Painter  \n",
       "120        Watcher in the Mist       Tajic, Legion's Edge  \n",
       "121             Wee Dragonauts        Piston-Fist Cyclops  \n",
       "122           League Guildmage           League Guildmage  \n",
       "123                Beacon Bolt                Beacon Bolt  \n",
       "124            Izzet Guildgate              Hypothesizzle  \n",
       "125              Hypothesizzle         Nightveil Predator  \n",
       "126               Radical Idea               Radical Idea  \n",
       "127            Izzet Guildgate            Izzet Guildgate  \n",
       "128          Inescapable Blaze          Inescapable Blaze  \n",
       "129            Izzet Guildgate            Izzet Guildgate  \n",
       "130  Unexplained Disappearance  Unexplained Disappearance  \n",
       "131              Wishcoin Crab           Grappling Sundew  \n",
       "132            Izzet Guildgate            Izzet Guildgate  \n",
       "133          Garrison Sergeant          Garrison Sergeant  \n",
       "134            Selesnya Locket            Selesnya Locket  "
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[90:135]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>options</th>\n",
       "      <th>predicted</th>\n",
       "      <th>taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>[Beacon Bolt, Generous Stray, Rubblebelt Boar, Never Happened, Boros Locket, Rosemane Centaur, Dimir Informant, Cosmotronic Wave, Sumala Woodshaper, Vedalken Mesmerist, Devkarin Dissident, Street Riot, Nightveil Predator, Camaraderie, Boros Guildgate]</td>\n",
       "      <td>Nightveil Predator</td>\n",
       "      <td>Beacon Bolt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>[Roc Charger, Burglar Rat, Barrier of Bones, Vedalken Mesmerist, Centaur Peacemaker, Severed Strands, Vernadi Shieldmate, Pack's Favor, Crushing Canopy, Command the Storm, Urban Utopia, Inescapable Blaze, Undercity Necrolisk, Dimir Guildgate]</td>\n",
       "      <td>Inescapable Blaze</td>\n",
       "      <td>Roc Charger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>[Deafening Clarion, Urban Utopia, Torch Courier, Pause for Reflection, Bartizan Bats, Centaur Peacemaker, Passwall Adept, Capture Sphere, Tenth District Guard, Garrison Sergeant, Hellkite Whelp, Arboretum Elemental, Boros Guildgate]</td>\n",
       "      <td>Deafening Clarion</td>\n",
       "      <td>Deafening Clarion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>[Firemind's Research, Spinal Centipede, Maniacal Rage, Golgari Locket, Dazzling Lights, Rosemane Centaur, Veiled Shade, Wild Ceratok, Never Happened, Crush Contraband, Molderhulk, Golgari Guildgate]</td>\n",
       "      <td>Rosemane Centaur</td>\n",
       "      <td>Firemind's Research</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>[Radical Idea, Wojek Bodyguard, Rosemane Centaur, Golgari Locket, Burglar Rat, Crushing Canopy, Unexplained Disappearance, Skyknight Legionnaire, Piston-Fist Cyclops, Molderhulk, Selesnya Guildgate]</td>\n",
       "      <td>Skyknight Legionnaire</td>\n",
       "      <td>Radical Idea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>[Dimir Guildgate, Hitchclaw Recluse, Skyline Scout, Hired Poisoner, Whisper Agent, Cosmotronic Wave, Mephitic Vapors, Thought Erasure, Swathcutter Giant, Demotion]</td>\n",
       "      <td>Thought Erasure</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>[Dimir Guildgate, Whisper Agent, Hammer Dropper, Severed Strands, Ledev Guardian, Never Happened, Prey Upon, Leapfrog, Izzet Locket]</td>\n",
       "      <td>Whisper Agent</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>[Disdainful Stroke, Izzet Locket, Severed Strands, Garrison Sergeant, Intrusive Packbeast, Crushing Canopy, Child of Night, Hellkite Whelp]</td>\n",
       "      <td>Disdainful Stroke</td>\n",
       "      <td>Disdainful Stroke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>[Boros Guildgate, Generous Stray, Boros Locket, Rosemane Centaur, Cosmotronic Wave, Devkarin Dissident, Street Riot]</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>[Urban Utopia, Barrier of Bones, Severed Strands, Pack's Favor, Crushing Canopy, Undercity Necrolisk]</td>\n",
       "      <td>Severed Strands</td>\n",
       "      <td>Urban Utopia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>[Garrison Sergeant, Urban Utopia, Pause for Reflection, Centaur Peacemaker, Tenth District Guard]</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>[Crush Contraband, Golgari Locket, Never Happened, Molderhulk]</td>\n",
       "      <td>Molderhulk</td>\n",
       "      <td>Crush Contraband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>[Golgari Locket, Crushing Canopy, Molderhulk]</td>\n",
       "      <td>Molderhulk</td>\n",
       "      <td>Golgari Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>[Cosmotronic Wave, Mephitic Vapors]</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>[Never Happened]</td>\n",
       "      <td>Never Happened</td>\n",
       "      <td>Never Happened</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>[Chemister's Insight, Tenth District Guard, Hunted Witness, Maniacal Rage, Barging Sergeant, Dimir Informant, Parhelion Patrol, Darkblade Agent, Goblin Electromancer, Kraul Foragers, Direct Current, Arboretum Elemental, Plaguecrafter, Midnight Reaper, Izzet Guildgate]</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>[Capture Sphere, Sonic Assault, Douser of Lights, Pitiless Gorgon, Burglar Rat, Vernadi Shieldmate, Hired Poisoner, Hunted Witness, Ornery Goblin, Worldsoul Colossus, Creeping Chill, Conclave Guildmage, Mausoleum Secrets, Golgari Guildgate]</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "      <td>Capture Sphere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>[Sinister Sabotage, Artful Takedown, Fire Urchin, Bartizan Bats, Prey Upon, Deadly Visit, Selesnya Locket, Douser of Lights, Skyline Scout, Maximize Velocity, Dazzling Lights, Haazda Marshal, Izzet Guildgate]</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>[Luminous Bonds, Devkarin Dissident, Skyline Scout, Goblin Locksmith, Maniacal Rage, Goblin Electromancer, Moodmark Painter, Pause for Reflection, Lotleth Giant, Street Riot, Pilfering Imp, Selesnya Guildgate]</td>\n",
       "      <td>Luminous Bonds</td>\n",
       "      <td>Luminous Bonds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>[Boros Guildgate, Passwall Adept, Portcullis Vine, Dead Weight, Izzet Locket, Maniacal Rage, Severed Strands, Devious Cover-Up, Selesnya Locket, Undercity Necrolisk, Might of the Masses]</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>[Boros Locket, Fearless Halberdier, Vedalken Mesmerist, Goblin Locksmith, Hunted Witness, Crushing Canopy, Ornery Goblin, Vicious Rumors, Sworn Companions, Glaive of the Guildpact]</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "      <td>Boros Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>[Goblin Locksmith, Golgari Locket, Wary Okapi, Pack's Favor, Pause for Reflection, Hunted Witness, Join Shields, Necrotic Wound, Golgari Guildgate]</td>\n",
       "      <td>Hunted Witness</td>\n",
       "      <td>Goblin Locksmith</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>[Dimir Guildgate, Hitchclaw Recluse, Unexplained Disappearance, Hired Poisoner, Leapfrog, Vicious Rumors, Torch Courier, Grappling Sundew]</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "      <td>Dimir Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>[Izzet Guildgate, Tenth District Guard, Hunted Witness, Barging Sergeant, Kraul Foragers, Arboretum Elemental, Plaguecrafter]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>[Douser of Lights, Pitiless Gorgon, Hunted Witness, Worldsoul Colossus, Creeping Chill, Mausoleum Secrets]</td>\n",
       "      <td>Hunted Witness</td>\n",
       "      <td>Douser of Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>[Douser of Lights, Selesnya Locket, Skyline Scout, Maximize Velocity, Dazzling Lights]</td>\n",
       "      <td>Maximize Velocity</td>\n",
       "      <td>Douser of Lights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>[Selesnya Guildgate, Moodmark Painter, Pause for Reflection, Street Riot]</td>\n",
       "      <td>Selesnya Guildgate</td>\n",
       "      <td>Selesnya Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>[Selesnya Locket, Portcullis Vine, Undercity Necrolisk]</td>\n",
       "      <td>Portcullis Vine</td>\n",
       "      <td>Selesnya Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>[Fearless Halberdier, Crushing Canopy]</td>\n",
       "      <td>Fearless Halberdier</td>\n",
       "      <td>Fearless Halberdier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>[Pause for Reflection]</td>\n",
       "      <td>Pause for Reflection</td>\n",
       "      <td>Pause for Reflection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>[Sinister Sabotage, Portcullis Vine, Healer's Hawk, Leapfrog, Ornery Goblin, Dazzling Lights, Sonic Assault, Pack's Favor, Dimir Locket, Gateway Plaza, Direct Current, Might of the Masses, Inspiring Unicorn, Unmoored Ego, Golgari Guildgate]</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "      <td>Sinister Sabotage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>[Underrealm Lich, Pack's Favor, Bartizan Bats, Undercity Uprising, Muse Drake, Kraul Foragers, Siege Wurm, Hunted Witness, Goblin Locksmith, Vicious Rumors, Haazda Marshal, Crush Contraband, Glaive of the Guildpact, Golgari Guildgate]</td>\n",
       "      <td>Underrealm Lich</td>\n",
       "      <td>Underrealm Lich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>[Thousand-Year Storm, Urban Utopia, Cosmotronic Wave, Dimir Informant, Veiled Shade, Rosemane Centaur, Disdainful Stroke, Fearless Halberdier, Kraul Foragers, Intrusive Packbeast, Lotleth Giant, Join Shields, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Thousand-Year Storm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>[Niv-Mizzet, Parun, Radical Idea, Devious Cover-Up, Douser of Lights, Rubblebelt Boar, Hunted Witness, Gateway Plaza, Pack's Favor, Cosmotronic Wave, Skyknight Legionnaire, Truefire Captain, Boros Guildgate]</td>\n",
       "      <td>Truefire Captain</td>\n",
       "      <td>Niv-Mizzet, Parun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>[Gatekeeper Gargoyle, Barrier of Bones, Garrison Sergeant, Gateway Plaza, Kraul Foragers, Devious Cover-Up, Veiled Shade, Pitiless Gorgon, Candlelight Vigil, Creeping Chill, Boros Guildgate]</td>\n",
       "      <td>Gatekeeper Gargoyle</td>\n",
       "      <td>Gatekeeper Gargoyle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>[Fire Urchin, Erstwhile Trooper, Skyknight Legionnaire, Crushing Canopy, Hunted Witness, Wild Ceratok, Demotion, Necrotic Wound, Guildmages' Forum, Golgari Guildgate]</td>\n",
       "      <td>Skyknight Legionnaire</td>\n",
       "      <td>Fire Urchin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>[Radical Idea, Izzet Locket, Mephitic Vapors, Vigorspore Wurm, Bartizan Bats, Hunted Witness, Garrison Sergeant, Lotleth Giant, Dimir Guildgate]</td>\n",
       "      <td>Radical Idea</td>\n",
       "      <td>Radical Idea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>[Gravitic Punch, Never Happened, Crushing Canopy, Golgari Locket, Dimir Locket, Selesnya Guildgate, Prey Upon, Undercity Uprising]</td>\n",
       "      <td>Dimir Locket</td>\n",
       "      <td>Gravitic Punch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>[Unmoored Ego, Portcullis Vine, Healer's Hawk, Ornery Goblin, Dazzling Lights, Pack's Favor, Golgari Guildgate]</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "      <td>Unmoored Ego</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>[Golgari Guildgate, Pack's Favor, Undercity Uprising, Kraul Foragers, Hunted Witness, Crush Contraband]</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "      <td>Golgari Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>[Intrusive Packbeast, Urban Utopia, Kraul Foragers, Lotleth Giant, Join Shields]</td>\n",
       "      <td>Intrusive Packbeast</td>\n",
       "      <td>Intrusive Packbeast</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>[Devious Cover-Up, Hunted Witness, Skyknight Legionnaire, Boros Guildgate]</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "      <td>Devious Cover-Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>[Garrison Sergeant, Candlelight Vigil, Creeping Chill]</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>[Erstwhile Trooper, Hunted Witness]</td>\n",
       "      <td>Hunted Witness</td>\n",
       "      <td>Erstwhile Trooper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>[Hunted Witness]</td>\n",
       "      <td>Hunted Witness</td>\n",
       "      <td>Hunted Witness</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                          options  \\\n",
       "135                   [Beacon Bolt, Generous Stray, Rubblebelt Boar, Never Happened, Boros Locket, Rosemane Centaur, Dimir Informant, Cosmotronic Wave, Sumala Woodshaper, Vedalken Mesmerist, Devkarin Dissident, Street Riot, Nightveil Predator, Camaraderie, Boros Guildgate]   \n",
       "136                            [Roc Charger, Burglar Rat, Barrier of Bones, Vedalken Mesmerist, Centaur Peacemaker, Severed Strands, Vernadi Shieldmate, Pack's Favor, Crushing Canopy, Command the Storm, Urban Utopia, Inescapable Blaze, Undercity Necrolisk, Dimir Guildgate]   \n",
       "137                                      [Deafening Clarion, Urban Utopia, Torch Courier, Pause for Reflection, Bartizan Bats, Centaur Peacemaker, Passwall Adept, Capture Sphere, Tenth District Guard, Garrison Sergeant, Hellkite Whelp, Arboretum Elemental, Boros Guildgate]   \n",
       "138                                                                        [Firemind's Research, Spinal Centipede, Maniacal Rage, Golgari Locket, Dazzling Lights, Rosemane Centaur, Veiled Shade, Wild Ceratok, Never Happened, Crush Contraband, Molderhulk, Golgari Guildgate]   \n",
       "139                                                                        [Radical Idea, Wojek Bodyguard, Rosemane Centaur, Golgari Locket, Burglar Rat, Crushing Canopy, Unexplained Disappearance, Skyknight Legionnaire, Piston-Fist Cyclops, Molderhulk, Selesnya Guildgate]   \n",
       "140                                                                                                           [Dimir Guildgate, Hitchclaw Recluse, Skyline Scout, Hired Poisoner, Whisper Agent, Cosmotronic Wave, Mephitic Vapors, Thought Erasure, Swathcutter Giant, Demotion]   \n",
       "141                                                                                                                                          [Dimir Guildgate, Whisper Agent, Hammer Dropper, Severed Strands, Ledev Guardian, Never Happened, Prey Upon, Leapfrog, Izzet Locket]   \n",
       "142                                                                                                                                   [Disdainful Stroke, Izzet Locket, Severed Strands, Garrison Sergeant, Intrusive Packbeast, Crushing Canopy, Child of Night, Hellkite Whelp]   \n",
       "143                                                                                                                                                          [Boros Guildgate, Generous Stray, Boros Locket, Rosemane Centaur, Cosmotronic Wave, Devkarin Dissident, Street Riot]   \n",
       "144                                                                                                                                                                         [Urban Utopia, Barrier of Bones, Severed Strands, Pack's Favor, Crushing Canopy, Undercity Necrolisk]   \n",
       "145                                                                                                                                                                             [Garrison Sergeant, Urban Utopia, Pause for Reflection, Centaur Peacemaker, Tenth District Guard]   \n",
       "146                                                                                                                                                                                                                [Crush Contraband, Golgari Locket, Never Happened, Molderhulk]   \n",
       "147                                                                                                                                                                                                                                 [Golgari Locket, Crushing Canopy, Molderhulk]   \n",
       "148                                                                                                                                                                                                                                           [Cosmotronic Wave, Mephitic Vapors]   \n",
       "149                                                                                                                                                                                                                                                              [Never Happened]   \n",
       "150  [Chemister's Insight, Tenth District Guard, Hunted Witness, Maniacal Rage, Barging Sergeant, Dimir Informant, Parhelion Patrol, Darkblade Agent, Goblin Electromancer, Kraul Foragers, Direct Current, Arboretum Elemental, Plaguecrafter, Midnight Reaper, Izzet Guildgate]   \n",
       "151                              [Capture Sphere, Sonic Assault, Douser of Lights, Pitiless Gorgon, Burglar Rat, Vernadi Shieldmate, Hired Poisoner, Hunted Witness, Ornery Goblin, Worldsoul Colossus, Creeping Chill, Conclave Guildmage, Mausoleum Secrets, Golgari Guildgate]   \n",
       "152                                                              [Sinister Sabotage, Artful Takedown, Fire Urchin, Bartizan Bats, Prey Upon, Deadly Visit, Selesnya Locket, Douser of Lights, Skyline Scout, Maximize Velocity, Dazzling Lights, Haazda Marshal, Izzet Guildgate]   \n",
       "153                                                             [Luminous Bonds, Devkarin Dissident, Skyline Scout, Goblin Locksmith, Maniacal Rage, Goblin Electromancer, Moodmark Painter, Pause for Reflection, Lotleth Giant, Street Riot, Pilfering Imp, Selesnya Guildgate]   \n",
       "154                                                                                    [Boros Guildgate, Passwall Adept, Portcullis Vine, Dead Weight, Izzet Locket, Maniacal Rage, Severed Strands, Devious Cover-Up, Selesnya Locket, Undercity Necrolisk, Might of the Masses]   \n",
       "155                                                                                          [Boros Locket, Fearless Halberdier, Vedalken Mesmerist, Goblin Locksmith, Hunted Witness, Crushing Canopy, Ornery Goblin, Vicious Rumors, Sworn Companions, Glaive of the Guildpact]   \n",
       "156                                                                                                                           [Goblin Locksmith, Golgari Locket, Wary Okapi, Pack's Favor, Pause for Reflection, Hunted Witness, Join Shields, Necrotic Wound, Golgari Guildgate]   \n",
       "157                                                                                                                                    [Dimir Guildgate, Hitchclaw Recluse, Unexplained Disappearance, Hired Poisoner, Leapfrog, Vicious Rumors, Torch Courier, Grappling Sundew]   \n",
       "158                                                                                                                                                 [Izzet Guildgate, Tenth District Guard, Hunted Witness, Barging Sergeant, Kraul Foragers, Arboretum Elemental, Plaguecrafter]   \n",
       "159                                                                                                                                                                    [Douser of Lights, Pitiless Gorgon, Hunted Witness, Worldsoul Colossus, Creeping Chill, Mausoleum Secrets]   \n",
       "160                                                                                                                                                                                        [Douser of Lights, Selesnya Locket, Skyline Scout, Maximize Velocity, Dazzling Lights]   \n",
       "161                                                                                                                                                                                                     [Selesnya Guildgate, Moodmark Painter, Pause for Reflection, Street Riot]   \n",
       "162                                                                                                                                                                                                                       [Selesnya Locket, Portcullis Vine, Undercity Necrolisk]   \n",
       "163                                                                                                                                                                                                                                        [Fearless Halberdier, Crushing Canopy]   \n",
       "164                                                                                                                                                                                                                                                        [Pause for Reflection]   \n",
       "165                              [Sinister Sabotage, Portcullis Vine, Healer's Hawk, Leapfrog, Ornery Goblin, Dazzling Lights, Sonic Assault, Pack's Favor, Dimir Locket, Gateway Plaza, Direct Current, Might of the Masses, Inspiring Unicorn, Unmoored Ego, Golgari Guildgate]   \n",
       "166                                    [Underrealm Lich, Pack's Favor, Bartizan Bats, Undercity Uprising, Muse Drake, Kraul Foragers, Siege Wurm, Hunted Witness, Goblin Locksmith, Vicious Rumors, Haazda Marshal, Crush Contraband, Glaive of the Guildpact, Golgari Guildgate]   \n",
       "167                                             [Thousand-Year Storm, Urban Utopia, Cosmotronic Wave, Dimir Informant, Veiled Shade, Rosemane Centaur, Disdainful Stroke, Fearless Halberdier, Kraul Foragers, Intrusive Packbeast, Lotleth Giant, Join Shields, Izzet Guildgate]   \n",
       "168                                                               [Niv-Mizzet, Parun, Radical Idea, Devious Cover-Up, Douser of Lights, Rubblebelt Boar, Hunted Witness, Gateway Plaza, Pack's Favor, Cosmotronic Wave, Skyknight Legionnaire, Truefire Captain, Boros Guildgate]   \n",
       "169                                                                                [Gatekeeper Gargoyle, Barrier of Bones, Garrison Sergeant, Gateway Plaza, Kraul Foragers, Devious Cover-Up, Veiled Shade, Pitiless Gorgon, Candlelight Vigil, Creeping Chill, Boros Guildgate]   \n",
       "170                                                                                                        [Fire Urchin, Erstwhile Trooper, Skyknight Legionnaire, Crushing Canopy, Hunted Witness, Wild Ceratok, Demotion, Necrotic Wound, Guildmages' Forum, Golgari Guildgate]   \n",
       "171                                                                                                                              [Radical Idea, Izzet Locket, Mephitic Vapors, Vigorspore Wurm, Bartizan Bats, Hunted Witness, Garrison Sergeant, Lotleth Giant, Dimir Guildgate]   \n",
       "172                                                                                                                                            [Gravitic Punch, Never Happened, Crushing Canopy, Golgari Locket, Dimir Locket, Selesnya Guildgate, Prey Upon, Undercity Uprising]   \n",
       "173                                                                                                                                                               [Unmoored Ego, Portcullis Vine, Healer's Hawk, Ornery Goblin, Dazzling Lights, Pack's Favor, Golgari Guildgate]   \n",
       "174                                                                                                                                                                       [Golgari Guildgate, Pack's Favor, Undercity Uprising, Kraul Foragers, Hunted Witness, Crush Contraband]   \n",
       "175                                                                                                                                                                                              [Intrusive Packbeast, Urban Utopia, Kraul Foragers, Lotleth Giant, Join Shields]   \n",
       "176                                                                                                                                                                                                    [Devious Cover-Up, Hunted Witness, Skyknight Legionnaire, Boros Guildgate]   \n",
       "177                                                                                                                                                                                                                        [Garrison Sergeant, Candlelight Vigil, Creeping Chill]   \n",
       "178                                                                                                                                                                                                                                           [Erstwhile Trooper, Hunted Witness]   \n",
       "179                                                                                                                                                                                                                                                              [Hunted Witness]   \n",
       "\n",
       "                 predicted                 taken  \n",
       "135     Nightveil Predator           Beacon Bolt  \n",
       "136      Inescapable Blaze           Roc Charger  \n",
       "137      Deafening Clarion     Deafening Clarion  \n",
       "138       Rosemane Centaur   Firemind's Research  \n",
       "139  Skyknight Legionnaire          Radical Idea  \n",
       "140        Thought Erasure       Dimir Guildgate  \n",
       "141          Whisper Agent       Dimir Guildgate  \n",
       "142      Disdainful Stroke     Disdainful Stroke  \n",
       "143        Boros Guildgate       Boros Guildgate  \n",
       "144        Severed Strands          Urban Utopia  \n",
       "145      Garrison Sergeant     Garrison Sergeant  \n",
       "146             Molderhulk      Crush Contraband  \n",
       "147             Molderhulk        Golgari Locket  \n",
       "148        Mephitic Vapors      Cosmotronic Wave  \n",
       "149         Never Happened        Never Happened  \n",
       "150    Chemister's Insight   Chemister's Insight  \n",
       "151          Ornery Goblin        Capture Sphere  \n",
       "152      Sinister Sabotage     Sinister Sabotage  \n",
       "153         Luminous Bonds        Luminous Bonds  \n",
       "154        Boros Guildgate       Boros Guildgate  \n",
       "155          Ornery Goblin          Boros Locket  \n",
       "156         Hunted Witness      Goblin Locksmith  \n",
       "157        Dimir Guildgate       Dimir Guildgate  \n",
       "158        Izzet Guildgate       Izzet Guildgate  \n",
       "159         Hunted Witness      Douser of Lights  \n",
       "160      Maximize Velocity      Douser of Lights  \n",
       "161     Selesnya Guildgate    Selesnya Guildgate  \n",
       "162        Portcullis Vine       Selesnya Locket  \n",
       "163    Fearless Halberdier   Fearless Halberdier  \n",
       "164   Pause for Reflection  Pause for Reflection  \n",
       "165      Sinister Sabotage     Sinister Sabotage  \n",
       "166        Underrealm Lich       Underrealm Lich  \n",
       "167        Izzet Guildgate   Thousand-Year Storm  \n",
       "168       Truefire Captain     Niv-Mizzet, Parun  \n",
       "169    Gatekeeper Gargoyle   Gatekeeper Gargoyle  \n",
       "170  Skyknight Legionnaire           Fire Urchin  \n",
       "171           Radical Idea          Radical Idea  \n",
       "172           Dimir Locket        Gravitic Punch  \n",
       "173          Ornery Goblin          Unmoored Ego  \n",
       "174      Golgari Guildgate     Golgari Guildgate  \n",
       "175    Intrusive Packbeast   Intrusive Packbeast  \n",
       "176        Boros Guildgate      Devious Cover-Up  \n",
       "177      Garrison Sergeant     Garrison Sergeant  \n",
       "178         Hunted Witness     Erstwhile Trooper  \n",
       "179         Hunted Witness        Hunted Witness  "
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[135:180]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>options</th>\n",
       "      <th>predicted</th>\n",
       "      <th>taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>[Vraska, Golgari Queen, Garrison Sergeant, Never Happened, Izzet Locket, Mephitic Vapors, Direct Current, Sumala Woodshaper, Luminous Bonds, Rhizome Lurcher, Ornery Goblin, Tenth District Guard, Hellkite Whelp, Justice Strike, Price of Fame, Boros Guildgate]</td>\n",
       "      <td>Vraska, Golgari Queen</td>\n",
       "      <td>Vraska, Golgari Queen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>[Citywatch Sphinx, Golgari Locket, Moodmark Painter, Command the Storm, Izzet Locket, Unexplained Disappearance, Cosmotronic Wave, Collar the Culprit, Goblin Locksmith, Prey Upon, Pause for Reflection, Swarm Guildmage, Thought Erasure, Dimir Guildgate]</td>\n",
       "      <td>Citywatch Sphinx</td>\n",
       "      <td>Citywatch Sphinx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>[Whisper Agent, Collar the Culprit, Garrison Sergeant, Fresh-Faced Recruit, Torch Courier, Passwall Adept, Ornery Goblin, Skyline Scout, Urban Utopia, Electrostatic Field, District Guide, Might of the Masses, Golgari Guildgate]</td>\n",
       "      <td>Whisper Agent</td>\n",
       "      <td>Whisper Agent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>[Command the Storm, Vigorspore Wurm, Collar the Culprit, Cosmotronic Wave, Fresh-Faced Recruit, Hired Poisoner, Unexplained Disappearance, Maniacal Rage, Radical Idea, Wall of Mist, Goblin Cratermaker, Tajic, Legion's Edge]</td>\n",
       "      <td>Tajic, Legion's Edge</td>\n",
       "      <td>Command the Storm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>[Boros Challenger, Cosmotronic Wave, Sonic Assault, Mephitic Vapors, Collar the Culprit, Wary Okapi, Vicious Rumors, Boros Locket, Vigorspore Wurm, Wall of Mist, Inspiring Unicorn]</td>\n",
       "      <td>Boros Challenger</td>\n",
       "      <td>Boros Challenger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>[Luminous Bonds, Blade Instructor, Bartizan Bats, Maniacal Rage, Ledev Guardian, Sure Strike, Gravitic Punch, Generous Stray, Plaguecrafter, Electrostatic Field]</td>\n",
       "      <td>Luminous Bonds</td>\n",
       "      <td>Luminous Bonds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>[Sonic Assault, Undercity Uprising, Izzet Locket, Veiled Shade, Maniacal Rage, Ironshell Beetle, Hunted Witness, Molderhulk, Golgari Guildgate]</td>\n",
       "      <td>Ironshell Beetle</td>\n",
       "      <td>Sonic Assault</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>[Inescapable Blaze, Vedalken Mesmerist, Sure Strike, Vicious Rumors, Take Heart, Ironshell Beetle, Devious Cover-Up, Grappling Sundew]</td>\n",
       "      <td>Inescapable Blaze</td>\n",
       "      <td>Inescapable Blaze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>[Hellkite Whelp, Garrison Sergeant, Never Happened, Izzet Locket, Ornery Goblin, Tenth District Guard, Justice Strike]</td>\n",
       "      <td>Justice Strike</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>[Izzet Locket, Moodmark Painter, Unexplained Disappearance, Cosmotronic Wave, Goblin Locksmith, Pause for Reflection]</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "      <td>Izzet Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>[Garrison Sergeant, Collar the Culprit, Torch Courier, Passwall Adept, Ornery Goblin]</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "      <td>Garrison Sergeant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>[Wall of Mist, Cosmotronic Wave, Maniacal Rage, Radical Idea]</td>\n",
       "      <td>Radical Idea</td>\n",
       "      <td>Wall of Mist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>[Boros Locket, Cosmotronic Wave, Vicious Rumors]</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "      <td>Boros Locket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>[Gravitic Punch, Maniacal Rage]</td>\n",
       "      <td>Maniacal Rage</td>\n",
       "      <td>Gravitic Punch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>[Maniacal Rage]</td>\n",
       "      <td>Maniacal Rage</td>\n",
       "      <td>Maniacal Rage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>[Boros Guildgate, Piston-Fist Cyclops, Dimir Informant, Righteous Blow, Passwall Adept, Sure Strike, Urban Utopia, Douser of Lights, Dimir Locket, Hunted Witness, Rosemane Centaur, Arboretum Elemental, Smelt-Ward Minotaur, Gatekeeper Gargoyle, Dawn of Hope]</td>\n",
       "      <td>Dawn of Hope</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>[Deafening Clarion, Hitchclaw Recluse, Torch Courier, Tenth District Guard, Burglar Rat, Candlelight Vigil, Izzet Locket, Passwall Adept, Hammer Dropper, Dead Weight, Golgari Locket, Murmuring Mystic, Inescapable Blaze, Izzet Guildgate]</td>\n",
       "      <td>Murmuring Mystic</td>\n",
       "      <td>Deafening Clarion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>[Ornery Goblin, Moodmark Painter, Sonic Assault, Sure Strike, Devkarin Dissident, Cosmotronic Wave, Vicious Rumors, Dazzling Lights, Prey Upon, Undercity Necrolisk, Crush Contraband, Chance for Glory, Dimir Guildgate]</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "      <td>Ornery Goblin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>[Piston-Fist Cyclops, Barrier of Bones, Wall of Mist, Collar the Culprit, Sure Strike, Maximize Altitude, Child of Night, Moodmark Painter, Necrotic Wound, Whispering Snitch, Drowned Secrets, Izzet Guildgate]</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>[Parhelion Patrol, Devkarin Dissident, Barging Sergeant, Candlelight Vigil, Vicious Rumors, Dead Weight, Child of Night, Wall of Mist, Cosmotronic Wave, Arboretum Elemental, Dimir Guildgate]</td>\n",
       "      <td>Barging Sergeant</td>\n",
       "      <td>Parhelion Patrol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>[Narcomoeba, Parhelion Patrol, Wary Okapi, Erstwhile Trooper, Child of Night, Goblin Electromancer, Mephitic Vapors, Glowspore Shaman, Glaive of the Guildpact, Boros Guildgate]</td>\n",
       "      <td>Goblin Electromancer</td>\n",
       "      <td>Narcomoeba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>[Boros Guildgate, Douser of Lights, Devkarin Dissident, Barrier of Bones, Selesnya Locket, Passwall Adept, Kraul Foragers, Whispering Snitch, Omnispell Adept]</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>[Unexplained Disappearance, Vicious Rumors, Vernadi Shieldmate, Collar the Culprit, Pack's Favor, Rhizome Lurcher, Disdainful Stroke, Lotleth Giant]</td>\n",
       "      <td>Vernadi Shieldmate</td>\n",
       "      <td>Unexplained Disappearance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>[Dimir Informant, Piston-Fist Cyclops, Passwall Adept, Sure Strike, Urban Utopia, Douser of Lights, Dimir Locket]</td>\n",
       "      <td>Piston-Fist Cyclops</td>\n",
       "      <td>Dimir Informant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>[Izzet Guildgate, Torch Courier, Candlelight Vigil, Izzet Locket, Passwall Adept, Golgari Locket]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>[Crush Contraband, Moodmark Painter, Cosmotronic Wave, Vicious Rumors, Dazzling Lights]</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "      <td>Crush Contraband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>[Wall of Mist, Barrier of Bones, Moodmark Painter, Drowned Secrets]</td>\n",
       "      <td>Wall of Mist</td>\n",
       "      <td>Wall of Mist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>[Cosmotronic Wave, Vicious Rumors, Child of Night]</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "      <td>Cosmotronic Wave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>[Mephitic Vapors, Wary Okapi]</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "      <td>Mephitic Vapors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>[Barrier of Bones]</td>\n",
       "      <td>Barrier of Bones</td>\n",
       "      <td>Barrier of Bones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>[Justice Strike, Dazzling Lights, Goblin Locksmith, Take Heart, Barrier of Bones, Leapfrog, Erstwhile Trooper, Maniacal Rage, Righteous Blow, Centaur Peacemaker, Never Happened, Chemister's Insight, Flower/Flourish, Bounty Agent, Izzet Guildgate]</td>\n",
       "      <td>Chemister's Insight</td>\n",
       "      <td>Justice Strike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>[Boros Challenger, Sure Strike, Command the Storm, Never Happened, Muse Drake, Intrusive Packbeast, Wishcoin Crab, Prey Upon, Vernadi Shieldmate, Rubblebelt Boar, Undercity Uprising, Worldsoul Colossus, Assure/Assemble, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Boros Challenger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>[Risk Factor, Fresh-Faced Recruit, Collar the Culprit, Ledev Guardian, Artful Takedown, Sure Strike, Wary Okapi, Pause for Reflection, Radical Idea, Vedalken Mesmerist, Disinformation Campaign, Nightveil Predator, Selesnya Guildgate]</td>\n",
       "      <td>Risk Factor</td>\n",
       "      <td>Risk Factor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>[Runaway Steam-Kin, Wojek Bodyguard, Enhanced Surveillance, Maniacal Rage, Hammer Dropper, Child of Night, Fresh-Faced Recruit, Barrier of Bones, Dimir Informant, Parhelion Patrol, Swathcutter Giant, Boros Guildgate]</td>\n",
       "      <td>Runaway Steam-Kin</td>\n",
       "      <td>Runaway Steam-Kin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>[Capture Sphere, Candlelight Vigil, Disdainful Stroke, Passwall Adept, Goblin Electromancer, Gateway Plaza, Goblin Locksmith, Dimir Locket, Join Shields, Invert/Invent, Selesnya Guildgate]</td>\n",
       "      <td>Goblin Electromancer</td>\n",
       "      <td>Capture Sphere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>[Skyknight Legionnaire, Rubblebelt Boar, Darkblade Agent, Dimir Informant, Undercity Uprising, Veiled Shade, Vernadi Shieldmate, Passwall Adept, Pause for Reflection, Glaive of the Guildpact]</td>\n",
       "      <td>Skyknight Legionnaire</td>\n",
       "      <td>Skyknight Legionnaire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>[Parhelion Patrol, Direct Current, Rubblebelt Boar, Devious Cover-Up, Wall of Mist, Severed Strands, Golgari Locket, Crush Contraband, Selesnya Guildgate]</td>\n",
       "      <td>Direct Current</td>\n",
       "      <td>Parhelion Patrol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>[Hellkite Whelp, Dimir Locket, Vedalken Mesmerist, Wishcoin Crab, Candlelight Vigil, Barrier of Bones, Disdainful Stroke, Pause for Reflection]</td>\n",
       "      <td>Disdainful Stroke</td>\n",
       "      <td>Hellkite Whelp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>[Leapfrog, Dazzling Lights, Goblin Locksmith, Barrier of Bones, Maniacal Rage, Bounty Agent, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Leapfrog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>[Rubblebelt Boar, Sure Strike, Muse Drake, Wishcoin Crab, Worldsoul Colossus, Izzet Guildgate]</td>\n",
       "      <td>Izzet Guildgate</td>\n",
       "      <td>Rubblebelt Boar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>[Sure Strike, Collar the Culprit, Pause for Reflection, Vedalken Mesmerist, Disinformation Campaign]</td>\n",
       "      <td>Sure Strike</td>\n",
       "      <td>Sure Strike</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>[Maniacal Rage, Enhanced Surveillance, Hammer Dropper, Boros Guildgate]</td>\n",
       "      <td>Boros Guildgate</td>\n",
       "      <td>Maniacal Rage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>[Disdainful Stroke, Candlelight Vigil, Dimir Locket]</td>\n",
       "      <td>Disdainful Stroke</td>\n",
       "      <td>Disdainful Stroke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>[Passwall Adept, Pause for Reflection]</td>\n",
       "      <td>Passwall Adept</td>\n",
       "      <td>Passwall Adept</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>[Wall of Mist]</td>\n",
       "      <td>Wall of Mist</td>\n",
       "      <td>Wall of Mist</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                options  \\\n",
       "180  [Vraska, Golgari Queen, Garrison Sergeant, Never Happened, Izzet Locket, Mephitic Vapors, Direct Current, Sumala Woodshaper, Luminous Bonds, Rhizome Lurcher, Ornery Goblin, Tenth District Guard, Hellkite Whelp, Justice Strike, Price of Fame, Boros Guildgate]   \n",
       "181        [Citywatch Sphinx, Golgari Locket, Moodmark Painter, Command the Storm, Izzet Locket, Unexplained Disappearance, Cosmotronic Wave, Collar the Culprit, Goblin Locksmith, Prey Upon, Pause for Reflection, Swarm Guildmage, Thought Erasure, Dimir Guildgate]   \n",
       "182                                 [Whisper Agent, Collar the Culprit, Garrison Sergeant, Fresh-Faced Recruit, Torch Courier, Passwall Adept, Ornery Goblin, Skyline Scout, Urban Utopia, Electrostatic Field, District Guide, Might of the Masses, Golgari Guildgate]   \n",
       "183                                     [Command the Storm, Vigorspore Wurm, Collar the Culprit, Cosmotronic Wave, Fresh-Faced Recruit, Hired Poisoner, Unexplained Disappearance, Maniacal Rage, Radical Idea, Wall of Mist, Goblin Cratermaker, Tajic, Legion's Edge]   \n",
       "184                                                                                [Boros Challenger, Cosmotronic Wave, Sonic Assault, Mephitic Vapors, Collar the Culprit, Wary Okapi, Vicious Rumors, Boros Locket, Vigorspore Wurm, Wall of Mist, Inspiring Unicorn]   \n",
       "185                                                                                                   [Luminous Bonds, Blade Instructor, Bartizan Bats, Maniacal Rage, Ledev Guardian, Sure Strike, Gravitic Punch, Generous Stray, Plaguecrafter, Electrostatic Field]   \n",
       "186                                                                                                                     [Sonic Assault, Undercity Uprising, Izzet Locket, Veiled Shade, Maniacal Rage, Ironshell Beetle, Hunted Witness, Molderhulk, Golgari Guildgate]   \n",
       "187                                                                                                                              [Inescapable Blaze, Vedalken Mesmerist, Sure Strike, Vicious Rumors, Take Heart, Ironshell Beetle, Devious Cover-Up, Grappling Sundew]   \n",
       "188                                                                                                                                              [Hellkite Whelp, Garrison Sergeant, Never Happened, Izzet Locket, Ornery Goblin, Tenth District Guard, Justice Strike]   \n",
       "189                                                                                                                                               [Izzet Locket, Moodmark Painter, Unexplained Disappearance, Cosmotronic Wave, Goblin Locksmith, Pause for Reflection]   \n",
       "190                                                                                                                                                                               [Garrison Sergeant, Collar the Culprit, Torch Courier, Passwall Adept, Ornery Goblin]   \n",
       "191                                                                                                                                                                                                       [Wall of Mist, Cosmotronic Wave, Maniacal Rage, Radical Idea]   \n",
       "192                                                                                                                                                                                                                    [Boros Locket, Cosmotronic Wave, Vicious Rumors]   \n",
       "193                                                                                                                                                                                                                                     [Gravitic Punch, Maniacal Rage]   \n",
       "194                                                                                                                                                                                                                                                     [Maniacal Rage]   \n",
       "195   [Boros Guildgate, Piston-Fist Cyclops, Dimir Informant, Righteous Blow, Passwall Adept, Sure Strike, Urban Utopia, Douser of Lights, Dimir Locket, Hunted Witness, Rosemane Centaur, Arboretum Elemental, Smelt-Ward Minotaur, Gatekeeper Gargoyle, Dawn of Hope]   \n",
       "196                        [Deafening Clarion, Hitchclaw Recluse, Torch Courier, Tenth District Guard, Burglar Rat, Candlelight Vigil, Izzet Locket, Passwall Adept, Hammer Dropper, Dead Weight, Golgari Locket, Murmuring Mystic, Inescapable Blaze, Izzet Guildgate]   \n",
       "197                                           [Ornery Goblin, Moodmark Painter, Sonic Assault, Sure Strike, Devkarin Dissident, Cosmotronic Wave, Vicious Rumors, Dazzling Lights, Prey Upon, Undercity Necrolisk, Crush Contraband, Chance for Glory, Dimir Guildgate]   \n",
       "198                                                    [Piston-Fist Cyclops, Barrier of Bones, Wall of Mist, Collar the Culprit, Sure Strike, Maximize Altitude, Child of Night, Moodmark Painter, Necrotic Wound, Whispering Snitch, Drowned Secrets, Izzet Guildgate]   \n",
       "199                                                                      [Parhelion Patrol, Devkarin Dissident, Barging Sergeant, Candlelight Vigil, Vicious Rumors, Dead Weight, Child of Night, Wall of Mist, Cosmotronic Wave, Arboretum Elemental, Dimir Guildgate]   \n",
       "200                                                                                    [Narcomoeba, Parhelion Patrol, Wary Okapi, Erstwhile Trooper, Child of Night, Goblin Electromancer, Mephitic Vapors, Glowspore Shaman, Glaive of the Guildpact, Boros Guildgate]   \n",
       "201                                                                                                      [Boros Guildgate, Douser of Lights, Devkarin Dissident, Barrier of Bones, Selesnya Locket, Passwall Adept, Kraul Foragers, Whispering Snitch, Omnispell Adept]   \n",
       "202                                                                                                                [Unexplained Disappearance, Vicious Rumors, Vernadi Shieldmate, Collar the Culprit, Pack's Favor, Rhizome Lurcher, Disdainful Stroke, Lotleth Giant]   \n",
       "203                                                                                                                                                   [Dimir Informant, Piston-Fist Cyclops, Passwall Adept, Sure Strike, Urban Utopia, Douser of Lights, Dimir Locket]   \n",
       "204                                                                                                                                                                   [Izzet Guildgate, Torch Courier, Candlelight Vigil, Izzet Locket, Passwall Adept, Golgari Locket]   \n",
       "205                                                                                                                                                                             [Crush Contraband, Moodmark Painter, Cosmotronic Wave, Vicious Rumors, Dazzling Lights]   \n",
       "206                                                                                                                                                                                                 [Wall of Mist, Barrier of Bones, Moodmark Painter, Drowned Secrets]   \n",
       "207                                                                                                                                                                                                                  [Cosmotronic Wave, Vicious Rumors, Child of Night]   \n",
       "208                                                                                                                                                                                                                                       [Mephitic Vapors, Wary Okapi]   \n",
       "209                                                                                                                                                                                                                                                  [Barrier of Bones]   \n",
       "210              [Justice Strike, Dazzling Lights, Goblin Locksmith, Take Heart, Barrier of Bones, Leapfrog, Erstwhile Trooper, Maniacal Rage, Righteous Blow, Centaur Peacemaker, Never Happened, Chemister's Insight, Flower/Flourish, Bounty Agent, Izzet Guildgate]   \n",
       "211                        [Boros Challenger, Sure Strike, Command the Storm, Never Happened, Muse Drake, Intrusive Packbeast, Wishcoin Crab, Prey Upon, Vernadi Shieldmate, Rubblebelt Boar, Undercity Uprising, Worldsoul Colossus, Assure/Assemble, Izzet Guildgate]   \n",
       "212                           [Risk Factor, Fresh-Faced Recruit, Collar the Culprit, Ledev Guardian, Artful Takedown, Sure Strike, Wary Okapi, Pause for Reflection, Radical Idea, Vedalken Mesmerist, Disinformation Campaign, Nightveil Predator, Selesnya Guildgate]   \n",
       "213                                            [Runaway Steam-Kin, Wojek Bodyguard, Enhanced Surveillance, Maniacal Rage, Hammer Dropper, Child of Night, Fresh-Faced Recruit, Barrier of Bones, Dimir Informant, Parhelion Patrol, Swathcutter Giant, Boros Guildgate]   \n",
       "214                                                                        [Capture Sphere, Candlelight Vigil, Disdainful Stroke, Passwall Adept, Goblin Electromancer, Gateway Plaza, Goblin Locksmith, Dimir Locket, Join Shields, Invert/Invent, Selesnya Guildgate]   \n",
       "215                                                                     [Skyknight Legionnaire, Rubblebelt Boar, Darkblade Agent, Dimir Informant, Undercity Uprising, Veiled Shade, Vernadi Shieldmate, Passwall Adept, Pause for Reflection, Glaive of the Guildpact]   \n",
       "216                                                                                                          [Parhelion Patrol, Direct Current, Rubblebelt Boar, Devious Cover-Up, Wall of Mist, Severed Strands, Golgari Locket, Crush Contraband, Selesnya Guildgate]   \n",
       "217                                                                                                                     [Hellkite Whelp, Dimir Locket, Vedalken Mesmerist, Wishcoin Crab, Candlelight Vigil, Barrier of Bones, Disdainful Stroke, Pause for Reflection]   \n",
       "218                                                                                                                                                       [Leapfrog, Dazzling Lights, Goblin Locksmith, Barrier of Bones, Maniacal Rage, Bounty Agent, Izzet Guildgate]   \n",
       "219                                                                                                                                                                      [Rubblebelt Boar, Sure Strike, Muse Drake, Wishcoin Crab, Worldsoul Colossus, Izzet Guildgate]   \n",
       "220                                                                                                                                                                [Sure Strike, Collar the Culprit, Pause for Reflection, Vedalken Mesmerist, Disinformation Campaign]   \n",
       "221                                                                                                                                                                                             [Maniacal Rage, Enhanced Surveillance, Hammer Dropper, Boros Guildgate]   \n",
       "222                                                                                                                                                                                                                [Disdainful Stroke, Candlelight Vigil, Dimir Locket]   \n",
       "223                                                                                                                                                                                                                              [Passwall Adept, Pause for Reflection]   \n",
       "224                                                                                                                                                                                                                                                      [Wall of Mist]   \n",
       "\n",
       "                     predicted                      taken  \n",
       "180      Vraska, Golgari Queen      Vraska, Golgari Queen  \n",
       "181           Citywatch Sphinx           Citywatch Sphinx  \n",
       "182              Whisper Agent              Whisper Agent  \n",
       "183       Tajic, Legion's Edge          Command the Storm  \n",
       "184           Boros Challenger           Boros Challenger  \n",
       "185             Luminous Bonds             Luminous Bonds  \n",
       "186           Ironshell Beetle              Sonic Assault  \n",
       "187          Inescapable Blaze          Inescapable Blaze  \n",
       "188             Justice Strike             Hellkite Whelp  \n",
       "189  Unexplained Disappearance               Izzet Locket  \n",
       "190              Ornery Goblin          Garrison Sergeant  \n",
       "191               Radical Idea               Wall of Mist  \n",
       "192           Cosmotronic Wave               Boros Locket  \n",
       "193              Maniacal Rage             Gravitic Punch  \n",
       "194              Maniacal Rage              Maniacal Rage  \n",
       "195               Dawn of Hope            Boros Guildgate  \n",
       "196           Murmuring Mystic          Deafening Clarion  \n",
       "197              Ornery Goblin              Ornery Goblin  \n",
       "198        Piston-Fist Cyclops        Piston-Fist Cyclops  \n",
       "199           Barging Sergeant           Parhelion Patrol  \n",
       "200       Goblin Electromancer                 Narcomoeba  \n",
       "201            Boros Guildgate            Boros Guildgate  \n",
       "202         Vernadi Shieldmate  Unexplained Disappearance  \n",
       "203        Piston-Fist Cyclops            Dimir Informant  \n",
       "204            Izzet Guildgate            Izzet Guildgate  \n",
       "205           Cosmotronic Wave           Crush Contraband  \n",
       "206               Wall of Mist               Wall of Mist  \n",
       "207           Cosmotronic Wave           Cosmotronic Wave  \n",
       "208            Mephitic Vapors            Mephitic Vapors  \n",
       "209           Barrier of Bones           Barrier of Bones  \n",
       "210        Chemister's Insight             Justice Strike  \n",
       "211            Izzet Guildgate           Boros Challenger  \n",
       "212                Risk Factor                Risk Factor  \n",
       "213          Runaway Steam-Kin          Runaway Steam-Kin  \n",
       "214       Goblin Electromancer             Capture Sphere  \n",
       "215      Skyknight Legionnaire      Skyknight Legionnaire  \n",
       "216             Direct Current           Parhelion Patrol  \n",
       "217          Disdainful Stroke             Hellkite Whelp  \n",
       "218            Izzet Guildgate                   Leapfrog  \n",
       "219            Izzet Guildgate            Rubblebelt Boar  \n",
       "220                Sure Strike                Sure Strike  \n",
       "221            Boros Guildgate              Maniacal Rage  \n",
       "222          Disdainful Stroke          Disdainful Stroke  \n",
       "223             Passwall Adept             Passwall Adept  \n",
       "224               Wall of Mist               Wall of Mist  "
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[180:225]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}